Gaze first: abandoned; keep the controller experiment for reference

The last state of the experiment, kept on this branch only:
- input/gazefirst.py, input/steamui.py: the relay reading the controllers from
  vrserver's web socket, switching the compositor binding, and driving the Steam
  UI filter (whose block now expires unless renewed).
- The helper's trigger and bumper holds (steered by the controller's position),
  the laser keeper, and the click gate that waits for the laser.
- pointer/probe/focustest (overlay flag 1 << 4, as an input client too),
  vrsetting (SteamVR settings through vrserver), lasertest --reclaim.

Every press and release Steam sees takes SteamVR out of laser mode, and taking
the laser back breaks clicks and drags. See docs/gaze-controllers.md on
experimental.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>

.gitignore

@@ -5,3 +5,9 @@ target/
 captures/
 __pycache__/
 frametop-report-*.txt
+# Eye-camera recordings (biometric) never go in the repo: they live in
+# ~/.local/share/frametop/eyes/captures. These catch strays (frame dumps, a lab venv).
+*.raw
+*.pgm
+.venv/
+.frame-job.d/

README.md

@@ -8,6 +8,8 @@ The mouse shows up as a small dot anchored in the room. It works on the SteamVR
 
 It comes with two settings apps, Frametop Display Settings for the screens and Frametop Input Settings for mice, keyboards, and button mappings, plus fixes that let Bluetooth LE mice and keyboards like the Swiftpoint Z3 reconnect after they sleep.
 
+When you're not wearing the headset, Frametop can turn its displays off and keep it awake on the charger, so you can still reach it remotely. This works even on a stand or mount that makes the headset seem worn.
+
 Frametop is an independent project, not made by or affiliated with Valve.
 
 ## Install on the headset
@@ -28,7 +30,7 @@ You need a Steam Frame with an internet connection, a keyboard (Bluetooth, or th
 
 After the restart, Launch a program → Desktop opens the multi-screen desktop, with its screens arranged around where you're facing. Frametop Display Settings and Frametop Input Settings are in the desktop's application menu, under Settings.
 
-If you work in the desktop for long stretches, stop Steam from putting the headset to sleep while it's plugged in: in Steam, open Settings → Power, and under When Plugged In and Idle set Sleep after to Never. By default Steam suspends the Frame after an hour without input, even while it charges. The displays still turn off a few seconds after you take the headset off.
+If you work in the desktop for long stretches, or leave the headset on a stand, open Frametop Display Settings → Power. Turn on Stay awake while plugged in: by default Steam puts the Frame to sleep after an hour without input, even while it charges. And choose when the displays turn off while the headset isn't used. SteamVR turns them off a few seconds after you take the headset off, but a stand or mount that covers the proximity sensor inside it makes the headset seem worn, and its displays stay on all night.
 
 ### Add a Bluetooth mouse or keyboard
 
@@ -49,14 +51,26 @@ If you work in the desktop for long stretches, stop Steam from putting the heads
 | Click the curve button (next to the bar) | Curves the screen around you, or flattens it |
 | Drag the roll button sideways, or scroll on it | Rolls the screen; it snaps level near straight |
 | While carrying a screen, sweep its laser across your other controller's ring, then let go | Pins it to that wrist, at its size and distance, as you hold it when you let go; it shows while you see its front. Grab its bar to adjust it (it stays pinned); sweep across the ring again to take it off |
+| Set a screen to On your head (Frametop Display Settings, Visibility & pins) | Pins it to your head where it is, like a HUD. Grab its bar to move it; it stays on your head |
+| Save current arrangement… (Frametop Display Settings, Layout) | Saves where the screens are, with their sizes and pins, under a name. Pick a saved layout under Arrangement and press Arrange now to switch to it |
 | Meta+Shift+R in the desktop | Puts the screens back in their layout (also in the menu as Reset Screen Layout, and mappable to a mouse button) |
-| Meta+Shift+H in the desktop | Hides or shows all screens (also in the menu as Hide/Show Screens, and mappable). The Visibility & wrist tab of Frametop Display Settings can instead show them only with the dashboard open, or while you look at your wrist |
-| Play a VR game | The screens hide and your controllers stay in the game. Open the SteamVR dashboard, or press Meta+Shift+H, to see and use them. To keep them visible over games, change During VR games on the Visibility & wrist tab; the controllers still stay in the game, and you use the screens with the mouse or the dashboard |
+| Meta+Shift+H in the desktop | Hides or shows all screens (also in the menu as Hide/Show Screens, and mappable). The Visibility & pins tab of Frametop Display Settings can instead show them only with the dashboard open, or while you look at your wrist |
+| Leave the headset on a stand | Its displays turn off once it has gone unused for the time set in Frametop Display Settings → Power, even if the stand covers its proximity sensor. Pick it up, or use any mouse, keyboard, or button, and they come back on |
+| Play a VR game | The screens hide and your controllers stay in the game. Open the SteamVR dashboard, or press Meta+Shift+H, to see and use them. To keep them visible over games, change During VR games on the Visibility & pins tab; the controllers still stay in the game, and you use the screens with the mouse or the dashboard |
 
-You can map the mouse's extra buttons to actions such as Toggle SteamVR dashboard, Recenter pointer, or Head follow on/off on the Buttons page of Frametop Input Settings, and the Frame controllers' buttons on its Controllers page. Pointer speed, dot size, and the rest are on its Pointer page and take effect immediately. Head follow, which is experimental and off by default, makes the pointer come along when you turn your head: it stays put until your head turns past the leash angle, then glides back to its place in your view, and a leash of 0 keeps it fixed in your view. It's only lightly tested and not polished; tuning its settings, or improving how it feels, is open to anyone who wants to take it further.
+You can map the mouse's extra buttons to actions such as Toggle SteamVR dashboard, Recenter pointer, or Head follow on/off on the Buttons page of Frametop Input Settings, and the Frame controllers' buttons on its Controllers page. Pointer speed, dot size, and the rest are on its Pointer page and take effect immediately. If a panel you only look at, such as a performance overlay that follows your view, keeps catching the dot, tick it (or its whole app) on the Ignored panels page, and the pointer passes through it. Head follow, which is experimental and off by default, makes the pointer come along when you turn your head: it stays put until your head turns past the leash angle, then glides back to its place in your view, and a leash of 0 keeps it fixed in your view. It's only lightly tested and not polished; tuning its settings, or improving how it feels, is open to anyone who wants to take it further.
 
 Restarting the desktop (Restart desktop in Frametop Display Settings) closes its windows, but background work you started in it, such as servers, tmux sessions, or builds, keeps running.
 
+### Leave the headset on a stand and reach it remotely
+
+To keep the Frame on and connected while you're not wearing it, for SSH, remote desktop, or anything else running on it, open the Power tab in Frametop Display Settings:
+
+- Turn off when unused for: how long the headset can go unused before its displays turn off (Never by default). Unused means the headset and controllers haven't moved and no mouse, keyboard, or button was used. SteamVR normally turns the displays off when its proximity sensor says the headset came off, but a stand or mount that covers the sensor makes the headset seem worn, so the displays stay on all night. This setting doesn't depend on the sensor. Pick the headset up or use any input, and the displays come back on.
+- Stay awake while plugged in: stops Steam from putting the Frame to sleep while it charges. By default Steam puts it to sleep after an hour without input, even on the charger, which ends remote sessions. This is Steam's own Settings → Power → When Plugged In and Idle setting, so the power button still puts the Frame to sleep, and Steam's battery setting still applies.
+
+With the displays off, the headset keeps tracking and rendering, so it uses about as much power as in use. Leave it on a charger that keeps up with that: a USB-C PD charger, not a 5 V one.
+
 ## Known limitations
 
 This is an early release, tested on one Steam Frame (SteamOS 0.3.0 build 20260922, SteamVR 2.17.10).
@@ -64,11 +78,12 @@ This is an early release, tested on one Steam Frame (SteamOS 0.3.0 build 2026092
 - A SteamOS or SteamVR update can break parts of it until Frametop catches up. If something stops working after an update, please report it.
 - The first install downloads 1–2 GB for the build container and compiles everything on the headset, which takes several minutes.
 - During a VR game you can't show the screens with a controller button, because the game owns the buttons. Open the SteamVR dashboard, press Meta+Shift+H, or use a mapped mouse button instead.
-- Flatscreen games aren't detected as games. If your controllers end up working the screens instead of the game, set Controllers on the screens to "Only with the SteamVR dashboard open" (Frametop Display Settings, Visibility & wrist tab).
+- Flatscreen games aren't detected as games. If your controllers end up working the screens instead of the game, set Controllers on the screens to "Only with the SteamVR dashboard open" (Frametop Display Settings, Visibility & pins tab).
 - Typing follows your last click. A controller click on a panel other than the screens (the dashboard, a Steam app) doesn't move typing there; click it with the mouse, or click a screen to bring typing back.
 - The screens don't draw a mouse cursor of their own. The 3D mouse's dot or SteamVR's laser shows where you're pointing.
 - On SteamVR's Settings page, the 3D mouse shows a laser beam and a larger hit dot, like a controller. SteamVR doesn't tell other programs where that page is (unlike Steam's pages, such as Library), so the mouse used to miss most of it: clicks went through to a desktop screen behind, and the dot disappeared. As a workaround, on that page only, the laser starts near your eye and SteamVR finds the page itself. See docs/design.md.
-- Remote desktop over VNC (`./desktops.sh remote on`) needs Tailscale on the Frame.
+- Remote desktop over VNC (Frametop Remote Access in the app menu, or `./desktops.sh remote on`) needs Tailscale on the Frame. It shows the primary screen only. The app turns it on and off, shows the address, and shows, copies, or changes the VNC password. The password is made at random on the Frame and kept in `~/.config/frametop-remote` (only you can read it); VNC limits it to 8 characters, and the tailnet encrypts the connection. Turning it on in a desktop that started with it off takes a desktop restart.
+- Turning the displays off on a stand only turns their backlight off. SteamVR has no way for other programs to put the headset in standby, so tracking and rendering keep running, and the headset draws nearly its full power.
 
 ## Reporting problems
 
@@ -92,6 +107,7 @@ cd ~/frametop && git pull && ./install.sh
 ./desktops.sh uninstall                # the launcher's Desktop entry goes back to the stock desktop
 ./desktops.sh relay uninstall
 pointer/helper/run.sh uninstall
+power/run.sh uninstall
 pointer/driver/install.sh uninstall    # then restart SteamVR
 input-settings/install.sh uninstall
 display-settings/install.sh uninstall
@@ -100,7 +116,7 @@ setup/bluetooth/install.sh uninstall   # if you installed the Bluetooth fixes
 
 ## How it works
 
-A Plasma session runs nested inside ft-screens (`screens/`), a small Wayland compositor. KWin opens one window per screen, ft-screens sets each window's size, and each frame goes to SteamVR as an overlay without being copied. An input relay (`input/`) keeps Bluetooth mice working in SteamVR and feeds the mouse to the 3D pointer, which drives a virtual SteamVR controller (`pointer/`). [docs/reference.md](docs/reference.md) covers each piece, and [docs/design.md](docs/design.md) explains the design and what we learned about SteamVR on the Frame. [docs/hazards.md](docs/hazards.md) lists known ways the input handling can go wrong.
+A Plasma session runs nested inside ft-screens (`screens/`), a small Wayland compositor. KWin opens one window per screen, ft-screens sets each window's size, and each frame goes to SteamVR as an overlay without being copied. An input relay (`input/`) keeps Bluetooth mice working in SteamVR and feeds the mouse to the 3D pointer, which drives a virtual SteamVR controller (`pointer/`). A power service (`power/`) turns the displays off while the headset isn't used. [docs/reference.md](docs/reference.md) covers each piece, and [docs/design.md](docs/design.md) explains the design and what we learned about SteamVR on the Frame. [docs/hazards.md](docs/hazards.md) lists known ways the input handling can go wrong.
 
 | Folder | What it is |
 | --- | --- |
@@ -111,6 +127,7 @@ A Plasma session runs nested inside ft-screens (`screens/`), a small Wayland com
 | `layout/` | ft-layout: where the screens float, and their sizes. |
 | `input/` | The input relay (Bluetooth mice and keyboards, button maps). |
 | `pointer/` | The 3D mouse: SteamVR driver, helper service, and a probe tool. |
+| `power/` | ft-powerd: turns the displays off while the headset isn't used. |
 | `display-settings/`, `input-settings/` | The two settings apps (Kirigami, Python). |
 | `setup/` | The build container and the Bluetooth fixes. See [setup/README.md](setup/README.md). |
 | `scripts/` | Helpers the installers use. They run commands locally on the Frame, or over SSH from a PC. |

display-settings/ft_display_settings.py

@@ -10,10 +10,16 @@ the dev container:
     1920x1080 worth of pixels, rotation for portrait.)
   - Visibility (ft-screens): when the screens show (always, only with the SteamVR
     dashboard open, while you look at a controller, or only when toggled), the wrist
-    angle within which a pinned screen shows, and pin or unpin all screens.
-  - Layout: a preset (curved or flat, rows, distance, gap, height) or the arrangement
-    captured from where the screens are now, with a preview; arrange now; save the
-    current arrangement; arrange automatically when the desktop starts.
+    angle within which a pinned screen shows, and pinning each screen to a wrist or
+    your head.
+  - Layout: a preset (curved or flat, rows, distance, gap, height) or a named layout
+    saved from where the screens are, with a preview; arrange now; save the current
+    arrangement under a name; rename and delete; arrange automatically when the
+    desktop starts.
+  - Power: how long the headset can go unused before ft-powerd turns its displays off
+    (DISPLAY_OFF_MIN; the service's state comes from its control socket, @ft_powerd),
+    and whether the Frame stays awake while plugged in, which is Steam's own setting
+    (steam_settings.py; the value from before is kept as STEAM_SLEEP_AC_BEFORE).
 Settings go to ~/.config/frametop.conf and ~/.config/frametop-layout.json. Anything
 that touches SteamVR runs layout/ft-layout on the host.
 Launch with display-settings/ft-display-settings (host wrapper).
@@ -22,8 +28,9 @@ import os
 import shutil
 import socket
 import sys
+import threading
 
-from PySide6.QtCore import Property, QObject, QProcess, QTimer, QUrl, Signal, Slot
+from PySide6.QtCore import Property, QObject, QProcess, Qt, QTimer, QUrl, Signal, Slot
 from PySide6.QtGui import QGuiApplication, QIcon
 from PySide6.QtQml import QQmlApplicationEngine
 from PySide6.QtQuickControls2 import QQuickStyle
@@ -32,6 +39,7 @@ HERE = os.path.dirname(os.path.abspath(__file__))
 LAYOUT_DIR = os.path.join(HERE, "..", "layout")
 sys.path.insert(0, LAYOUT_DIR)
 import ft_layout  # noqa: E402  (pure Python: the same geometry ft-layout uses)
+import steam_settings  # noqa: E402
 
 FT_LAYOUT = os.path.join(LAYOUT_DIR, "ft-layout")
 DESKTOPS = os.path.join(HERE, "..", "desktops.sh")
@@ -46,6 +54,10 @@ SCREEN_RESOLUTIONS = [(1920, 1080, ""), (2560, 1440, ""), (3840, 2160, "4K"), (2
                       (2560, 1600, "16:10"), (1080, 1920, "portrait"), (1440, 2560, "portrait"),
                       (2160, 3840, "portrait 4K")]
 FT_SCREENS = "\0ft_screens"
+FT_POWERD = "\0ft_powerd"
+# Steam's default for "When Plugged In and Idle -> Sleep after", to go back to when
+# nothing was saved.
+STEAM_SLEEP_AC_DEFAULT = 3600
 SCALES = [0.75, 1.0, 1.25, 4 / 3, 1.5, 1.75, 2.0]
 ROTATIONS = [("normal", "Landscape"), ("left", "Portrait"), ("right", "Portrait (flipped)")]
 
@@ -83,7 +95,9 @@ def host_command(*cmd):
 class Backend(QObject):
     changed = Signal()
     busyChanged = Signal()
+    powerChanged = Signal()
     message = Signal(str, bool)  # text, is error
+    _steamDone = Signal(object, object, str)  # Steam's sleep settings or None, error or None, what was done
 
     def __init__(self):
         super().__init__()
@@ -95,6 +109,15 @@ class Backend(QObject):
         self._sock.bind("")  # an abstract address ft-screens can reply to
         self._sock.settimeout(1.0)
         self._started = {}  # conf values the running desktop started with
+        self._psock = socket.socket(socket.AF_UNIX, socket.SOCK_DGRAM)
+        self._psock.bind("")  # for ft-powerd's replies
+        self._psock.settimeout(0.5)
+        self._powerd = None  # ft-powerd's status: (state, seconds unused, timeout seconds); None: not running
+        self._steam = None  # Steam's sleep settings: {"ac": seconds, "battery": seconds}
+        self._steam_error = ""
+        self._steam_busy = False
+        self._steamDone.connect(self._steam_done, Qt.QueuedConnection)
+        self._pins = []     # each running screen's pin: none | left | right | head
         self.poll = QTimer(interval=3000, timeout=self._check_running)
         self.poll.start()
         self._check_running()
@@ -115,11 +138,23 @@ class Backend(QObject):
         # from the container, so ft_layout.nested_env() doesn't work here).
         running = os.path.exists(f"/run/user/{os.getuid()}/frametop/wayland-0")
         count = self._screens_running() if running and ft_layout.backend() == "screens" else 0
-        if running != self._running or count != self._running_count:
+        pins = self._read_pins(count)
+        if running != self._running or count != self._running_count or pins != self._pins:
+            if running != self._running or count != self._running_count:
+                self._started = self._conf() if running else {}
             self._running = running
             self._running_count = count
-            self._started = self._conf() if running else {}
+            self._pins = pins
             self.changed.emit()
+        self._check_powerd()
+
+    def _read_pins(self, count):
+        pins = []
+        for i in range(count):
+            reply = self._ask_screens(f"get {i + 1}")
+            f = reply.split() if reply and reply.startswith("ok") else []
+            pins.append(f[16] if len(f) > 16 else "none")
+        return pins
 
     def _ask_screens(self, text):
         """Request/reply to ft-screens; None if it isn't running."""
@@ -370,20 +405,114 @@ class Backend(QObject):
             else:
                 self._ask_screens(f"gesture {v['gesture_hand']} {float(v['gesture_angle']):.1f}")
 
-    @Slot(str)
-    def pinAll(self, hand):
-        reply = self._ask_screens(f"pin all {hand}") if self._running else None
-        if reply and reply.startswith("ok"):
-            self.message.emit(f"All screens ride on your {hand} wrist now; grab a screen's bar to take it off. "
-                              "Save current arrangement keeps it.", False)
-        else:
-            self.message.emit(f"Couldn't pin: {reply or 'the desktop is not running'}", True)
+    @Property("QVariantList", notify=changed)
+    def pins(self):
+        return self._pins
+
+    @Slot(str, str)
+    def pin(self, which, where):
+        """Pin screen `which` (1-based, or "all") to "left", "right", or "head" as it is
+        now, or take it off ("none")."""
+        cmd = f"unpin {which}" if where == "none" else f"pin {which} {where}"
+        reply = self._ask_screens(cmd) if self._running else None
+        if not (reply and reply.startswith("ok")):
+            self.message.emit(f"Couldn't {'unpin' if where == 'none' else 'pin'}: "
+                              f"{reply or 'the desktop is not running'}", True)
+        elif which == "all" and where != "none":
+            place = "on your head" if where == "head" else f"on your {where} wrist"
+            self.message.emit(f"All screens ride {place} now. Save current arrangement (Layout) keeps it.", False)
+        self._check_running()
+
+    # --- power: ft-powerd and Steam's sleep setting ---
+    def _check_powerd(self):
+        try:
+            self._psock.sendto(b"status", FT_POWERD)
+            reply = self._psock.recv(256).decode().split()
+            status = (reply[1], float(reply[2]), float(reply[3])) if reply[:1] == ["ok"] else None
+        except (OSError, IndexError, ValueError):
+            status = None
+        if status != self._powerd:
+            self._powerd = status
+            self.powerChanged.emit()
+
+    @Property("QVariantMap", notify=powerChanged)
+    def power(self):
+        try:
+            off_min = float(ft_layout.read_conf().get("DISPLAY_OFF_MIN") or 0)
+        except ValueError:
+            off_min = 0.0
+        state, unused, _ = self._powerd or ("", 0, 0)
+        return {"offMinutes": off_min, "service": self._powerd is not None, "state": state, "unused": unused,
+                "steam": self._steam is not None, "steamBusy": self._steam_busy, "steamError": self._steam_error,
+                "acSleep": self._steam["ac"] if self._steam else -1,
+                "batterySleep": self._steam["battery"] if self._steam else -1}
+
+    @Slot(float)
+    def setDisplayOffMinutes(self, minutes):
+        """ft-powerd re-reads frametop.conf within 2 s."""
+        write_conf_value("DISPLAY_OFF_MIN", f"{max(0.0, minutes):g}")
+        self.powerChanged.emit()
 
     @Slot()
-    def unpinAll(self):
-        reply = self._ask_screens("unpin all") if self._running else None
-        if not (reply and reply.startswith("ok")):
-            self.message.emit(f"Couldn't unpin: {reply or 'the desktop is not running'}", True)
+    def displaysOffNow(self):
+        try:
+            self._psock.sendto(b"off", FT_POWERD)
+            reply = self._psock.recv(256).decode()
+        except OSError:
+            reply = "error the power service isn't running"
+        if not reply.startswith("ok"):
+            self.message.emit(f"Couldn't turn the displays off: {reply.split(' ', 1)[-1]}", True)
+        self._check_powerd()
+
+    def _steam_call(self, what, fn):
+        """Runs fn, which talks to Steam (up to a few seconds), off the UI thread, then reads
+        Steam's sleep settings; _steam_done gets them on the UI thread."""
+        if self._steam_busy:
+            return
+        self._steam_busy = True
+        self.powerChanged.emit()
+
+        def work():
+            try:
+                fn()
+                self._steamDone.emit(steam_settings.sleep_settings(), None, what)
+            except (steam_settings.SteamUnreachable, OSError, ValueError) as e:
+                self._steamDone.emit(None, str(e), what)
+
+        threading.Thread(target=work, daemon=True).start()
+
+    def _steam_done(self, settings, error, what):
+        self._steam_busy = False
+        if settings is not None:
+            self._steam, self._steam_error = settings, ""
+        else:
+            self._steam, self._steam_error = None, error
+            if what:
+                self.message.emit(f"Couldn't change Steam's sleep setting: {error}", True)
+        self.powerChanged.emit()
+
+    @Slot()
+    def refreshPower(self):
+        self._check_powerd()
+        self._steam_call("", lambda: None)
+
+    @Slot(bool)
+    def setStayAwake(self, on):
+        """Steam's "When Plugged In and Idle -> Sleep after" is Never while this is on. The value
+        from before is kept in frametop.conf and goes back when it's turned off."""
+        def change():
+            ac = steam_settings.sleep_settings()["ac"]
+            if on:
+                if ac > 0:
+                    write_conf_value("STEAM_SLEEP_AC_BEFORE", str(ac))
+                steam_settings.set_sleep_setting("system_idle_suspend_ac_sec", 0)
+            elif ac == 0:
+                try:
+                    before = int(ft_layout.read_conf().get("STEAM_SLEEP_AC_BEFORE") or STEAM_SLEEP_AC_DEFAULT)
+                except ValueError:
+                    before = STEAM_SLEEP_AC_DEFAULT
+                steam_settings.set_sleep_setting("system_idle_suspend_ac_sec", before if before > 0 else STEAM_SLEEP_AC_DEFAULT)
+        self._steam_call("stay awake" if on else "sleep", change)
 
     @Slot()
     def restartDesktop(self):
@@ -401,7 +530,44 @@ class Backend(QObject):
 
     @Slot(str)
     def setMode(self, mode):
-        self._edit_layout(lambda l: l.__setitem__("mode", mode))
+        def edit(layout):
+            layout["mode"] = mode
+            layout.pop("active", None)
+        self._edit_layout(edit)
+
+    @Property("QVariantList", notify=changed)
+    def layoutNames(self):
+        return ft_layout.layout_names(ft_layout.load_layout())
+
+    @Slot(str)
+    def useLayout(self, name):
+        """A named layout as the arrangement (Arrange now puts the screens there)."""
+        try:
+            self._edit_layout(lambda l: ft_layout.use_named(l, name))
+        except RuntimeError as e:
+            self.message.emit(str(e), True)
+
+    @Slot(str)
+    def saveLayout(self, name):
+        try:
+            ft_layout.check_name(name)
+        except RuntimeError as e:
+            return self.message.emit(str(e), True)
+        self._run(f"Saving the arrangement as {' '.join(name.split())}", "save", name)
+
+    @Slot(str, str)
+    def renameLayout(self, old, new):
+        try:
+            self._edit_layout(lambda l: ft_layout.rename_named(l, old, new))
+        except RuntimeError as e:
+            self.message.emit(str(e), True)
+
+    @Slot(str)
+    def deleteLayout(self, name):
+        try:
+            self._edit_layout(lambda l: ft_layout.delete_named(l, name))
+        except RuntimeError as e:
+            self.message.emit(str(e), True)
 
     @Slot(str, "QVariant")
     def setPreset(self, key, value):

display-settings/main.qml

@@ -12,11 +12,13 @@ Kirigami.ApplicationWindow {
 
     // Pages as tabs across the top (a side drawer was easy to miss).
     readonly property var pages: backend.backend === "screens"
-        ? [{ text: "Screens", icon: "video-display", page: screensPage },
-           { text: "Layout", icon: "view-grid", page: layoutPage },
-           { text: "Visibility & wrist", icon: "view-visible", page: visibilityPage }]
-        : [{ text: "Screens", icon: "video-display", page: screensPage },
-           { text: "Layout", icon: "view-grid", page: layoutPage }]
+        ? [{ name: "screens", text: "Screens", icon: "video-display", page: screensPage },
+           { name: "layout", text: "Layout", icon: "view-grid", page: layoutPage },
+           { name: "visibility", text: "Visibility & pins", icon: "view-visible", page: visibilityPage },
+           { name: "power", text: "Power", icon: "preferences-system-power-management", page: powerPage }]
+        : [{ name: "screens", text: "Screens", icon: "video-display", page: screensPage },
+           { name: "layout", text: "Layout", icon: "view-grid", page: layoutPage },
+           { name: "power", text: "Power", icon: "preferences-system-power-management", page: powerPage }]
 
     header: Controls.TabBar {
         id: tabs
@@ -29,7 +31,7 @@ Kirigami.ApplicationWindow {
                 onClicked: root.show(modelData.page)
             }
         }
-        Component.onCompleted: currentIndex = ({ layout: 1, visibility: 2 })[startPage] || 0
+        Component.onCompleted: currentIndex = Math.max(0, root.pages.findIndex(p => p.name === startPage))
     }
 
     function show(page) {
@@ -37,8 +39,16 @@ Kirigami.ApplicationWindow {
         pageStack.push(page)
     }
 
-    // FT_DISPLAY_PAGE=layout|visibility opens the app on that page.
-    pageStack.initialPage: ({ layout: layoutPage, visibility: visibilityPage })[startPage] || screensPage
+    // FT_DISPLAY_PAGE=layout|visibility|power opens the app on that page.
+    pageStack.initialPage: ({ layout: layoutPage, visibility: visibilityPage, power: powerPage })[startPage] || screensPage
+
+    // "1 hour", "15 minutes", "30 seconds".
+    function duration(seconds) {
+        const unit = (n, word) => n + " " + word + (n === 1 ? "" : "s")
+        if (seconds >= 3600 && seconds % 3600 === 0) return unit(seconds / 3600, "hour")
+        if (seconds >= 60 && seconds % 60 === 0) return unit(seconds / 60, "minute")
+        return unit(seconds, "second")
+    }
 
     Connections {
         target: backend
@@ -66,6 +76,89 @@ Kirigami.ApplicationWindow {
         ]
     }
 
+    // Save the arrangement under a name, or rename a saved layout.
+    Kirigami.PromptDialog {
+        id: nameDialog
+        property string mode: "save"  // save | rename
+        property string oldName: ""
+        readonly property var names: backend.layoutNames
+        readonly property string name: nameField.text.trim().split(/\s+/).join(" ")
+        readonly property bool taken: name !== oldName && names.indexOf(name) >= 0
+        readonly property bool ok: name !== "" && !(mode === "rename" && taken)
+        title: mode === "save" ? "Save the arrangement" : "Rename " + oldName
+        standardButtons: Kirigami.Dialog.NoButton
+
+        function openFor(m, text) {
+            mode = m
+            oldName = m === "rename" ? text : ""
+            nameField.text = text
+            open()
+            nameField.forceActiveFocus()
+            nameField.selectAll()
+        }
+        function accept() {
+            if (!ok) return
+            close()
+            if (mode === "save") backend.saveLayout(name)
+            else if (name !== oldName) backend.renameLayout(oldName, name)
+        }
+
+        ColumnLayout {
+            Controls.Label {
+                Layout.fillWidth: true
+                wrapMode: Text.Wrap
+                text: nameDialog.mode === "save"
+                      ? "Where the screens are now, with their sizes, curves, and pins, under this name:"
+                      : "New name:"
+            }
+            Controls.TextField {
+                id: nameField
+                Layout.fillWidth: true
+                maximumLength: 40
+                onAccepted: nameDialog.accept()
+            }
+            Controls.Label {
+                visible: nameDialog.taken
+                opacity: 0.7
+                text: nameDialog.mode === "save" ? "Replaces the saved layout with that name."
+                                                 : "There's already a layout with that name."
+            }
+        }
+        customFooterActions: [
+            Kirigami.Action {
+                text: nameDialog.mode === "save" ? "Save" : "Rename"
+                icon.name: nameDialog.mode === "save" ? "document-save" : "edit-rename"
+                enabled: nameDialog.ok
+                onTriggered: nameDialog.accept()
+            },
+            Kirigami.Action {
+                text: "Cancel"
+                icon.name: "dialog-cancel"
+                onTriggered: nameDialog.close()
+            }
+        ]
+    }
+
+    Kirigami.PromptDialog {
+        id: deleteDialog
+        property string name: ""
+        title: "Delete " + name + "?"
+        subtitle: "The screens stay where they are; only the saved layout goes."
+        standardButtons: Kirigami.Dialog.NoButton
+        customFooterActions: [
+            Kirigami.Action {
+                text: "Delete"
+                icon.name: "edit-delete"
+                onTriggered: { deleteDialog.close(); backend.deleteLayout(deleteDialog.name) }
+            },
+            Kirigami.Action {
+                text: "Cancel"
+                icon.name: "dialog-cancel"
+                onTriggered: deleteDialog.close()
+            }
+        ]
+    }
+
     // ---------------------------------------------------------------- Screens
     Component {
         id: screensPage
@@ -335,6 +428,15 @@ Kirigami.ApplicationWindow {
             property var layout: backend.layout
             property var preset: layout.preset || {}
             property bool hasCustom: (layout.screens || []).some(s => s.pos !== undefined)
+            // Named layouts: the arrangement is one of them (named) when it came from it, and
+            // hasn't been placed by hand and saved without a name since.
+            property var names: backend.layoutNames
+            property bool fromNamed: names.indexOf(layout.active) >= 0
+            property bool named: layout.mode === "custom" && fromNamed
+            property bool unnamed: names.length === 0 || ((hasCustom || layout.mode === "custom") && !fromNamed)
+            property var choices: [{ text: "Curved around you", value: "arc" }, { text: "Flat wall", value: "flat" }]
+                .concat(names.map(n => ({ text: n, value: "layout:" + n })))
+                .concat(unnamed ? [{ text: names.length ? "Unnamed arrangement" : "Saved arrangement", value: "custom" }] : [])
 
             actions: [
                 Kirigami.Action {
@@ -345,11 +447,12 @@ Kirigami.ApplicationWindow {
                     onTriggered: backend.arrange()
                 },
                 Kirigami.Action {
-                    text: "Save current arrangement"
+                    text: "Save current arrangement…"
                     icon.name: "document-save"
-                    tooltip: "Use where the screens are now (placed by hand) as the layout"
+                    tooltip: "Save where the screens are now (placed by hand) as a named layout, and use it"
                     enabled: backend.desktopRunning && backend.busy === ""
-                    onTriggered: backend.capture()
+                    onTriggered: nameDialog.openFor("save", lpage.named ? lpage.layout.active
+                                                                        : "Layout " + (lpage.names.length + 1))
                 }
             ]
 
@@ -366,27 +469,49 @@ Kirigami.ApplicationWindow {
                 Kirigami.FormLayout {
                     Layout.fillWidth: true
 
-                    Controls.ComboBox {
+                    RowLayout {
                         Kirigami.FormData.label: "Arrangement:"
-                        model: [
-                            { text: "Curved around you", value: "arc" },
-                            { text: "Flat wall", value: "flat" },
-                            { text: "Saved arrangement", value: "custom" }
-                        ]
-                        textRole: "text"
-                        valueRole: "value"
-                        currentIndex: lpage.layout.mode === "custom" ? 2 : (lpage.preset.kind === "flat" ? 1 : 0)
-                        onActivated: {
-                            if (currentValue === "custom") backend.setMode("custom")
-                            else backend.setPreset("kind", currentValue)
+                        Controls.ComboBox {
+                            model: lpage.choices
+                            textRole: "text"
+                            valueRole: "value"
+                            currentIndex: lpage.layout.mode !== "custom" ? (lpage.preset.kind === "flat" ? 1 : 0)
+                                        : lpage.named ? 2 + lpage.names.indexOf(lpage.layout.active)
+                                        : lpage.choices.length - 1
+                            onActivated: {
+                                if (currentValue === "custom") backend.setMode("custom")
+                                else if (currentValue.startsWith("layout:")) backend.useLayout(currentValue.slice(7))
+                                else backend.setPreset("kind", currentValue)
+                            }
+                        }
+                        Controls.ToolButton {
+                            visible: lpage.named
+                            icon.name: "edit-rename"
+                            text: "Rename…"
+                            display: Controls.AbstractButton.IconOnly
+                            Controls.ToolTip.text: text
+                            Controls.ToolTip.visible: hovered
+                            onClicked: nameDialog.openFor("rename", lpage.layout.active)
+                        }
+                        Controls.ToolButton {
+                            visible: lpage.named
+                            icon.name: "edit-delete"
+                            text: "Delete…"
+                            display: Controls.AbstractButton.IconOnly
+                            Controls.ToolTip.text: text
+                            Controls.ToolTip.visible: hovered
+                            onClicked: { deleteDialog.name = lpage.layout.active; deleteDialog.open() }
                         }
                     }
 
                     Controls.Label {
                         visible: lpage.layout.mode === "custom"
                         Kirigami.FormData.label: ""
-                        text: lpage.hasCustom ? "Where the screens were when you saved. Pick a preset to edit."
-                                              : "Nothing saved yet: place the screens by hand, then Save current arrangement."
+                        text: lpage.named ? "Where the screens were when you saved it. Arrange now puts them there. "
+                                            + "Save current arrangement updates it or saves a new one."
+                              : lpage.hasCustom ? "Where the screens were when you saved. Save current arrangement "
+                                                  + "names it. Pick a preset to edit."
+                              : "Nothing saved yet: place the screens by hand, then Save current arrangement."
                         opacity: 0.7
                         wrapMode: Text.Wrap
                         Layout.maximumWidth: Kirigami.Units.gridUnit * 20
@@ -677,10 +802,28 @@ Kirigami.ApplicationWindow {
                         }
                     }
 
-                    Kirigami.Separator { Kirigami.FormData.isSection: true; Kirigami.FormData.label: "Screens on a wrist" }
+                    Kirigami.Separator { Kirigami.FormData.isSection: true; Kirigami.FormData.label: "Pinned screens" }
 
+                    Repeater {
+                        model: backend.pins
+                        delegate: Controls.ComboBox {
+                            required property var modelData
+                            required property int index
+                            Kirigami.FormData.label: "Screen " + (index + 1) + ":"
+                            model: [
+                                { text: "In the room", value: "none" },
+                                { text: "On the left wrist", value: "left" },
+                                { text: "On the right wrist", value: "right" },
+                                { text: "On your head", value: "head" }
+                            ]
+                            textRole: "text"
+                            valueRole: "value"
+                            currentIndex: Math.max(0, ["none", "left", "right", "head"].indexOf(modelData))
+                            onActivated: backend.pin(String(index + 1), currentValue)
+                        }
+                    }
                     RowLayout {
-                        Kirigami.FormData.label: "Show while facing you within:"
+                        Kirigami.FormData.label: "Wrist screens show within:"
                         Controls.Slider {
                             id: wrist
                             from: 20; to: 120; stepSize: 1
@@ -695,17 +838,22 @@ Kirigami.ApplicationWindow {
                         Controls.Button {
                             text: "Pin to left wrist"
                             enabled: backend.desktopRunning
-                            onClicked: backend.pinAll("left")
+                            onClicked: backend.pin("all", "left")
                         }
                         Controls.Button {
                             text: "Pin to right wrist"
                             enabled: backend.desktopRunning
-                            onClicked: backend.pinAll("right")
+                            onClicked: backend.pin("all", "right")
+                        }
+                        Controls.Button {
+                            text: "Pin to head"
+                            enabled: backend.desktopRunning
+                            onClicked: backend.pin("all", "head")
                         }
                         Controls.Button {
                             text: "Unpin"
                             enabled: backend.desktopRunning
-                            onClicked: backend.unpinAll()
+                            onClicked: backend.pin("all", "none")
                         }
                     }
                 }
@@ -720,7 +868,126 @@ Kirigami.ApplicationWindow {
                           + "then let go: it rides on that wrist at that size and distance, however far away. To adjust a "
                           + "pinned screen, grab its bar, move it, and let go (it stays pinned); sweep across the ring to "
                           + "take it off. It shows while you see its front within the angle above, and fades out beyond "
-                          + "it. Save current arrangement (Layout) keeps pins."
+                          + "it.\n\nPin a screen to your head: choose On your head above. It rides on the headset where it "
+                          + "is now, like a HUD, and shows whenever the screens do. Grab its bar to move it; it stays on "
+                          + "your head where you let go. Choosing a pin above keeps the screen where it is now, so place "
+                          + "it first. Save current arrangement (Layout) keeps pins."
+                }
+            }
+        }
+    }
+
+    // ---------------------------------------------------------------- Power
+    Component {
+        id: powerPage
+        Kirigami.ScrollablePage {
+            id: ppage
+            title: "Power"
+            property var p: backend.power
+            // The timeout choices, plus a value set by hand in frametop.conf.
+            property var offChoices: {
+                const list = [{ text: "Never", value: 0 }].concat([1, 2, 5, 10, 15, 30, 60].map(
+                    m => ({ text: root.duration(m * 60), value: m })))
+                if (!list.some(c => c.value === p.offMinutes))
+                    list.push({ text: root.duration(Math.round(p.offMinutes * 60)), value: p.offMinutes })
+                return list
+            }
+
+            Component.onCompleted: backend.refreshPower()
+
+            actions: [
+                Kirigami.Action {
+                    text: "Turn displays off now"
+                    icon.name: "system-suspend"
+                    tooltip: "To try it: they come back on when the headset moves or any input is used"
+                    enabled: ppage.p.service && ppage.p.state === "on"
+                    onTriggered: backend.displaysOffNow()
+                }
+            ]
+
+            header: Kirigami.InlineMessage {
+                position: Kirigami.InlineMessage.Position.Header
+                visible: !ppage.p.service
+                type: Kirigami.MessageType.Warning
+                text: "The power service (frametop-power) isn't running, so the displays won't turn off on their own. "
+                      + "It starts with SteamVR once it's installed: power/run.sh install, or run ./install.sh again."
+            }
+
+            ColumnLayout {
+                spacing: Kirigami.Units.largeSpacing
+
+                Kirigami.FormLayout {
+                    Layout.fillWidth: true
+
+                    Kirigami.Separator { Kirigami.FormData.isSection: true; Kirigami.FormData.label: "Displays" }
+
+                    Controls.ComboBox {
+                        Kirigami.FormData.label: "Turn off when unused for:"
+                        model: ppage.offChoices
+                        textRole: "text"
+                        valueRole: "value"
+                        Component.onCompleted: currentIndex = Math.max(0, indexOfValue(ppage.p.offMinutes))
+                        onActivated: backend.setDisplayOffMinutes(currentValue)
+                    }
+                    Controls.Label {
+                        text: "Unused means the headset and controllers haven't moved and no mouse, keyboard, or button "
+                              + "was used. This works even when the headset seems to be worn, like on a display mount "
+                              + "that covers its proximity sensor. Moving the headset or using any input turns the "
+                              + "displays back on. Taking the headset off still turns them off within seconds."
+                        opacity: 0.7
+                        font: Kirigami.Theme.smallFont
+                        wrapMode: Text.Wrap
+                        Layout.maximumWidth: Kirigami.Units.gridUnit * 26
+                    }
+                    Controls.Label {
+                        Kirigami.FormData.label: "Now:"
+                        visible: ppage.p.service
+                        text: ppage.p.state === "off" ? "Off. Move the headset or use any input to turn them on."
+                              : ppage.p.state === "away" ? "Off. SteamVR turned them off because the headset isn't being worn."
+                              : ppage.p.offMinutes > 0
+                                ? "On, unused for " + (ppage.p.unused < 60 ? Math.floor(ppage.p.unused) + " s"
+                                    : Math.floor(ppage.p.unused / 60) + " min " + Math.floor(ppage.p.unused % 60) + " s")
+                                : "On"
+                    }
+
+                    Kirigami.Separator { Kirigami.FormData.isSection: true; Kirigami.FormData.label: "Sleep" }
+
+                    Controls.Switch {
+                        id: awake
+                        Kirigami.FormData.label: "While plugged in:"
+                        text: "Stay awake"
+                        checked: ppage.p.acSleep === 0
+                        enabled: ppage.p.steam && !ppage.p.steamBusy
+                        onToggled: {
+                            backend.setStayAwake(checked)
+                            checked = Qt.binding(() => ppage.p.acSleep === 0)  // follow what Steam has
+                        }
+                    }
+                    Controls.Label {
+                        text: !ppage.p.steam
+                              ? (ppage.p.steamBusy ? "Checking Steam's setting…" : "Couldn't reach Steam: " + ppage.p.steamError)
+                              : "Keeps the Frame awake and connected while it charges, for remote access, downloads, and "
+                                + "anything else running. This is Steam's own setting (Settings → Power → When Plugged In "
+                                + "and Idle), so the power button still puts the Frame to sleep. "
+                                + (ppage.p.acSleep > 0 ? "Now Steam puts it to sleep after " + root.duration(ppage.p.acSleep)
+                                                         + " without input, even while it charges. " : "")
+                                + "On battery, Steam's battery setting still applies ("
+                                + (ppage.p.batterySleep > 0 ? "sleep after " + root.duration(ppage.p.batterySleep) : "never sleep")
+                                + ")."
+                        opacity: 0.7
+                        font: Kirigami.Theme.smallFont
+                        wrapMode: Text.Wrap
+                        Layout.maximumWidth: Kirigami.Units.gridUnit * 26
+                    }
+                }
+
+                Controls.Label {
+                    Layout.fillWidth: true
+                    wrapMode: Text.Wrap
+                    opacity: 0.7
+                    text: "With the displays off, the headset keeps tracking and drawing, so it can wake the moment "
+                          + "it moves. It still uses most of its power, so leave it on a charger that keeps up with it "
+                          + "in use."
                 }
             }
         }

display-settings/steam_settings.py

@@ -0,0 +1,140 @@
+"""Steam's sleep settings, read and written through Steam's own UI.
+
+Steam, not systemd, puts the Frame to sleep: after "When Plugged In and Idle -> Sleep after"
+(an hour by default) without input, even while it charges. That's a Steam client setting,
+`system_idle_suspend_ac_sec` (0 = never), with no file or command line to change it. Steam
+on the Frame runs with -cef-enable-debugging, so its UI's JavaScript context
+(SharedJSContext) is reachable over the Chrome DevTools Protocol on 127.0.0.1:8080. There
+`settingsStore.clientSettings` has the current values, and `SteamClient.Settings.SetSetting`
+takes a change as a serialized CMsgClientSettings protobuf, which is what Steam's own
+Settings -> Power page sends. Standard library only (a minimal WebSocket client).
+"""
+import base64
+import json
+import os
+import socket
+import struct
+import urllib.request
+
+CDP_PORT = 8080
+# CMsgClientSettings field numbers (Steam's UI bundle maps the names to these).
+FIELDS = {"system_idle_suspend_ac_sec": 24004, "system_idle_suspend_battery_sec": 24003}
+
+
+class SteamUnreachable(Exception):
+    pass
+
+
+class _WebSocket:
+    def __init__(self, url, timeout=5):
+        host_port, path = url[len("ws://"):].split("/", 1)
+        host, port = host_port.rsplit(":", 1)
+        self.sock = socket.create_connection((host, int(port)), timeout=timeout)
+        key = base64.b64encode(os.urandom(16)).decode()
+        self.sock.sendall((f"GET /{path} HTTP/1.1\r\nHost: {host_port}\r\nUpgrade: websocket\r\n"
+                           f"Connection: Upgrade\r\nSec-WebSocket-Key: {key}\r\nSec-WebSocket-Version: 13\r\n\r\n").encode())
+        head = b""
+        while b"\r\n\r\n" not in head:
+            chunk = self.sock.recv(4096)
+            if not chunk:
+                raise SteamUnreachable("Steam closed the connection")
+            head += chunk
+        if b" 101 " not in head.split(b"\r\n", 1)[0]:
+            raise SteamUnreachable(head.split(b"\r\n", 1)[0].decode(errors="replace"))
+        self.buf = head.split(b"\r\n\r\n", 1)[1]
+
+    def send(self, text):
+        data, mask = text.encode(), os.urandom(4)
+        n = len(data)
+        if n < 126:
+            head = struct.pack(">BB", 0x81, 0x80 | n)
+        elif n < 65536:
+            head = struct.pack(">BBH", 0x81, 0x80 | 126, n)
+        else:
+            head = struct.pack(">BBQ", 0x81, 0x80 | 127, n)
+        self.sock.sendall(head + mask + bytes(b ^ mask[i % 4] for i, b in enumerate(data)))
+
+    def _take(self, n):
+        while len(self.buf) < n:
+            chunk = self.sock.recv(65536)
+            if not chunk:
+                raise SteamUnreachable("Steam closed the connection")
+            self.buf += chunk
+        out, self.buf = self.buf[:n], self.buf[n:]
+        return out
+
+    def recv(self):
+        message = b""
+        while True:
+            b0, b1 = self._take(2)
+            n = b1 & 0x7F
+            if n == 126:
+                n = struct.unpack(">H", self._take(2))[0]
+            elif n == 127:
+                n = struct.unpack(">Q", self._take(8))[0]
+            message += self._take(n)
+            if b0 & 0x80:
+                return message.decode(errors="replace")
+
+    def close(self):
+        self.sock.close()
+
+
+def _evaluate(expression):
+    """Runs JavaScript in Steam's SharedJSContext and returns its (awaited) value."""
+    try:
+        with urllib.request.urlopen(f"http://127.0.0.1:{CDP_PORT}/json", timeout=3) as r:
+            targets = json.load(r)
+    except OSError as e:
+        raise SteamUnreachable(f"Steam isn't reachable on port {CDP_PORT} ({e})") from e
+    url = next((t["webSocketDebuggerUrl"] for t in targets if t.get("title") == "SharedJSContext"), None)
+    if not url:
+        raise SteamUnreachable("Steam's UI isn't running")
+    try:
+        ws = _WebSocket(url)
+        try:
+            ws.send(json.dumps({"id": 1, "method": "Runtime.evaluate",
+                                "params": {"expression": expression, "awaitPromise": True, "returnByValue": True}}))
+            while True:
+                reply = json.loads(ws.recv())
+                if reply.get("id") == 1:
+                    break
+        finally:
+            ws.close()
+    except OSError as e:
+        raise SteamUnreachable(str(e)) from e
+    result = reply.get("result", {})
+    if "exceptionDetails" in result:
+        details = result["exceptionDetails"]
+        raise SteamUnreachable(details.get("exception", {}).get("description") or details.get("text", "error"))
+    return result.get("result", {}).get("value")
+
+
+def sleep_settings():
+    """{"ac": seconds, "battery": seconds}: when Steam puts the Frame to sleep without input,
+    plugged in and on battery (0 = never)."""
+    value = _evaluate("(() => { const c = settingsStore.clientSettings; "
+                      "return {ac: c.system_idle_suspend_ac_sec, battery: c.system_idle_suspend_battery_sec}; })()")
+    if not isinstance(value, dict) or not all(isinstance(value.get(k), int) for k in ("ac", "battery")):
+        raise SteamUnreachable("Steam's settings don't have the sleep timeouts")
+    return value
+
+
+def set_sleep_setting(name, seconds):
+    """Sets one of FIELDS to a whole number of seconds and checks that Steam took it."""
+    field, seconds = FIELDS[name], int(seconds)
+    if seconds < 0:
+        raise ValueError("seconds must be 0 (never) or more")
+    ok = _evaluate(f"""(async () => {{
+        const bytes = [];
+        const varint = n => {{ while (n > 127) {{ bytes.push((n & 127) | 128); n = Math.floor(n / 128); }} bytes.push(n); }};
+        varint({field} * 8); varint({seconds});
+        await SteamClient.Settings.SetSetting(btoa(String.fromCharCode(...bytes)));
+        for (let i = 0; i < 40; i++) {{
+            if (settingsStore.clientSettings.{name} === {seconds}) return true;
+            await new Promise(r => setTimeout(r, 50));
+        }}
+        return false;
+    }})()""")
+    if ok is not True:
+        raise SteamUnreachable(f"Steam didn't take {name} = {seconds}")

docs/design.md

@@ -42,12 +42,18 @@ Wherever ft-screens needs to know where a laser points (showing the controls, th
 
 `ComputeOverlayIntersection` ignores `SetOverlayIntersectionMask`, and a control can't be allowed to cover part of its screen, so the resize tab sits entirely outside the corner.
 
-### Wrist pinning
+### Pinning
 
 Pinning started as "bring the screen to your wrist", which doesn't work for big screens, because their centre is far from the edge you bring close. It became aiming: while a screen is carried, the line from the carrying device to its bar is tested against the other hand controllers. Crossing a controller's 6 cm ring arms the pin (leaving past 9 cm, so it doesn't flicker), and crossing it again disarms it. The pin happens on release, with the screen's pose at that moment, so you can arm it and then turn the screen. An earlier version pinned the moment the laser touched the wrist, which left the screen at whatever angle the carrying hand had while pointing there.
 
 A pinned screen's alpha follows the angle between its front and the direction to your head, fully visible inside the wrist angle and fading over the last 10°.
 
+A head pin is the same pin on the headset (device index 0): the screen's transform is relative to the headset, so SteamVR keeps it rigidly in your view with no lag from us. It skips the facing rule, since a screen on your head always faces you the way it did when pinned. There's no aiming gesture for it: the line from the carrying device can't sensibly pass through your own head, and a ring in front of your face would be in the way. So it's set from Frametop Display Settings or `ft-layout`, and it pins the screen where it is. Carrying a head-pinned screen re-pins it on release, like a wrist pin, so it can be adjusted in VR.
+
+### Named layouts
+
+A named layout is the custom arrangement under a name: each screen's pose relative to your head, width, curve, and pin, but not its resolution or scale, which need a desktop restart or belong to KWin. Using one copies it into the custom arrangement, so everything that applies the layout (desktop start, Meta+Shift+R, Arrange now) works unchanged, and `active` remembers which name it came from. Saving without a name (`ft-layout capture`) clears `active`, because the screens have been placed by hand since. Layouts are kept per screen number, so one saved with a different screen count still applies: missing screens keep their last saved place or the preset's.
+
 ### Visibility and VR games
 
 `VROverlayFlags_MakeOverlaysInteractiveIfVisible` keeps SteamVR's laser mouse on while an overlay with that flag is visible. Without it, the laser is off whenever the dashboard is closed: the first click on a panel only turns it on, and the laser turns off again as soon as it leaves every panel. With it, controllers work the screens normally, but the laser also takes the controllers away from a VR game.
@@ -64,11 +70,13 @@ SteamVR's dashboard and every overlay it hosts are driven by the vrcompositor `l
 
 Driver poses are in SteamVR's raw tracking space, and client programs work in the standing universe, which on the Frame is about 1.6 m above raw. Mixing them up put the laser's origin 1.6 m above your head. The helper converts using the headset's pose in both spaces every frame.
 
+Frametop's SteamVR clients (ft-pointer, ft-screens, ft-gaze) connect as a background app first and switch to an overlay app only once that works. `VR_Init` as an overlay app starts vrserver itself when none is running, and one started that way from the dev container never finds the headset. At a boot where the gamescope session timed out, systemd dropped `steamvr.service`'s start job, the pointer service (ordered only `After=` it) started anyway, and its vrserver made every SteamVR launch fail with `HmdNotFound`. SteamOS's health check then kept resetting the Steam client and tried to fall back to the previous OS slot. The units also say `Requisite=steamvr.service`, so they don't start at all when SteamVR's start fails.
+
 The driver starts disconnected, because holding the right-hand role while SteamVR starts leaves the Steam UI stuck on its loading icon. It connects when the mouse is used and claims the right hand. SteamVR keeps a hand role reserved for a disconnected device that still asks for it, so the driver switches its role hint between right hand (connected) and opt-out (not connected).
 
 ### The cursor
 
-Mouse motion turns into yaw and pitch around an anchor, the head position at the last recenter. A ray from the anchor is tested against every visible overlay with `ComputeOverlayIntersection`. On a hit, the cursor sits on that surface; otherwise it floats at `POINTER_DISTANCE`. Since the anchor isn't your current eye position, a second test runs along your line of sight to the cursor point, and anything nearer wins, so the cursor always lands on what you see under it.
+Mouse motion turns into yaw and pitch around an anchor, the head position at the last recenter. A ray from the anchor is tested against every visible overlay with `ComputeOverlayIntersection`. On a hit, the cursor sits on that surface; otherwise it floats at `POINTER_DISTANCE`. Since the anchor isn't your current eye position, a second test runs along your line of sight to the cursor point, and anything nearer wins, so the cursor always lands on what you see under it. Overlays in `POINTER_IGNORE` are left out of both tests. A display-only panel, like a performance overlay locked to your view, has no input method, so SteamVR's laser passes through it, but `ComputeOverlayIntersection` still hits it, and the cursor stuck to it. The laser starts just before the cursor point, so an ignored panel nearer to you doesn't catch it either.
 
 OpenVR has no call to list other programs' overlays, so the helper runs `vrcmd --overlays` in the background. It includes hidden overlays, because a floating window's controls only appear while something hovers the window, and the cursor has to find them immediately.
 
@@ -83,7 +91,7 @@ A few overlays need special handling:
 
 Head follow is experimental and off by default. It works, but it's only lightly tested, and the feel is mostly a matter of its settings; polishing it is left open. With it on (`POINTER_FOLLOW=1`, or a mouse button mapped to Head follow on/off), the cursor rides on a reference direction, where you were facing when your head last settled, and keeps its offset from it. The mouse can put the cursor anywhere up to `POINTER_FOLLOW_REACH` (70 degrees) from the reference, a corner of your view included. While your head stays within `POINTER_LEASH_DEG` of the reference, nothing moves on its own. Once your head has been past the leash for `POINTER_LEASH_DELAY` (0.2 s, so a glance out and back doesn't count), the reference eases to where you're facing (time constant `POINTER_LEASH_RETURN`, 0.2 s), never falling further behind than the leash, and the cursor ends up back where it was in your view. Then it waits for the leash again. Two earlier versions didn't work out. Moving the reference only while your head pulled at the end of the leash left it up to the leash off after you turned back, and getting it centred again meant overshooting with your head. Easing it toward your facing all the time moved the cursor on every small head movement. A leash of 0 makes the reference your facing direction, so the cursor is locked to your view, and mouse movement shifts it within the view. Head roll is ignored, so tilting your head doesn't swing the cursor around. While the left button is held the cursor stays put in the room, so your head can't nudge a click or a drag. When you let go, it carries on from where it is instead of jumping.
 
-Gaze mode is experimental and off by default (`POINTER_GAZE=1`, the Gaze page of Frametop Input Settings, `gaze/ft-gazectl on`, or a mouse or controller button mapped to Gaze pointer on/off). It's MAGIC pointing (Zhai, Morimoto and Ihde, 1999): the pointer goes where you look, and the mouse does the last bit. The gaze service (`gaze/ft-gazed`) sends the helper the corrected gaze at 90 Hz, and while the gaze has the pointer, the cursor ray is that gaze from the eye. The pointer is aimed at the gaze each frame, not steered toward it, so nothing can pile up. An earlier try in the gaze probe steered the pointer with relative moves, and lost it when the pointer went idle or a controller had the laser. Moving the mouse takes the pointer from the gaze. A left press while the gaze has the pointer isn't sent at once: the pointer stops where the gaze put it, you drag it onto what you meant with the button still down (panels only see it hover), and the release clicks there. Clicking at once clicked wherever the gaze was, often the wrong thing, before you could correct it. A press held still for `POINTER_GAZE_HOLD` (0.5 s) becomes a real press, so drags still work: hold, then move. Outside games the pointer then stays: the mouse going idle doesn't release it. A moving controller still releases it, as without gaze; the mouse is gaze mode's only pointer device for now. The dot shows only while the mouse moves it (`POINTER_GAZE_SHOW`), while a press is held, and as a pulse for each click; otherwise it's transparent, so the laser still lands on it. The gaze moving the pointer doesn't show it: you know where you're looking. Looking more than `POINTER_GAZE_RETAKE` (5 degrees) away from it, with the mouse still, gives it back, so small eye movements around the pointer don't pull it off what you're doing. A mouse nudge of up to `POINTER_GAZE_NUDGE_MAX` (8 degrees) before a click is sent to the gaze service as a lesson: you were looking at where you clicked when the mouse took over, so the nudge is the eye tracker's error there. Using it is what calibrates it. See `gaze/README.md` for the service, the calibration, and what was measured.
+Gaze mode is experimental and off by default (`POINTER_GAZE=1`, the Gaze page of Frametop Input Settings, `gaze/ft-gazectl on`, or a mouse or controller button mapped to Gaze pointer on/off). It's MAGIC pointing (Zhai, Morimoto and Ihde, 1999): the pointer goes where you look, and the mouse does the last bit. The gaze service (`gaze/ft-gazed`) sends the helper the corrected gaze at 90 Hz (from one eye while the tracker has lost the other), and while the gaze has the pointer, the cursor ray is that gaze from the eye. The pointer is aimed at the gaze each frame, not steered toward it, so nothing can pile up. An earlier try in the gaze probe steered the pointer with relative moves, and lost it when the pointer went idle or a controller had the laser. Moving the mouse takes the pointer from the gaze. A left press while the gaze has the pointer isn't sent at once: the pointer stops where the gaze put it, you drag it onto what you meant with the button still down (panels only see it hover), and the release clicks there. Clicking at once clicked wherever the gaze was, often the wrong thing, before you could correct it. The drag is the correction. Snapping the pointer onto buttons and links is deferred: it needs accessibility (AT-SPI) on in the Frametop session, where it's off (no registry runs), plus app restarts, and it makes Chromium and Electron apps use more CPU. A press held still for `POINTER_GAZE_HOLD` (0.5 s) becomes a real press, so drags still work: hold, then move. Outside games the pointer then stays: the mouse going idle doesn't release it. A moving controller still releases it, as without gaze; the mouse is gaze mode's only pointer device for now. The dot shows only while the mouse moves it (`POINTER_GAZE_SHOW`), while a press is held, and as a pulse for each click; otherwise it's transparent, so the laser still lands on it. The gaze moving the pointer doesn't show it: you know where you're looking. Looking more than `POINTER_GAZE_RETAKE` (5 degrees) away from it, with the mouse still, gives it back, so small eye movements around the pointer don't pull it off what you're doing. A mouse nudge of up to `POINTER_GAZE_NUDGE_MAX` (8 degrees) before a click is sent to the gaze service as a lesson: you were looking at where you clicked when the mouse took over, so the nudge is the eye tracker's error there. Using it is what calibrates it. See `gaze/README.md` for the service, the calibration, and what was measured.
 
 Replacing a loaded driver's files, as re-running the installer used to do, leaves SteamVR honoring the virtual controller's hand role but not its laser claim: the dashboard pointer stays unassigned until SteamVR restarts. The driver installer now leaves an unchanged driver in place.
 
@@ -91,7 +99,7 @@ Replacing a loaded driver's files, as re-running the installer used to do, leave
 
 ### Handing the laser back and forth
 
-The dashboard follows whichever device summoned it or last pressed its trigger. Frametop adds "last used wins": moving a real controller releases the pointer at once, and the next mouse movement takes the laser back. Small movements don't count; waking needs `POINTER_WAKE_COUNTS` of mouse motion within a second, so desk jitter doesn't steal the laser. While the pointer is awake, a tiny transparent overlay with `MakeOverlaysInteractiveIfVisible` keeps SteamVR's laser mouse on, since otherwise the first click would only switch the laser on.
+The dashboard follows whichever device summoned it or last pressed its trigger. Frametop adds "last used wins": moving a real controller releases the pointer, and the next mouse movement takes the laser back. Moving means faster than 0.35 m/s or 2 rad/s (both times `POINTER_CONTROLLER_PICKUP`, 1 by default) for 100 ms in a row, while the controller is tracked normally. A single sample over the limit used to be enough, and controllers resting on a desk took the laser back on a knock or a tracking jump while the mouse was in use. Small movements don't count; waking needs `POINTER_WAKE_COUNTS` of mouse motion within a second, so desk jitter doesn't steal the laser. While the pointer is awake, a tiny transparent overlay with `MakeOverlaysInteractiveIfVisible` keeps SteamVR's laser mouse on, since otherwise the first click would only switch the laser on.
 
 When the headset comes off, SteamVR reports its activity level as idle at once and turns the displays off 5 seconds later (`power.turnOffScreensTimeout`), unless something keeps it awake. An awake pointer did, and so did the helper's `vrcmd` runs: each is a new SteamVR client, and a new client every second kept SteamVR out of standby. The helper now releases the pointer as soon as the headset is idle, ignores the mouse until you're wearing it again, and pauses the overlay list whenever the pointer is off.
 
@@ -109,6 +117,10 @@ An ungrabbed keyboard reaches both sides at once. In VR, gamescope reads every i
 
 Volume keys must never reach gamescope. With the openvr backend, gamescope sends volume up and down to Steam by moving keyboard focus to Steam for the key and then back to the previously focused surface. When nothing had focus, the one it moves back to is null, and wlroots aborts on a null focus surface (`wlr_seat_keyboard_notify_enter: Assertion 'surface' failed`), which ends the whole VR session. Keyboard focus is often empty while you work in VR, so one press of the headset's volume button could take everything down. gamescope reads the headset's buttons and every keyboard itself (`InputStealer`), as do SteamVR's processes, so the relay has to stop volume keys at the device. Grabbing `gpio-keys` would also take the headset's click button, so the relay remaps the volume entries in each device's keymap (`EVIOCSKEYCODE`) and handles the stand-in codes itself. That fix covers every device at once, including keyboards that aren't grabbed.
 
+Frametop's keyboard opens by itself for a text field on the desktop. The apps run inside the nested KWin, so only KWin knows when a text field has focus, and the way it tells anyone is its input method protocol (`zwp_input_method_v1`): KWin starts one input method program and activates it whenever the focused app turns on text input. `input/ft-textinput` is that program, speaking the Wayland wire protocol directly so it needs nothing but Python on the host. It only reports focus. The gamescope session puts `QT_IM_MODULE=xim` and `GTK_IM_MODULE=xim` in the systemd user environment; with those, Qt and GTK apps use X input methods and never turn on Wayland text input, so the session script drops them.
+
+The keyboard itself is ft-screens' own panel (`screens/keyboard.cpp`). We tried SteamVR's first (`ShowKeyboardForOverlay`), and on the Frame it doesn't fit a desktop. It's Steam's own panel (`valve.steam.gamepadui.keyboard`), which SteamVR mounts in the dashboard's scene, so with the dashboard closed it opened but wasn't drawn. Placing it in the room ourselves (`SetKeyboardTransformAbsolute`) made it show, but SteamVR moves it to whichever overlay the laser goes to and mounts it again, and while it's open the controllers switch to SteamVR's own laser. Our panel is an overlay like the screens' controls: any laser or the 3D mouse clicks it, nothing moves it, and its keys go out as key presses on ft-screens' seat rather than as text handed back to the input method. So nothing typed leaves ft-screens (a socket to the input method could be claimed by any local process, like `@frametop_keys`), apps without text input (X11, Electron) take the keys too, and they mean what the desktop's keyboard layout says. It's drawn on the CPU and uploaded with `SetOverlayRaw` when a key's look changes; the labels come from stb_truetype, so the container needs no text rendering stack.
+
 The Frame controllers can be mapped like mouse buttons, but they aren't input devices on the host: they reach SteamVR over the headset's own radio, and no evdev or hidraw node exists for them. So only a SteamVR client can read them. Overlay apps normally get controller input only while they have input focus, which a background helper never has. SteamVR's experimental global action set priority (`steamvr/globalActionSetPriority`, "Enable global input from overlays") lets an overlay's action set receive input anyway, and takes the inputs it binds from the scene app. Binding every button would take them all from games, so the helper's action manifest puts each button in an action set of its own, and it activates only the sets of mapped buttons. The mapping itself stays in the relay, which does the action, so mice and controllers share one list of actions.
 
 ## The desktop session
@@ -117,14 +129,26 @@ The session is modeled on SteamOS's `steamos-nested-desktop` and runs beside it.
 
 The VR launcher starts the session from the Steam client, and the client's environment came along: `LD_LIBRARY_PATH` pointing at Steam's own runtime, whose `libavcodec` has no H.264 decoder, so VLC in the desktop couldn't play most videos, plus the client's overlay and launch settings. The session script drops the client's variables before it starts anything. SteamOS's global Mesa settings (`/usr/share/deckard/mesavars.sh`) stay, and the gamescope session's Vulkan layer (`ENABLE_GAMESCOPE_WSI`) is only kept for the gamescope backend.
 
-Steam, not systemd, suspends the Frame: after `system_idle_suspend_ac_sec` (an hour by default) without input on AC power, it logs `Switching to power state: k_ESystemPowerState_Sleep` and suspends, even while charging. It's a Steam setting (Settings → Power → When Plugged In and Idle → Sleep after), so the README recommends setting it to Never. SteamVR's standby, which turns the displays off when the headset comes off, is separate.
+Steam, not systemd, suspends the Frame: after `system_idle_suspend_ac_sec` (an hour by default) without input on AC power, it logs `Switching to power state: k_ESystemPowerState_Sleep` and suspends, even while charging. It's a Steam setting (Settings → Power → When Plugged In and Idle → Sleep after), which the Stay awake while plugged in switch in Frametop Display Settings sets to Never. SteamVR's standby, which turns the displays off when the headset comes off, is separate; see below.
 
 Flatpak apps need `XDG_DATA_DIRS` to include Flatpak's exports, or Plasma opens Discover instead of launching them, so the session sources `/etc/profile.d/flatpak.sh`.
 
+The private runtime directory also moves the session's document portal to `$XDG_RUNTIME_DIR/frametop/doc`, and that broke saving and uploading in Flatpak apps. The file picker (xdg-desktop-portal 1.18.4 on SteamOS) gives a sandboxed app the host path of the file it picked, `/run/user/1000/frametop/doc/ID/NAME`. Inside the sandbox the portal is at `/run/flatpak/doc`, and `/run/user/1000` is a private per-app folder (`.flatpak/APP/xdg-run` in the runtime directory). So Brave created the missing folder there, "finished" the download into it, and the file vanished when the session cleaned up. The session script now links that path to `/run/flatpak/doc` in each installed app's folder before Plasma starts. Upstream xdg-desktop-portal fixed this after 1.22.1 (commit `69ba5e1`) by handing Flatpak apps `/run/flatpak/doc` paths, after which the links go unused.
+
 A podman container's monitor process (conmon) stays in the cgroup of whatever started the container, and `distrobox enter` starts it on demand. When a Frametop service happened to start the `dev` container, stopping that service stopped the container and everything in it, including the desktop's compositor. `scripts/container-up.sh` starts the container in a systemd scope of its own before anything enters it.
 
 Program names stay within 15 characters, because Linux truncates process names there and the scripts find programs with `pgrep -x` and `pkill -x`. That's why the prefix is `ft-`.
 
+## Displays off on a stand
+
+SteamVR decides the headset is off from its proximity sensor, which the driver reads through the DSP, and turns the displays off 5 seconds later. On a display mount that covered the sensor, that never happened: SteamVR kept the headset in use all night (no `entering standby` for device 0 in vrserver.txt, and XRService's user presence stayed at 1), and Steam didn't sleep either, because its idle count treats a present user as active. The battery went from 100% to 12% overnight on a 5 V, 3 A charger, with the headset drawing about 17 W.
+
+There's no client call that puts the headset in standby. The cv driver's `teststandby` debug request (`IVRDebug::DriverDebugRequest`) only answers "Standby unknown hmd" on the Frame. But what the driver does for the displays in standby is write `/sys/class/backlight/ae94000.dsi.0/brightness` ("cv: Set displays off" writes 0, "Set displays on" the old value), and the `video` group can write that file, from the container too. So `ft-powerd` goes by use instead of the sensor and turns the backlight off itself. Tracking and rendering keep running. Turning the backlight off moved the battery current by only about 75 mA (0.5 W), so they're most of the load, but they're also why the displays can wake the moment the headset moves.
+
+Movement is judged within 10-second windows. On the mount, the head pose jittered within 0.5 mm and 0.1 degrees over 20 seconds, and its position drifted 1.7 mm (0.16 degrees) in 4 minutes. Compared with a fixed reference, that drift would count as movement sooner or later and keep the displays on; within 10 seconds it never reaches the 5 mm and 0.5 degree thresholds, and anyone wearing the headset passes them now and then.
+
+Staying awake while charging uses Steam's own setting rather than a logind sleep inhibitor. Steam suspends with `dbus-send ... login1.Manager.Suspend boolean:true`, and a block inhibitor does stop that (`CanSuspend` answers "challenge" while one is held), but it stops the power button too. `system_idle_suspend_ac_sec` is field 24004 of Steam's CMsgClientSettings. In Steam's SharedJSContext, reachable over CDP on port 8080 because Steam runs with `-cef-enable-debugging`, `SteamClient.Settings.SetSetting` takes a change as a base64 protobuf, the way Steam's Power page sends it (0 is never), and `settingsStore.clientSettings` has the current values.
+
 ## Approaches we dropped
 
 - WayVR, an existing Wayland desktop for VR. It built and connected to SteamVR on the Frame, but nothing showed in the headset. It has no bindings for the Frame's controllers, and its KDE screen capture needs `xdg-desktop-portal-kde`, which SteamOS doesn't ship.
@@ -138,3 +162,4 @@ Program names stay within 15 characters, because Linux truncates process names t
 - Drawing KWin's cursor on the screens.
 - Plasma can lose its panels when the number of screens goes down, because they're saved against a screen that no longer exists. Removing `plasma-org.kde.plasma.desktop-appletsrc` and `plasmashellrc` from `~/.config/frametop` brings the default panels back.
 - Frame pacing and GPU cost with several busy screens haven't been measured.
+- Real standby on a stand, with rendering and tracking paused, not just the backlight off. SteamVR has no call for it, and its activity level follows the proximity sensor.

docs/floating-windows.md

@@ -0,0 +1,209 @@
+# Floating windows (plan)
+
+Status: design settled 2026-09-29 (see "Decisions"); being built on the `floating-windows` branch.
+
+Built so far (2026-09-29; the KWin side tested on the headless test desktop, `screens/test/headless.sh`; nothing yet tried in the headset):
+
+- The catcher (a release off every panel still reaches KWin), and the pointer helper's "up" backstop.
+- `float/frametop-float.js` (the KWin script), `float/ft-floatd`, and `float/ft-float`. "Float in VR" is in the window menu under Extensions, and Meta+Shift+F toggles the active window. Floating, docking (back where it came from), closing, full screen, per-window scale (Meta+scroll), popups reported with their rectangles, windows of a floating app floating too, and the notification when every spare is in use.
+- ft-screens: a panel per spare output (`frametop.float.N`) with the crop, density, popups and dialogs as small panels over it, title-bar carrying, the corner tab resizing the window, and dock and close buttons. `--spares`, and the commands `float`, `unfloat`, `pose`, `sub`, `minimized`, `carry`.
+- The session adds `FLOAT_SLOTS` spares and starts ft-floatd from the desktop's autostart; ft-layout leaves the spares alone.
+- The 3D mouse's drag lock crosses onto other Frametop panels (not while carrying one).
+
+Not built yet: phase 2 (the ghost, tear-off by dragging, push-flush docking), phase 3 (launching floating, the Frametop Apps entry and picker, remembered placement), and phase 4. Frametop Apps (decision 10) needs a per-screen hide, which ft-screens doesn't have yet: its hide and show are for all screens.
+
+The goal is to let any desktop app float in VR in a panel of its own, like SteamVR's floating windows, while it stays part of the Frametop desktop. That means drag and drop, the clipboard, and focus keep working between floating windows and the screens.
+
+- There are two ways to get a floating window. Launch the app floating, or drag a desktop window by its title bar off a screen and let go in the air.
+- There are two ways to put one back. Push it flush against a screen and let go, or press its "back to desktop" button.
+- Files, text, and images drag between any two floating windows, and between floating windows and the screens.
+
+## Decisions
+
+Settled with the user on 2026-09-29. The sections below follow them.
+
+| # | Question | Decision |
+|---|---|---|
+| 1 | How many windows can float at once | 8 spare outputs by default, configurable (`FLOAT_SLOTS`, and Display Settings); a change needs a desktop restart |
+| 2 | Menus and dropdowns | Each floating output has a margin around the window. The panel shows only the window, and each open popup gets a small overlay of its own, cut from the same buffer |
+| 3 | Tearing off | Drag the title bar past a screen's edge and let go in the air, with a small dead zone past the edge |
+| 4 | Docking by dragging | Push the window flush against a screen (within about 10 cm), with the landing spot highlighted, and let go |
+| 5 | Visibility | Floating windows follow the same rules as the screens: the hide hotkey, the visibility modes, and the games rule |
+| 6 | Windows a floating app opens | They float too |
+| 7 | Launching floating from the headset | One "Frametop Apps" launcher entry with a picker |
+| 8 | Build order | The catcher first, as a fix that stands on its own; `pointer-ignore` and `layouts-headpin` merged before phase 1; the hand cutouts stay out |
+| 9 | Show Desktop (Meta+D) | Floating windows stay |
+| 10 | Frametop Apps and visibility | The entry starts the desktop with each screen hidden on its own (the existing per-screen hide), so only floating windows show. No special mode |
+| 11 | Window frame | KWin's title bar and border stay. Frametop's bar, close, and "back to desktop" are extras |
+| 12 | Resizing | The window's own edges and Frametop's corner tab both change the size in pixels at the same density; the output follows |
+| 13 | Margin | 300 px on each side, configurable |
+| 14 | All spares in use | The window opens on the screens, with a notification |
+| 15 | Where a floating app's new windows go | Where that app's windows went last time; otherwise to the parent's right, curving around you |
+| 16 | Where the code is written | A branch in the PC's clone of the repo |
+| 17 | Size when docked by dragging | The current floating size in pixels, shrunk to fit the screen |
+| 18 | Bigger text | A scale for each window (KWin's output scale): Meta+scroll over the window, or +/- on its bar. Remembered for each app |
+| 19 | Switching to a window you can't see | It's focused, and a glow at the edge of your view points to it. Moving it in front of you is a setting |
+| 20 | Full screen | The window fills its own panel. The margin drops to zero while it's full screen, and the panel keeps its size and place |
+| 21 | Named layouts | They cover the screens only. Floating windows use the placement remembered for each app |
+
+Also assumed: floating windows get the wrist pin, the head pin, and pass-through (`pointer-ignore`) like screens. Every gesture works with the controllers as well as the 3D mouse. A window launched floating uses the primary screen's density. VNC shows only the primary screen, as now. Anything that restarts the live desktop waits for the user's OK.
+
+## The approach: each floating window gets a KWin output of its own
+
+Drag and drop and the clipboard only work between windows of the same compositor. A Wayland window can't move from one compositor to another. So a floating window has to stay a KWin window.
+
+ft-screens already shows each KWin output as a panel. It sets the output's size with an `xdg_toplevel` configure, and KWin resizes the output to match. So a floating window can get an output of its own, sized to fit it, and ft-screens shows that output as a panel with its own controls. To KWin this is an ordinary desktop with more monitors. Dragging between two floating windows is the same as dragging between two monitors, which KWin already handles. ft-screens already moves the pointer between panels in the middle of a drag: `handle_vr_event` moves pointer focus to another KWin window even while a button is held.
+
+Alternatives we considered:
+
+- **Run floating apps directly on ft-screens.** It's a wlroots compositor, so apps could connect to it and get a panel per window. But they would get no drag and drop or clipboard with desktop apps unless we wrote a bridge. Also, a window that's already on the desktop could never be torn off, because a Wayland client can't change compositors. Rejected.
+- **One large hidden "canvas" output.** Every floating window would sit on one big output, and each panel would show a crop of it (`SetOverlayTextureBounds`). That needs only one extra output, with no copies. But an 8K canvas uses about 128 MB per buffer, with two or three buffers in KWin's swapchain. It would also have to repack windows whenever one resized, full screen would fill the whole canvas, and every window would share one scale. This is the fallback if per-window outputs don't work.
+- **Screencast single windows** (`zkde_screencast` `stream_window`, over PipeWire). This adds copies and latency, and the window still needs a real place in KWin's layout to receive input. Rejected.
+- **SteamOS's own floating windows** (Launch a program from the dashboard). Those apps run in gamescope, outside KWin, so they can't drag and drop with the desktop.
+
+### Where the extra outputs come from: spare outputs
+
+KWin's nested backend opens its outputs at start (`--output-count`). The session starts KWin with the screen count plus `FLOAT_SLOTS` outputs (default 8). Each spare is disabled until it's needed, with `kscreen-doctor` (or in the session's `kwinoutputconfig.json`, so it starts disabled). Floating a window enables a spare, and docking the window disables it again. `FLOAT_SLOTS` limits how many windows can float at once, and changing it means restarting the desktop.
+
+Checked in KWin 6.2.5's source (`src/backends/wayland/`, 2026-09-29):
+
+- Disabling a nested output keeps its host window. `Output::applyChanges` only flips `enabled`, KWin stops rendering it, and Plasma drops its desktop view. So ft-screens keeps the same toplevel, and its screen numbers stay put.
+- Each output's host window is titled `KDE Wayland Compositor WL-<n>`, with `- Output disabled` appended while it's disabled (`WaylandOutput::updateWindowTitle`, on every `enabledChanged`). ft-screens reads the title to tell screens (`WL-0` to `WL-<SCREENS-1>`) from spares, and to see a spare turn on and off.
+- Pointer positions reach KWin only through motion events: the output's position in the layout plus the position on its window. When ft-screens stops sending motion, KWin's pointer stays put.
+- **Virtual outputs don't work.** `createVirtualOutput` makes an output window but never adds it to the backend's `m_outputs`, so `findOutput()` returns null when the pointer enters it, and the next line dereferences it (`Q_ASSERT` is compiled out). A click on such a panel would crash KWin. This rules out the virtual-output fallback (`stream_virtual_output`) without a patched KWin.
+
+ft-screens creates a `screen` for each toplevel in the order they appear, and indexes its settings by that order. Spares come after the screens, so they get indices `SCREENS` and up. Their panels are hidden while their output is disabled.
+
+## How the parts fit together
+
+```
+  KWin script "frametop-float"                ft-floatd (host, Python)                 ft-screens
+  window events, moves, menus  ── D-Bus ──▶   window ↔ output ↔ panel table   ── @ft_screens ──▶   panels, controls,
+  runs commands                ◀─ long poll ─  spare outputs (kscreen-doctor)  ◀─ @frametop_float ─  lasers, ghost, catcher
+```
+
+- **KWin script `frametop-float`** (JavaScript). A script keeps working across KWin updates. A C++ effect would have to match the host's exact KWin build, and our build container is Fedora, not SteamOS. The script watches windows (`windowAdded`/`windowRemoved`, `interactiveMoveResizeStarted`/`Stepped`/`Finished`, `outputChanged`, `minimizedChanged`, `windowActivated`, `fullScreenChanged`). It runs commands: move a window to an output, set its geometry, put it on all virtual desktops, and restore it. It adds "Float in VR" to the window menu (`registerUserActionsMenu`) and registers a shortcut (`registerShortcut`, Meta+Shift+F). KWin scripts can call D-Bus but can't serve it, so commands come back through a long poll. The script calls ft-floatd's `NextCommand`, which answers when a command is ready, and then the script calls it again. The fallback is loading one-shot scripts through `org.kde.kwin.Scripting`, the way kdotool does. All of these API names are present in the host's KWin 6.2.5.
+- **ft-floatd** (Python). The host has dbus-python and PyGObject. It owns `org.frametop.Float` on the session's private bus, and it keeps the table of which window is on which output and panel. It enables and disables spare outputs and sets their size, scale, and position with `kscreen-doctor`, as ft-layout does. It tells ft-screens where each floating window goes and tells the script which window goes where. It also remembers each app's placement and scale, keyed by desktop file name.
+- **ft-screens.** `Screen` becomes a panel with a kind: screen or floating window. Floating panels get the same bar, curve, roll, resize tab, and wrist and head pins, plus close, "back to desktop", and scale buttons. New parts are the tear-off ghost, the catcher, popup overlays, carrying a panel during a KWin move, and the dock target highlight. `MAX_SCREENS` goes from 8 to 16. Commands arrive on `@ft_screens`. Events go out to `@frametop_float` from an unbound socket, the same way ft-screens talks to the input relay.
+- **Session script.** Adds `FLOAT_SLOTS` to the output count, starts ft-floatd, and enables the KWin script in the session's `kwinrc`.
+- **ft-layout.** Arranges only the screens' outputs. Today it arranges everything in `kscreen-doctor -j`, so it has to skip the spares (`WL-<SCREENS>` and up), enabled or not.
+- **ft-pointer.** Changes to the drag lock (see "Drag and drop between panels").
+- **Frametop Display Settings.** Gets a Floating windows section: slots, margin, and "bring a window in front of you when it's activated".
+
+Program names stay within 15 characters (`ft-floatd`). Overlay keys are `frametop.float.N` and `frametop.float.N.bar`, and so on.
+
+## A floating window
+
+- **Output and margin.** Its output is the window's frame plus a margin on each side (`FLOAT_MARGIN`, default 300 px). KWin keeps a Wayland popup inside its parent's output (`XdgPopupWindow::updateRelativePlacement` uses the output's placement area), so the margin gives menus and dropdowns room past the window's edges. X11 apps place their own menus within the monitor, so the same applies. Enabled spares sit apart from the screens and from each other in KWin's layout, so nothing spills from one to the next. Memory: a 1600 × 1000 window with a 300 px margin is about 14 MB per buffer, 42 MB for three.
+- **What the panel shows.** Only the window's frame: ft-screens crops the output's buffer with `SetOverlayTextureBounds` and maps mouse positions through the crop. Each open popup gets a small overlay of its own, cut from the same buffer and placed a few millimetres in front of the window, so the main panel never changes size. KWin tells scripts about popups as windows of their own (`windowAdded` with `popupWindow`), so the script reports their rectangles.
+- **Size and scale.** The panel's width is the window's pixel width times the source screen's metres per pixel, so text stays the same size in VR. A window launched floating uses the primary screen's density. Each window also has a scale (KWin's output scale), changed with Meta+scroll over the window or +/- on its bar and remembered for each app. A bigger scale makes the content bigger at the same panel size.
+- **Window state.** An ordinary window, not maximized, placed inside its output with the margin around it, and set to show on all virtual desktops. It keeps its title bar and border. Apps that draw their own title bar (GTK, Chromium) keep theirs.
+- **Moving.** Press the title bar. KWin starts an interactive move and the script reports it. ft-screens then stops forwarding pointer motion to KWin, so KWin's pointer stays at the press point and the window moves by nothing. Meanwhile ft-screens carries the panel with the pressing device, the same way the bar does today: it follows rigidly, scroll pushes and pulls, and the 3D mouse's right-drag tilts. When the button comes up, KWin gets the release at the press point. The bar under the panel works too.
+- **Resizing.** The window's own edges (inside the margin, so KWin's resize works as on the desktop) and Frametop's corner tab both change the window's size in pixels at the same density, so the app lays itself out again. ft-floatd resizes the output to keep the margin, and the panel grows or shrinks around the window's top-left corner. A screen's tab only scales the panel. Resizing is throttled to about 20 updates a second, with a minimum of 320 × 200, like screens.
+- **Full screen.** The window fills its own panel: the margin drops to zero while it's full screen, and the output is the panel's size in pixels. The panel keeps its size and place. On leaving full screen, the margin comes back.
+- **Buttons.** The close button closes the window. "Back to desktop" docks it where it came from.
+- **Minimize.** Minimizing, from the title bar or the taskbar, hides the panel, and restoring it shows the panel again. Floating windows stay in the desktop's taskbar and in Alt+Tab.
+- **Activated out of view.** When a floating window is activated (taskbar, Alt+Tab, a notification) and it's more than about 60° from where you're looking, it's focused and a glow at the edge of your view points to it. A setting moves it in front of you instead.
+- **New windows.** A dialog of a floating window (`transientFor`) floats in front of its parent. Other new windows of a floating app float too: where that app's windows went last time, otherwise to the parent's right at the same distance, curving around you, and to its left if that's taken. When every spare is in use, the window opens on the screen used last and a notification says so.
+- **Show Desktop.** Meta+D leaves floating windows alone.
+
+## Tearing a window off a screen
+
+1. Press a desktop window's title bar and drag it. KWin starts a move, and the script tells ft-floatd, which tells ft-screens: `move-start <output> <window> <rect>`.
+2. While the button is held, the laser leaves every Frametop panel by more than a small dead zone (a few centimetres past the edge). Letting go inside the dead zone is an ordinary drop.
+3. ft-screens shows a ghost: an overlay showing the screen's live buffer cropped to the window (`SetOverlayTextureBounds`, no copy). It's at the screen's pixel density and distance, on the laser, facing you, with the point you grabbed under the laser. The ghost takes mouse input, so SteamVR's laser lands on it and the release comes to ft-screens.
+4. Go back onto a screen before letting go, and the ghost disappears. It's an ordinary move again.
+5. Let go on the ghost, and ft-screens releases the button in KWin, which ends the move. It then reports the tear-off to ft-floatd, with the window, the ghost's pose, and the density. ft-floatd enables a spare output and has ft-screens size it to the window plus the margin and put its panel at the ghost's pose. Then it has the script move the window onto that output. The ghost stays until the new panel's first frame at the right size arrives, so nothing blinks.
+
+## Putting it back
+
+- **Button.** "Back to desktop" returns the window to the screen, position, and size it had before it was torn off (saved at tear-off).
+- **Dragging.** Carry the floating window, by its title bar or its bar, until the spot you're pointing at is on a screen. Then push it flush with the screen, within about 10 cm of its surface: scroll away with the mouse, or move the controller forward. The screen shows where the window will land, and letting go docks it there at its current size in pixels, shrunk to fit if the screen is smaller. A carried panel keeps its distance, so moving a floating window in front of a screen never docks it by accident.
+- Docking disables the output and removes the panel.
+
+## Launching an app floating
+
+- **In the desktop.** Use "Float in VR" in any window's menu, or press Meta+Shift+F for the active window.
+- **From a command.** `ft-float run <command>` and `ft-float launch <app.desktop>` start an app and float its first window. ft-floatd records the process it started, and the script matches new windows by PID, including child processes. Some single-instance apps (Firefox, D-Bus-activated apps) open the window from a process that was already running. Those are matched by desktop file name within a few seconds, or by `XDG_ACTIVATION_TOKEN` where the app honors it.
+- **From the headset without the desktop open.** One new launcher entry, "Frametop Apps". It starts the Frametop session with each screen hidden on its own (the per-screen hide that already exists), and opens an app picker as a floating window. Picking an app launches it floating. The hide hotkey and visibility modes still apply to everything, and a screen comes back with one click. Everything runs in one session, so dragging between a standalone app and a desktop app works. If the desktop is already running, the entry just opens the picker.
+- **The picker.** Either KRunner, floated, or a small Kirigami app like the settings apps, with a grid of apps and their icons.
+- **Remembered placement.** Each app's last floating pose, size, and scale, keyed by desktop file name. Named layouts don't include floating windows.
+
+## Drag and drop between panels
+
+KWin handles the protocols: Wayland, X11 through Xwayland, and the portal's file transfer. Frametop has to get the pointer right between panels.
+
+- **Crossing panels.** When the laser moves onto another panel mid-drag, ft-screens gives that panel's KWin window pointer focus. KWin puts its cursor at that output's position, and the drop target gets enter and motion events. Floating windows add nothing new here, but they make gaps between panels the normal case.
+- **Gaps (the catcher).** While the laser is between panels, none of our overlays get its events, and ft-screens clears pointer focus on `FT_LEAVE` even with a button held. If you let go in empty space, the release never reaches KWin, and the drag or move stays stuck until the next click. The fix: while a button is held on a Frametop panel and the laser leaves all of them, ft-screens puts an invisible catcher overlay on the laser (the tear-off ghost is the same thing with a picture on it). A release on the catcher releases in KWin wherever the pointer last was. Dropping in a gap cancels, just as dropping outside any window does. The pointer helper also tells ft-screens when the mouse's left button comes up, in case the catcher misses it. This also fixes window moves and drags that end off a panel today.
+- **The 3D mouse's drag lock.** While the button is held, the drag lock keeps the cursor at its distance and stops hit tests. So a drag onto a nearer panel passes behind it, and a farther panel works only if SteamVR's laser happens to reach it. The change: while the button is held, keep testing the other panels (not the one pressed on) and move onto a panel the ray meets. Off the edge of the pressed panel, keep that panel's plane, as now, so moves and resizes past the edge still work.
+- **Drag icon.** KWin 6 draws the drag icon as part of its scene, so it should show on the panel under the laser (to check). In a gap it stops at the source panel's edge. A later version can show a small drag proxy on the catcher.
+- **Flatpak apps.** Dropping files into a sandboxed app goes through the document portal, the same path that the session script's file-picker fix covers. Test it explicitly, for example Dolphin to Brave.
+
+## Things that must keep working
+
+- **Typing follows the last click.** A click on a floating panel counts as a click on the desktop, since the window is a KWin window.
+- **Visibility.** Floating windows follow the screens' rules: the hide hotkey, the visibility modes, and hiding during a VR game unless the dashboard is open. Controllers' lasers are off in games.
+- **Headset standby.** Nothing new may poll SteamVR with new clients, so no new `vrcmd` loops.
+- **The pointer helper's overlay list.** The helper learns about overlays by running `vrcmd --overlays` in the background, so a new floating panel appears in its next listing. Check the delay after a tear-off. If it's too long, ft-screens can send the helper new overlay keys directly.
+- **Plasma.** An enabled floating output gets a desktop view (wallpaper) under its window, hidden by the crop. Plasma doesn't add panels to new outputs by default. A floating output must never become primary. With spare outputs, the output count stays the same, which avoids the lost-taskbar problem in design.md's open questions.
+- **Restarting the desktop** closes every window, floating ones included. Each app's placement is remembered, so an app launched floating again comes back where it was.
+
+## Plan
+
+### Step 1: the catcher and the branches
+
+- The catcher (see "Gaps"), as a fix that stands on its own, so it can go to `main` by itself.
+- Merge `pointer-ignore` and `layouts-headpin`.
+
+### Phase 0: find out
+
+Each item has a pass condition. Items that need a desktop restart with extra outputs wait until the headset is free, or run in the headless test mode from 0.1.
+
+- **0.1 Headless test mode.** `ft-screens --no-vr` runs the compositor without SteamVR. It logs toplevels, titles, and sizes, and answers commands on a separate control socket name. This lets KWin and output experiments run without the headset, and without touching the running desktop.
+- **0.2 Outputs.** Start KWin with spare outputs, then disable and re-enable one with `kscreen-doctor`. Pass: the toplevel stays and its title changes (as the source says), a disabled output costs no frames, resizing a spare through configure works, and outputs with gaps between them are accepted. Also: an output larger than its window with the window placed inside, and a popup placed in the margin.
+- **0.3 KWin script API on 6.2.5.** Move signals fire for moves from both KWin's title bars and apps' own. `sendClientToScreen` and `frameGeometry` work on another output, the `callDBus` long poll works, and `registerUserActionsMenu` works. Popups show up in `windowAdded` with their geometry. The observers can load into the running desktop through `org.kde.kwin.Scripting` and move nothing, so this is safe while the headset is in use.
+- **0.4 Frozen-pointer move.** Pass: a KWin move with no pointer movement doesn't shift the window.
+- **0.5 SteamVR's laser.** Find out which overlay gets MouseMove and ButtonUp when a held laser moves from overlay A to overlay B, and when it's released over nothing, for both a controller and the 3D mouse. Pass: an interactive overlay placed on the laser reliably catches the release.
+- **0.6 Texture bounds.** Pass: `SetOverlayTextureBounds` crops a DMA-BUF (`SharedTextureHandle`) overlay correctly, mouse positions map to the cropped area, and two overlays can show different crops of one buffer.
+
+#### Results (2026-09-29, headless, KWin 6.2.5)
+
+`screens/test/headless.sh` runs these: ft-screens `--no-vr` with a bare nested KWin next to the running desktop, with an `input` command that feeds pointer events as if from a panel, KWin scripts loaded over D-Bus, and screenshots through ScreenShot2.
+
+- **0.1 passes.** `--no-vr`, `--control`, `toplevels`, and `input` are in ft-screens.
+- **0.2 passes.** Disabling a spare with `kscreen-doctor` keeps its toplevel, its title gets `- Output disabled`, and it stops committing; enabling it resumes on the same toplevel. A spare resized (`size`) while disabled comes up at the new size on its first frame, so a tear-off needn't blink. Live resizing works, output scale works (1.5: KWin lays out 1067 × 667 on a 1600 × 1000 buffer), and outputs with gaps between them (x = 5000, 8000, 10000) are accepted. A window placed inside a 1600 × 1200 output with a 300 px margin opens a context menu past its bottom and right edges, into the margin.
+- **0.3 mostly passes.** `workspace.screens`, `sendClientToScreen`, `windowList`, `frameGeometry` (set; it applies asynchronously), `callDBus`, `registerShortcut`, `registerUserActionsMenu`, and `readConfig` exist. `windowAdded` reports popups (`popupWindow` true, `transient` true) with their geometry. Move signals fire for KWin's title bars (`interactiveMoveResizeStarted` with `move` true, `Stepped` with the geometry, `Finished`). Not yet checked: apps' own title bars, the `callDBus` long poll, and the window menu entry. `globalThis` isn't defined in KWin's script engine. `print` goes to the journal unless `QT_FORCE_STDERR_LOGGING=1`.
+- **0.4: KWin starts the move on the press itself,** before any motion. So ft-screens freezes pointer motion as soon as a press lands in a floating window's title bar band (from the frame and client rectangles ft-floatd sends it), with no round trip. For apps that draw their own title bars, the script reports the move and ft-screens freezes then; the script puts back any few pixels the window slipped before that.
+- **Found and fixed:** KWin's nested backend ignores the position in `wl_pointer.enter`, and wlroots drops a motion to the position it entered at, so the first click after crossing onto another screen landed where KWin's pointer had been. ft-screens now enters one unit off.
+- **0.5 and 0.6** need SteamVR and the headset.
+
+### Phase 1: float a window from its menu
+
+Build the KWin script, ft-floatd, and floating panels in ft-screens: the margin and popup overlays, controls, moving by the title bar, resizing (edges and tab), scale, full screen, close, and back to desktop. Add drag and drop across panels, with the pointer helper change.
+
+Done when:
+
+- Dolphin and Kate float from "Float in VR".
+- A file drags from the floating Dolphin to the floating Kate, to a screen, and back.
+- The clipboard works between them.
+- A menu near a floating window's edge opens past the edge.
+- Closing and docking give the output back.
+- Frame pacing and GPU memory are measured with several floating windows.
+
+### Phase 2: tear off and dock by dragging
+
+The ghost and tear-off, and the dock highlight with push-flush docking.
+
+### Phase 3: launch floating
+
+`ft-float run` and `ft-float launch`, window matching, new windows of floating apps, the Frametop Apps launcher entry, the picker, remembered placement, and the notification when every spare is in use.
+
+### Phase 4: polish
+
+The drag proxy, the glow toward a window activated out of view (and the setting to bring it in front), the Display Settings section, and docs (design.md, reference.md, and the Use table in the README).
+
+## Risks
+
+- A SteamOS update can change KWin's script API or its nested backend. The script and the output handling are the parts to recheck after one.
+- GPU memory: each floating output has its own swapchain of two or three buffers, including the margin. The Frame has 16 GB shared, with about 4 GB free in normal use (2026-09-29).
+- Frame pacing with many panels hasn't been measured (already an open question in design.md). Each output is a separate render pass in KWin.

docs/gaze-first.md

@@ -0,0 +1,158 @@
+# Gaze first: plan
+
+**Abandoned on 2026-09-30.** Steam reads the Frame controllers itself, outside SteamVR's bindings, and every press and release it sees takes SteamVR out of laser mode. Gaze mode stays a mouse feature; `docs/gaze-controllers.md` on `experimental` explains what was tried and why it doesn't work. This branch keeps the plan, the probes, and the code for reference; it isn't merged.
+
+Gaze first makes the eyes the pointer for everything flat in VR, and the controllers its buttons. With gaze on and no game running, the gaze drives Frametop's 3D pointer (the `ft_pointer` driver) everywhere the mouse can go, SteamVR's dashboard included. Either controller's trigger clicks where you look, and the controllers stop showing lasers. The work happens on branch `gaze-first` (worktree `~/frametop/.worktrees/gaze-first`, from `experimental`) and is merged into `experimental` after it's been tested in the headset.
+
+The decisions below were made with the user on 2026-09-30. Nothing is built yet: the first step is a headset session with four tests (see "Tests before building").
+
+## Decisions
+
+Input, with gaze on and outside games:
+- The gaze drives `ft_pointer`, so anything the mouse does today works with the gaze, on Frametop's screens, floating windows, the keyboard, and SteamVR's and Steam's panels. The mouse keeps working as it does today in gaze mode.
+- The gaze wakes the pointer by itself: the headset is worn and the tracker sees your eyes. No mouse movement is needed.
+- Trigger, on either controller:
+  - A tap clicks where you look.
+  - Moving the controller within `POINTER_GAZE_HOLD` (0.5 s) of the press is precision: the pointer stops where you looked, and your hand's movement steers it, relative, like tap and drag on the Apple Vision Pro (the controller's position seen from the eye, not where it points). The release clicks there, and the correction goes to the gaze service as a lesson.
+  - Holding still for 0.5 s makes a real press; then the hand's movement drags 1:1.
+- Bumper, on either controller: the same, with the right button.
+- Right thumbstick: scrolls at the pointer (vertical, and horizontal when pushed sideways).
+
+Controllers:
+- They keep their hand roles and their stock SteamVR bindings: the Steam button (tap for the dashboard, double tap for the room view, hold to recenter, the screenshot chord), gamepad mode (both grips), locomotion, room setup, and every per-hand feature.
+- Only the trigger and the bumper are muted from SteamVR while gaze first is on, so they never click or take the laser.
+- When something still moves the laser to a controller (a Steam button summoning the dashboard, a grip), the helper moves it straight back to our device.
+- Later: mute the grips too, and maybe have turning gaze off switch the controllers to gamepad mode.
+
+Turning gaze on and off:
+- Gaze is opt-in and off by default. On or off is remembered across restarts (`POINTER_GAZE`), whatever turned it on or off.
+- Any game gets the controllers: a VR game (a scene application) or a flatscreen Steam game. Gaze first is off during one.
+- The toggle macro, both thumbstick clicks held 1 s by default, turns gaze on or off. In a game it turns gaze first on for that game only, until the game exits.
+- You can record your own toggle macro on the Gaze page of Frametop Input Settings: a chord of buttons on one or both controllers, held together for 0.5 to 2 s. The Steam button can't be part of it. It needs 2 or more buttons, or 1 button held at least 1.5 s. Firing it cancels a gaze click in progress. "Reset to default" brings back the thumbsticks. The one-button "Gaze pointer on/off" mapping and key combinations keep working.
+- Gaze can't turn on without a calibration for the tracker in use, or without a working tracker service. Turning it on then opens the calibrator, or points to "Repair eye tracker".
+
+Eye tracker:
+- Our own tracker (`gaze/tracker/`) is the default. Choosing SteamVR's tracker on the Gaze page turns ours off. The same calibration rule applies to SteamVR's.
+- Its root service, `frametop-eyegrab`, is installed by Frametop's installer (a step that defaults to yes) and stays enabled. Turning our tracker off means no longer asking it for frames: it then holds none of SteamVR's buffers, and nothing needs root.
+- The tracker waits for a calibration before tracking, and idles whenever gaze input is off (tracking costs roughly 7 to 36 % of a core).
+- If the service is missing or broken, gaze can't turn on, and the Gaze page offers "Repair eye tracker". There's no silent switch to SteamVR's tracker.
+- Updates: the gaze service compares the installed `ft-eyegrab` with the build, and when they differ the Gaze page offers "Update eye tracker". Both repair and update ask for the password each time, through polkit (`pkexec`). There's no passwordless sudoers or polkit rule: the build output is writable by the user, so such a rule would let any program running as the user get root.
+
+Calibration, in one head-locked panel:
+- Quick check: one centre dot. It's captured by a dwell (about 0.6 s of steady fixation; steadiness, not position, so it works however far off the tracker is), the trigger accepts early, and it closes itself after about 4 s if ignored. It opens when the headset is put on, when our tracker notices the headset slipping (at most once every 2 minutes), and from a mappable action. If the first 3 nudges after it are still more than 2 degrees off, it asks for 5 dots.
+- Full calibration: the same panel, about 60 degrees across, running the probe's calibration (21 dots in dark, medium, and bright rounds). Frametop's screens hide while it runs. It opens when turning gaze on finds no calibration. Quitting it leaves gaze off; turning gaze on again reopens it. Resetting the calibration while gaze is on turns gaze off and opens it.
+- The dots move with your head, so there's no "keep your head still", and the calibration doesn't depend on where the screens are.
+- The gaze probe stays as the lab tool.
+
+## What exists
+
+- Gaze mode (`POINTER_GAZE`, `pointer/helper/ft-pointer.cpp`): the gaze aims the pointer; the mouse's held-back press, precision, hold to drag, and nudge lessons are the model for the trigger.
+- Holds in the helper (`struct Hold`): pinches and grips steer by the hand's movement seen from the eye, in the room, from where the eye was when the gesture began (`PoseHistory`). The trigger's steering is the same with the controller's position instead of the hand's.
+- `gaze_precision` and `gaze_drag` (relay actions, "precision|gazedrag <source> 1|0" to the helper) steer by the controller's aim. Controller holds switch to position steering.
+- Controller buttons through the helper's global action sets (`pointer/helper/vrbuttons.h`), one action set per button, active only for mapped buttons and only outside games.
+- ft-screens' `controllers always|outside_games|dashboard` and its `hide`/`show` switch.
+- Our tracker's headset-moved detection (`gaze/tracker/eyes_model.py`: a glint slip change over 3 px held 1 s) and its reseat after the frames stop.
+- `gaze/tracker/install.sh` already installs `ft-eyegrab` as a system service with sudo.
+
+## What SteamVR does (found 2026-09-30)
+
+- The Frame controller's compositor bindings (`/opt/steamvr/drivers/frame_controller/resources/input/vrcompositor_bindings_frame_controller.json`) put the laser on a controller in only two ways: a button that clicks or switches the laser (trigger and bumper click; trigger, bumper, and grip move the laser to that hand with `switchlaserhand`), or summoning the dashboard with its Steam button. Everything else there doesn't touch the laser.
+- The gamepad and laser modes are the `/actions/dualanalog` action set (`ModeSwitch1` and `ModeSwitch2` on the grips), with `dashboard.modalGamepadAndLaser`. Those actions are application-scoped: the mode lives in Steam's UI, and we can't set it from outside.
+- The laser doesn't need a hand. The headset's own binding (`/opt/steamvr/drivers/frame_hmd/resources/input/vrcompositor_bindings_frame_hmd.json`) runs the laser from `/user/head/pose/raw`. Our device has only tried the right, left, and stylus roles; the stylus attempt got no role at all.
+- A Frame controller in the hand takes its hand's role back through its touch sensors, so a device that needs a hand role loses it whenever both controllers are held. That's why the laser has to live somewhere else.
+- vrserver's web socket (`/input/getstate.json` and `request_input_state_updates`, as frame-voice uses) lists each controller's `/input/trigger/click`, `/input/bumper/click`, `/input/grip/click`, `/input/thumbstick/click`, `/input/thumbstick/x` and `y`, `/input/system/click`, and each device's `side`. The headset has `/proximity`, but it flickers off for 0.3 to 0.5 s at a time while worn, so the quick check follows SteamVR's activity level (as the helper already does) rather than the raw sensor. Reading the socket takes nothing from anyone. A controller's path is `/devices/cv/<serial>` instead of `/user/hand/<side>` while our device holds that hand.
+
+## Test results (2026-09-30)
+
+Run with the headset on its stand and the controllers on (`pointer/probe/lasertest`, `input/vrws.py`):
+
+1. **Laser on the treadmill role: works.** Our device held the dashboard laser with no hand role. SteamVR gives a device the `/user/treadmill` path only if it hints treadmill when it's added, so the driver hints a role that's no hand from `Activate`; a hint changed on connecting kept it at `/devices/ft_pointer/ft_pointer_0`. `GetControllerRoleForTrackedDeviceIndex` reports no role for it, so the helper's "no hand role" release skips treadmill.
+2. **Muting through the helper's action sets: doesn't work.** SteamVR reported those actions inactive (`vrstatus`: `"active": []`) while its laser mouse had input focus, as frame-voice found on 2026-09-26, and a trigger pull moved the laser to its controller until the release. **Muting through the compositor binding works:** `pointer/bindings/vrcompositor_frame_controller_gazefirst.json` is the stock binding without its trigger and bumper laser entries, selected with `POST /input/selectconfig.action` on vrserver's port 27062 (a JSON body `{"app_key": "openvr.component.vrcompositor", "controller_type": "frame_controller", "url": "file:///..."}`; a form-encoded one gets "Parse failed"). `GET /input/getactions.json?app_key=openvr.component.vrcompositor` shows the choice (`current_binding_url`). With it, the triggers showed no laser. Selecting the stock file puts it back.
+3. **Snap back: works** in 11 to 15 ms after a grip or a Steam button summon. A trigger held the laser until its release (0.4 to 1 s), which the muting removes. Our device also takes the laser from "none".
+4. **Web socket: works.** Every click, the thumbstick axes, and both thumbsticks clicked together arrive. The headset's `/proximity` flickers off for 0.3 to 0.5 s at a time while worn, so the quick check goes by SteamVR's activity level instead.
+
+Also found: the bumpers, the thumbsticks' movement, and their clicks switch Steam's dashboard into its controller (gamepad) mode, and the laser owner goes to "none"; both grips go back to laser mode. Steam's own Frame controller binding (`steam_vrgamepad_bindings_frame_controller.json`, app `steam.client`) has only haptics, so that input reaches Steam's UI some other way (most likely Steam Input's virtual gamepad), and a SteamVR binding can't mute it.
+
+Decided after the tests: gaze replaces the laser pointer's controls, never the controller mode's. Controller mode takes precedence while it's on, and leaving it gives the laser back to the gaze. Right click is one grip held with a trigger (the bumpers belong to controller mode).
+
+## Tests before building
+
+One headset session, about 30 minutes, with the user wearing the headset. Installing the test driver needs a SteamVR restart, which closes everything in VR, so it's done at the start of the session and only when the user says so.
+
+1. **Laser on the treadmill role.** The driver takes a `role treadmill` command, and its compositor bindings repeat the right hand's under `/user/treadmill`. Pass: after its `switchlaserhand` (`/input/a`), `GetPrimaryDashboardDevice()` is our device, and the pointer clicks Frametop's screens and the dashboard while both controllers are held. Fail: the fallback (below).
+2. **Muting.** The helper activates its trigger and bumper action sets on both sides. Pass: a real trigger or bumper, pointed at a panel, neither clicks nor moves the laser, with the dashboard open and closed, and the helper sees the press. Fail: we need our own compositor binding for the Frame controller, switched when gaze first turns on and off.
+3. **Snap back.** A Steam button tap on either controller, and a grip. Pass: the helper sees the laser move to a controller and moves it back within about 100 ms, with no stray click.
+4. **Web socket.** Update rates for the thumbstick axes and clicks while held, and `/proximity` at don and doff.
+
+Fallback if test 1 fails: gaze input goes straight into ft-screens for Frametop's own panels (the helper already knows which panel it hits and where), with both controllers held. SteamVR's and Steam's panels then take the gaze only while one hand is empty.
+
+## Design by component
+
+### Driver (`pointer/driver`)
+
+- `role treadmill` joins `right`, `left`, and `stylus`. The hint stays OptOut while disconnected, as now.
+- `ft_pointer_vrcompositor.json` and `ft_pointer_steam.json` get the same bindings under `/user/treadmill`. They're additive, so nothing changes while the device is a hand.
+
+### Pointer helper (`pointer/helper/ft-pointer.cpp`)
+
+- Gaze first = gaze mode on, the gaze service ready, no game, or a game with the macro's override.
+- Waking: in gaze first, fresh gaze with the headset worn wakes the pointer (connect, treadmill role, `switchlaserhand`), with no mouse counts. The "no hand role" release doesn't apply to the treadmill role.
+- The laser: while awake in gaze first, if the dashboard's primary device becomes a controller, press `/input/a` on ours again, at most every 100 ms. Last used wins stays off in gaze mode, as now.
+- Muting: the trigger and bumper action sets on both sides are active whenever gaze first is on, whatever the relay's mappings say. Their presses go to the built-in state machine, not to the relay.
+- Trigger and bumper: a hold with a new source, a controller's position. It starts as a held-back press at the gaze; moving past `POINTER_TRIGGER_DEADZONE` (about 1 degree, seen from the eye; the pull jolts the controller) within `POINTER_GAZE_HOLD` is precision at `POINTER_TRIGGER_GAIN` (0.5); still until `POINTER_GAZE_HOLD` is a real press, and dragging at `POINTER_GAZE_DRAG_GAIN` (1). Release: click, lesson (as with the mouse, up to `POINTER_GAZE_NUDGE_MAX`), or release the press. The existing controller holds (`gaze_precision`, `gaze_drag`) move to position steering too.
+- Scroll: "scroll <dx> <dy>" from the relay goes to the driver, as the mouse's wheel does.
+- Calibration: while ft-gazed says its panel is up ("calpanel 1|0"), the pointer hides, and a trigger press goes to ft-gazed as "calaccept" instead of clicking.
+- The macro's "cancel": drops a held-back press without clicking.
+- Headset worn or not goes to ft-gazed ("headset 1|0"), for the quick check.
+
+### Input relay (`input/input-relay.py`)
+
+- A web socket reader for vrserver, in the standard library (the host's Python has no `websockets` module, and the relay needs nothing but Python). It follows the controllers by `side`, since their paths change with the roles.
+- The toggle macro: `"gaze_macro": {"buttons": ["left/thumbstick", "right/thumbstick"], "hold": 1.0}` in the rules file. Outside games it writes `POINTER_GAZE` and tells the helper; in a game it toggles the override for that game. It sends the helper "cancel" when it fires.
+- Recording: Input Settings asks for "macro record" and gets back the chord and how long it was held, after the checks in "Decisions".
+- Scroll: the right thumbstick's axes, while gaze first is on, as "scroll" lines to the helper.
+- Games: a Steam game running (a `reaper` process with `SteamLaunch AppId=`, checked every 2 s; to confirm with a flatscreen game) goes to the helper, which already knows scene applications.
+- `gaze_toggle` writes `POINTER_GAZE` instead of lasting until a restart.
+
+### Gaze service (`gaze/ft-gazed`)
+
+- `GAZE_TRACKER` defaults to `own`.
+- Readiness goes to the helper ("gazeready 1|0"): the tracker's service works (for ours: `frametop-eyegrab` active, and its binary the same as the build) and the tracker in use has a calibration. When gaze is on but not ready, it opens the calibrator, or asks for the repair.
+- Our tracker runs only while gaze is on and ready, while a calibration runs, or for the probe's lease.
+- The quick check opens on "headset 1" from the helper, on our tracker's jump (at most once every 2 minutes), and on "quickcal" (the mappable action). For our tracker, the dot is a click on `@ft_eyes`, like the probe's one-dot check; for SteamVR's, it's a lesson.
+- The full calibration's logic (the dots, rounds, sample rejection, and fits) moves out of the probe into `gazecal.py`, so the probe and the service share it. Quitting writes `POINTER_GAZE=0`.
+- Hiding Frametop's screens during a full calibration goes through ft-screens' `hide` and `show`, keeping the user's own switch as it was.
+
+### Calibration panel (`gaze/panel/ft-gazepanel`, new)
+
+A small C++ OpenVR overlay program in the dev container: a head-locked overlay (placed relative to the headset) of a fixed angular size, drawn on the CPU and uploaded with `SetOverlayRaw`, like ft-screens' keyboard, with labels from stb_truetype. ft-gazed drives it over `@ft_gazepanel` (show quick or full, dot at yaw and pitch with its state, background brightness, a line of text, hide). It takes no input: the trigger comes through the helper, and the dwell is ft-gazed's. It's a separate program because the helper is already 2,000 lines, and the panel has nothing to do with pointing.
+
+### Frametop Input Settings, Gaze page
+
+- The gaze switch, blocked with the reason while not ready ("Calibrate first", "Repair eye tracker").
+- Eye tracker: ours (default) or SteamVR's.
+- Status: the service, the calibration, and when it was made. Buttons for Calibrate, Quick check, and Repair or Update eye tracker (`pkexec gaze/tracker/install.sh`, which then runs without sudo inside).
+- The toggle macro: what it is, Record (a 3 s countdown, hold the chord, confirm), and Reset to default.
+
+### Installer (`install.sh`)
+
+- A step for our eye tracker ("It needs your password (sudo)"), defaulting to yes, and the gaze service, which needs no root. Gaze itself stays off.
+
+## Order of work
+
+1. The tests above, then this plan updated with the results.
+2. Driver and helper: the treadmill role, muting, snap back, waking by gaze, and the trigger and bumper holds. Gaze still turns on the old way.
+3. Relay: the web socket reader, scroll, the macro, games and the override, `POINTER_GAZE` remembered.
+4. Gaze service: readiness, idling, the default tracker, the service check, and the quick check's triggers.
+5. The calibration panel and calibrator: the quick check, then the full calibration and the move to 5 dots.
+6. Input Settings, the installer, and the docs (`README.md`, `docs/design.md`, `docs/reference.md`, `gaze/README.md`).
+
+Each step is tested in the headset before it's merged into `experimental`.
+
+## Risks
+
+- SteamVR may refuse the laser on a treadmill device, or a SteamVR update may change the Frame's compositor bindings.
+- The muting relies on "Enable global input from overlays" (`steamvr/globalActionSetPriority`), which SteamVR calls experimental.
+- `pkexec` runs a script the user can write. That's acceptable only because every run asks for the password.
+- Our tracker's CPU cost while gaze is on, with SteamVR and a busy desktop; it idles otherwise.
+- Head-locked panels can be uncomfortable; the panel stays small and short-lived, except for the full calibration.

docs/hands-migration.md

@@ -0,0 +1,140 @@
+# Hands in Frametop: migration plan
+
+Hand tracking from the headset's own cameras has been built as a separate project, frame-hands (`~/Desktop/Projects/frame-hands` on the Frame, a local git repo with no remote). The plan is to make it a native Frametop component, like `gaze/` and `power/`, instead of a separate module. The work happens on branch `hands-migration` (worktree `frametop-hands/` in the PC workspace) and is merged into `experimental` after it's been tested in the headset.
+
+Builds from this worktree must sync to their own folder on the Frame, never `~/dev/frametop`: run every script with `FRAME_REPO=/home/steamos/dev/frametop-hands`.
+
+## Status (2026-09-30)
+
+Steps 1-5 are done:
+
+- frame-hands' pending work was committed there (6c63c9e).
+- Its filtered history was merged under `hands/` (1a76d15), then laid out (`trackd/` to `track/`).
+- The renames, the Frametop paths, and ft-camd's file capabilities are done. So are `hands/Makefile`, `build.sh`, `run.sh`, the two units, the README, the settings, the installer step, and ft-screens on the shared header.
+- Built in the dev container on the Frame, and on the 7i.
+- Checked without the headset:
+  - `ft-handreplay` against frame-hands' `fh-replay`, both x86 with `--cost`, on the whole dim recording and the first 60 s of the bright one: identical summaries and byte-identical depth dumps. The Makefile's own ncnn build is included in that.
+  - `ft-ringplay` into `ft-hands` on the 7i tracked, pinched, and wrote `/run/user/UID/frametop-hands/{hands,gestures}`.
+  - On the Frame, ft-hands in the container finds the calibration through `/run/host/persist`, and ft-camd without its capabilities refuses with a clear message.
+
+Step 6 has started (2026-09-30 10:30):
+- `hands/run.sh install` is done, and both services run from this worktree.
+- The files moved to `/run/user/UID/frametop-hands/`, because `/run/user/UID/frametop` is the desktop session's own runtime folder, deleted at every desktop start.
+- Until the desktop restarts from a build with this branch's ft-screens, the link `/run/user/UID/frame-hands -> frametop-hands` feeds the running one. It's tmpfs, so it's gone at reboot.
+
+Found in the headset:
+- The side cameras were swapped (`HANDS_SWAP_SIDES=1`).
+- The cutout copy shader lost resolution at `mediump` (now `highp`).
+- Colour capture isn't reliable (see the README).
+- Two pinch fixes: one hand no longer pinches both sides, and the palm-down limit stops typing pinches.
+
+## What frame-hands is today
+
+| Part | What it is | Size |
+| --- | --- | --- |
+| `camd/` | `fh-camd`, the camera broker (C). It borrows XRService's camera DMA-BUFs read-only with `pidfd_getfd`, times them with the `v4l2_dqbuf` tracepoint, and publishes the four IR cameras (and optionally the two colour cameras) to a shared-memory ring. It starts as root and drops to the user after setup. Adapted in part from FrameEyeCameraFeed (MIT, licence file kept). `fh-camprobe` is its discovery and recording probe. | camd 1.1k lines, tp 0.4k, xrcams 0.8k, camprobe 1.1k |
+| `trackd/` | `fh-tracker` (C++): the tracker, the models on ncnn, the calibration (jsoncpp), the pinch detector, the publisher, and the recorder. Also `fh-replay` (offline replay and scoring), `fh-ringplay` (plays a recording into a ring), and `nettest`. | 2.9k lines |
+| `include/` | The hands file (`fh_hands.h`, read by ft-screens) and the gestures file (`fh_gestures.h`, pinches). | |
+| `models/ncnn/` | MediaPipe's palm detector and hand landmark model, from the OpenCV Zoo ONNX ports (Apache-2.0), converted to ncnn in float and int8. | 5.9 MB |
+| `tools/` | Python analysis: side-camera check, colour calibration check, frame viewer, gesture watcher, depth report, model comparison, int8 calibration, model conversion. | ~1.1k lines |
+| `tracker/` | The Python prototype of the tracker. Some tools import its `calib.py` and `models.py`. | 1.3k lines |
+| `probes/`, `notes/`, `re/`, `shim/` | One-off experiments, reverse-engineering notes on SteamVR's passthrough internals, a disassembly (not in git), and a header from an abandoned XRService shim approach. | |
+| `vendor/`, `captures/` | ncnn and FrameEyeCameraFeed clones, and recordings of the user's hands and room (tens of GB). Neither is in git. | |
+
+Today it runs by hand: `sudo camd/fh-camd`, then `trackd/fh-tracker`. There are no units and no installer. Files: `/run/frame-hands/ir-ring` (the ring, in a root-owned folder), and `$XDG_RUNTIME_DIR/frame-hands/hands` and `gestures`.
+
+Frametop already has the consumer side on `experimental`: `screens/handcut.{h,cpp}` cuts the hands out of the screens, with its own copy of the hands file layout, and `screens/handtest.cpp` tries it on a test panel.
+
+## Where it goes
+
+A top-level `hands/` folder, laid out like `gaze/`:
+
+```
+hands/
+  README.md                 # from trackd/README.md and camd/README.md
+  build.sh                  # ft-camd, ft-hands; --tools also builds the replay tools
+  run.sh                    # install|uninstall|start|stop|restart|status|log
+  frametop-camd.service     # user units (templates, @REPO@)
+  frametop-hands.service
+  include/                  # fhring.h, fh_hands.h, fh_gestures.h: shared with screens/ and pointer/
+  camd/                     # ft-camd: camd.c tp.c xrcams.c, LICENSE.FrameEyeCameraFeed
+  track/                    # ft-hands: tracker, nets, calib, pinch, publish, record; replay.cpp
+                            #   (ft-handreplay) and ringplay.cpp (ft-ringplay) for recordings
+  models/                   # the ncnn models, with NOTICE (Apache-2.0, MediaPipe / OpenCV Zoo)
+  tools/                    # the Python checks, watch_gestures, depth_report, calib.py, ring.py
+```
+
+Left behind in frame-hands, which stays as the lab: the recordings, the Python prototype (the tools that need `calib.py` or `models.py` get a trimmed copy in `hands/tools/`), `probes/`, `notes/`, `re/`, `shim/`, `camprobe`, and `vendor/`. The reverse-engineering notes don't belong in a public repo, and recordings are images of the user's hands and room, so they never go into git.
+
+## Names
+
+Programs within 15 characters, `ft-` prefix; files under `frametop`:
+
+| Now | In Frametop |
+| --- | --- |
+| `fh-camd` | `ft-camd` |
+| `fh-tracker` | `ft-hands` |
+| `fh-replay`, `fh-ringplay` | `ft-handreplay`, `ft-ringplay` |
+| `/run/frame-hands/ir-ring` | `/run/user/UID/frametop-hands/cam-ring` |
+| `$XDG_RUNTIME_DIR/frame-hands/hands`, `gestures` | `/run/user/UID/frametop-hands/hands`, `gestures` |
+
+The source keeps its `fh_` identifiers and header names (`fh_hands.h`, `fh_gestures.h`, `fhring.h`), and the file formats keep their magic strings, so recordings and tools from frame-hands keep working. Programs, units and runtime paths change.
+
+## Build
+
+- `hands/build.sh` builds in the dev container through `scripts/frame.sh --build`, into `hands/build/`, like the other components. `FRAME_BUILDER=pc` can take the ncnn build.
+- ncnn: fetched at a pinned tag (20260526, as now) into `hands/build/ncnn` and built once, the way `screens/build.sh` fetches the OpenVR header, with frame-hands' options so results match. `NCNN=` points the build at an existing install instead. Every net runs single-threaded (`num_threads = 1`), with the tracker spreading nets over its own pinned threads, so OpenMP could go later.
+- ft-hands runs in the dev container like ft-pointer and ft-powerd (`distrobox enter dev --`, after `scripts/container-up.sh`). Today's fh-tracker runs on the host and works only because the host happens to have the same `libjsoncpp.so.25` and libgomp as the container. Inside the container the calibration is at `/run/host/persist`, and calib.cpp (and `tools/calib.py`) fall back to it when `/persist` isn't there.
+- ft-camd has to run on the host (below), so it's linked statically (only libc and libm; `glibc-static` goes into `setup/dev-container.sh`). The host has an older glibc than the container.
+
+## Running it
+
+**ft-camd needs privileges**, only while it sets up: `pidfd_getfd` on XRService (the Frame has `ptrace_scope=1`), system-wide tracepoints (`perf_event_paranoid=2`), and the tracepoint files, which are root-only (`/sys/kernel/tracing/events/v4l2/v4l2_dqbuf/{id,format}` are mode 0440). A rootless container's root can't do any of that, so it runs on the host. Two ways:
+
+- **A. File capabilities (chosen, 2026-09-30).** The installer runs `sudo setcap cap_sys_ptrace,cap_perfmon,cap_dac_read_search+ep hands/build/ft-camd` once. ft-camd then runs as the user, in a user unit `PartOf=steamvr.service`, so it starts and stops with SteamVR, and its ring lives in the user's runtime folder. It drops all capabilities after setup, as it drops root today. Nothing ever runs as root. Writing the file clears its capabilities, so a rebuilt ft-camd needs the setcap again. It changes rarely. `/home` on the Frame is ext4 without `nosuid`, so file capabilities work there.
+- **B. Root system service**, like the Bluetooth fixes: a root-owned copy in `/var/lib/frametop/`, a unit in `/etc/systemd/system/`. It would have to watch for XRService itself, because a system unit can't follow the user's `steamvr.service`.
+
+Either way the password is needed once at install, through the same `sudo -S` path the Bluetooth fixes use, and only after asking.
+
+**ft-hands** is a user unit, `frametop-hands.service`: after `frametop-camd.service`, `PartOf=steamvr.service`, nice 5, model threads on CPUs 5-7 (measured best on 2026-09-29).
+
+**Settings** in `~/.config/frametop.conf`: `HANDS_SWAP_SIDES=1` and `HANDS_CPUS=5,6,7`, read by ft-hands. It's on while its services are installed (`hands/run.sh install`, `uninstall`), so there's no `HANDS` switch. There's no setting for colour yet. Later, a switch in Frametop Display Settings.
+
+**Installer:** an optional last step in `install.sh`, off by default, which asks first because it needs sudo.
+
+## Interfaces
+
+- `screens/handcut.cpp` includes `hands/include/ft_hands.h` instead of its own copy of the layout, and reads the new path. ft-screens and ft-hands change together on this branch.
+- Pinches go to the pointer helper. It maps the gestures file and checks the begin and end counters each tick. A begin is a press, an end the release, and the pinch point's movement a drag. In gaze mode, the press lands where you look. The counters mean a quick tap between two ticks isn't missed. The tracker knows nothing about the pointer.
+
+## Open items that aren't part of the move
+
+These block shipping hands to other people, not the migration:
+
+- **The side-camera swap.** After some XRService restarts, fh-camd publishes the two side cameras under each other's names. Today it's caught by hand (`tools/check_sides.py --ring`, then `--swap-sides`). It needs fixing at the source (tell the buffers apart by the `dqbuf` tracepoint's device, the way the colour pair is split), or at least an automatic check at start-up.
+- **The colour cameras' calibration mapping** (`tools/check_color.py` on a recording with texture).
+- **Depth when one camera loses the hand.** From the 2026-09-30 replay measurements: drifting 10% per update toward the one-camera guess (`kMonoDepthGain`) makes the depth worse than keeping the last distance. Try 0.02.
+
+## Public repo
+
+Frametop is public. **Not pushed to GitHub until the user says it's ready** (user decision, 2026-09-30). When it is, it publishes:
+
+- The camera borrowing (`pidfd_getfd` on XRService's buffers) and the tracepoint timing. FrameEyeCameraFeed already does the same publicly. Its MIT licence and credit stay with the code.
+- The models, under Apache-2.0, with a NOTICE.
+
+It doesn't publish the reverse-engineering notes, the probes, or any recording. They stay in frame-hands.
+
+## History
+
+frame-hands' work was committed there first (6c63c9e, its 4th commit). Its history was then filtered to drop what stays behind (`notes/`, `probes/`, `shim/`, `camd/camprobe.c`, the camprobe tools, the Python prototype except `calib.py` and `models.py`, and `.frame-job`) from every commit. It was merged into this branch under `hands/` (a subtree merge), so blame still leads to where each line came from. The renames come after, as their own commits.
+
+## Steps
+
+1. In frame-hands: commit the pending work, as its last state before the move (needs the user's OK).
+2. On this branch: import it under `hands/`, then rename the programs and paths. The behaviour stays identical.
+3. `hands/build.sh`, `run.sh`, the two units, the README, the settings, and the installer step.
+4. ft-screens' hand cutouts on the shared header and the new path.
+5. Check without the headset. `ft-handreplay` on the 2026-09-29 recordings with `--cost` is repeatable, so its summary must match `fh-replay`'s exactly. And `ft-ringplay` into ft-hands must publish the same hands as into fh-tracker.
+6. In the headset, with the user and after asking: stop fh-camd and fh-tracker, install the services from `~/dev/frametop-hands`, and restart the desktop from this branch so ft-screens reads the new path.
+7. Pinch into the pointer helper (it can also follow the merge). The gaze work is on the Frame's `~/frametop` main: on 2026-09-30 that branch had 4 commits `experimental` doesn't have, plus uncommitted work in the pointer helper's gaze mode. Build this step on wherever that work lands, not on this branch's older copy.
+8. Merge into `experimental`. It's checked out in a worktree on the Frame (`~/frametop/.worktrees/experimental`, where the live desktop runs), so the merge happens there, or `experimental` is switched away first.

docs/hazards.md

@@ -18,6 +18,7 @@ ft-screens drops keys while no screen has focus or the SteamVR dashboard is open
 
 - **A release that never arrives leaves the key held in the desktop.** KWin repeats held keys itself, so a stuck letter repeats and a stuck modifier changes every later key (Ctrl+Alt held turns T into Konsole). Pressing and releasing the key again clears it.
 - **A keyboard that disconnects mid-press is one way to get there.** The relay forgets the held key without telling ft-screens. The same goes for the relay restarting while a key is down.
+- **To see where a key went,** run `scripts/keys-report.py` and reproduce the problem while it records. It logs the modifiers, Tab, and Esc (no other keys) as the relay reads them and as its virtual keyboard sends them on, with the device roles and grabs, which programs have each keyboard open, and the relay's and desktop's logs.
 - **Switching where typing goes waits for keys to come up.** The relay changes a keyboard's grab only while none of its keys are down, so a press and its release go to the same side. A key held for a long time delays the switch until it's let go.
 
 ## Typing and grabbed keyboards

docs/reference.md

@@ -39,7 +39,9 @@ The controls are sized from both the screen's width and its distance from you, f
 
 To pin a screen to a wrist, carry it by its bar and sweep the laser across your other controller. A ring around that controller marks the target, and a dot shows where the laser passes. Crossing the ring arms the pin, and the ring and bar turn blue; crossing it again disarms it. When you let go while armed, the screen rides on that controller at the size, distance, and angle it had, so you can arm the pin first and then turn the screen the way you want. Grab a pinned screen's bar to adjust it; it goes back to the same wrist when you let go unless you disarm it. A pinned screen shows only while you're looking at its front, within the wrist angle, and fades out over the last 10°.
 
-The Visibility & wrist tab of Frametop Display Settings decides when the screens show:
+To pin a screen to your head, like a HUD, set it to On your head on the Visibility & pins tab of Frametop Display Settings (or `ft-layout pin N head`). It rides on the headset where it is at that moment, so place it first, and it shows whenever the screens do. Grab its bar to move it; it goes back on your head where you let go. Sweeping across a wrist ring while you carry it moves it to that wrist, and sweeping across again leaves it in the room. The 3D mouse's dot stays in the room, so a head-pinned screen moves away from it when you turn your head, unless head follow is on.
+
+The Visibility & pins tab of Frametop Display Settings decides when the screens show:
 
 - Always. Meta+Shift+H, the Hide/Show Screens menu entry, or a mapped mouse button hides them.
 - Only while the SteamVR dashboard is open.
@@ -53,12 +55,16 @@ In the last three modes the hotkey shows the screens anyway. Two more settings o
 
 Input from the lasers reaches KWin through ft-screens' own seat. Keys come from the input relay, from pass-through keyboards and any key a pointer device passes through. Typing follows your last click: after a click on a screen it goes to the desktop, even with the SteamVR dashboard open, and after a mouse click on any other panel (the dashboard, Steam, an app like Spotify) it goes there instead. While it goes to the desktop, the relay grabs pass-through keyboards so gamescope, which reads every keyboard itself, doesn't type them into the Steam app too. A program that watches every keyboard for a hotkey loses a grabbed one; with `SHARE_KEYS=1` in `~/.config/frametop.conf`, their keys also go to `@frametop_keys` for it. That's off by default, since any local process that binds the name first would get everything typed into the desktop. Hidden screens don't take typing.
 
+Frametop's keyboard opens by itself when a text field on the desktop gets focus, and stays open until its Close key, a layout reset, or a mapped button closes it (or, with Keep it open off in Frametop Input Settings, until the text field loses focus). While the Steam menu (the dashboard) or Steam's own keyboard is up, it steps aside, and it comes back where it was when they're gone; one asked for meanwhile appears then. In the "only with the dashboard" visibility mode, the dashboard doesn't count. It doesn't open without a head pose (the headset in standby). It's a panel of keys (a US laptop layout, with Esc where Caps Lock would be, arrows, and a Close key) that ft-screens shows 0.7 m in front of you and below your eyes, facing you. It stays where it opened, and its grab bar (the pill along the top) moves it like a screen's. Type on it with a controller's laser or the 3D mouse. Shift, Ctrl and Alt latch for the next key, and a held key repeats. KWin starts `input/ft-textinput` as the desktop's input method, and KWin activates it whenever the focused app turns on text input for a field. It tells the relay (`textfield 1` or `0`), the relay decides by the Keyboard setting in Frametop Input Settings, and ft-screens opens the keyboard for the screen that has keyboard focus (`vrkeyboard show`, `hide`, or `toggle` from a mapped button). Its keys reach the focused screen as key presses, so it works in every app, but only apps that use Wayland text input (Qt, GTK, Firefox) open it by themselves; Chromium, Electron and X11 apps need the button. The session drops the `QT_IM_MODULE=xim` and `GTK_IM_MODULE=xim` that the gamescope session sets, or Qt and GTK apps wouldn't use Wayland text input either.
+
+KWin's nested backend doesn't undo a screen's scale on pointer input, so ft-screens divides panel positions (in pixels) by it. `ft-layout` sends it each screen's scale as KWin reports it (`scale N s`) whenever it applies scales: at desktop start and from Frametop Display Settings. A scale changed only in Plasma's own display settings is put back to the Frametop layout's the next time `ft-layout` runs.
+
 ft-screens listens for datagrams on the abstract socket `@ft_screens` and replies to the sender:
 
 ```
 place N x y z yaw pitch roll     width N metres          curve N radius|on|off
-pin N|all left|right [matrix]    unpin N|all             size N w h
-get N    screens    head    state    key code value
+pin N|all left|right|head [matrix]    unpin N|all        size N w h
+get N    screens    head    state    key code value    scale N s    vrkeyboard show|hide|toggle
 visibility always|dashboard|gesture|toggle    wrist degrees    gesture left|right degrees
 hide | show | toggle    controllers always|outside_games|dashboard    ingames hide|visible
 ```
@@ -98,17 +104,19 @@ pointer/helper/run.sh status | log | restart
 pointer/driver/install.sh probe     # devices, hand roles, who owns the dashboard pointer
 ```
 
-The pointer settings are in `~/.config/frametop.conf`: `POINTER_SENSITIVITY`, `POINTER_IDLE`, `POINTER_WAKE_COUNTS`, `POINTER_DISTANCE`, `POINTER_CURSOR_DEG`, `POINTER_ORIGIN_FRACTION`, `POINTER_ORIGIN_MARGIN`, `POINTER_SCENE_RADIUS`, `POINTER_EDGE_REACH`, `POINTER_LASER_WIDTH`, the head follow settings `POINTER_FOLLOW`, `POINTER_LEASH_DEG`, `POINTER_LEASH_DELAY`, `POINTER_LEASH_RETURN`, and `POINTER_FOLLOW_REACH`, and the gaze mode settings `POINTER_GAZE`, `POINTER_GAZE_RETAKE`, `POINTER_GAZE_NUDGE_MAX`, `POINTER_GAZE_HOLD`, and `POINTER_GAZE_SHOW`. The example config explains each. Frametop Input Settings changes them live; after editing the file by hand, restart the relay or the helper.
+The pointer settings are in `~/.config/frametop.conf`: `POINTER_SENSITIVITY`, `POINTER_IDLE`, `POINTER_WAKE_COUNTS`, `POINTER_CONTROLLER_PICKUP`, `POINTER_DISTANCE`, `POINTER_CURSOR_DEG`, `POINTER_ORIGIN_FRACTION`, `POINTER_ORIGIN_MARGIN`, `POINTER_SCENE_RADIUS`, `POINTER_EDGE_REACH`, `POINTER_LASER_WIDTH`, `POINTER_IGNORE`, the head follow settings `POINTER_FOLLOW`, `POINTER_LEASH_DEG`, `POINTER_LEASH_DELAY`, `POINTER_LEASH_RETURN`, and `POINTER_FOLLOW_REACH`, and the gaze mode settings `POINTER_GAZE`, `POINTER_GAZE_RETAKE`, `POINTER_GAZE_NUDGE_MAX`, `POINTER_GAZE_HOLD`, and `POINTER_GAZE_SHOW`, and the gaze service's `GAZE_TRACKER` (SteamVR's eye tracker or our own) and `GAZE_EYE` (the eye bias). The example config explains each. Frametop Input Settings changes them live; after editing the file by hand, restart the relay or the helper (the gaze service reads its two again when the file changes).
 
 ## Frametop Input Settings
 
-A Kirigami app with a Python backend, in the Plasma menu under Settings. It runs in the `dev` container and talks to the relay over its control socket, `@frametop_relay`. It has six pages:
+A Kirigami app with a Python backend, in the Plasma menu under Settings. It runs in the `dev` container and talks to the relay over its control socket, `@frametop_relay`. It has eight pages:
 
 - Devices lists every USB and Bluetooth mouse and keyboard, with a light that flashes when the device is used. Each device gets a role: 3D pointer (grabbed, drives the pointer; the default for anything with a mouse), Pass through (grabbed only while typing goes to the desktop; the default for keyboards, where a Meta tap toggles the dashboard if `META_DASHBOARD=1` is in `~/.config/frametop.conf`), or Ignore. A device is identified by its Bluetooth address, or its USB ids and name, so all of its input nodes share one role. Forget drops everything saved for a device.
-- Buttons maps a pointer device's buttons. Choose Capture a button, press the button or key, then pick an action: a click, back, scroll, toggle dashboard, recenter, pointer on or off, head follow on or off, gaze pointer on or off, faster or slower, pass the key through, or nothing. Devices with saved mappings are listed even while they're asleep.
+- Buttons maps a pointer device's buttons. Choose Capture a button, press the button or key, then pick an action: a click, back, scroll, toggle dashboard, recenter, pointer on or off, open or close the keyboard, head follow on or off, gaze pointer on or off, faster or slower, pass the key through, or nothing. Devices with saved mappings are listed even while they're asleep.
 - Controllers maps the Frame controllers' buttons (every button but the system button) to the same actions, except passing a key through. Capture a button and press it on a controller, or pick it from the list. The controllers aren't input devices on the host; only SteamVR sees them. So the pointer helper reads them with SteamVR input (`pointer/helper/vrbuttons.h`, `pointer/helper/actions/`) and sends presses to the relay (`vrbtn right/a 1`), which does the mapped action. The helper only takes the buttons that are mapped (the relay tells it with `vrbind`), at an overlay-global priority, and only while no game (scene application) runs, so games keep every button; with In games on (`controller_in_games`), a mapped button is taken from games too. That needs SteamVR's "Enable global input from overlays (Experimental)" setting (`steamvr/globalActionSetPriority`), which the page's Global input switch turns on and off. Mappings are saved as `controller_buttons` in `~/.config/frametop-input.json`.
+- Keyboard sets when Frametop's keyboard opens: whenever a text field is selected; only while no pass-through keyboard is connected (the default; keyboards other programs make through uinput, like frame-voice's, don't count); only with a mouse or controller button mapped to Open/close keyboard; or never, which turns the button off too. Keep it open (on by default, `vr_keyboard_persist`) leaves it open after the text field loses focus. The mode is saved as `vr_keyboard` in `~/.config/frametop-input.json`, and the page lists the keyboards that count as connected.
 - Pointer has a Head follow switch and sliders for the pointer settings, which apply immediately, and a Recenter button.
-- Gaze has the gaze pointer switch (on now and from now on; a mapped button toggles it until the helper restarts), the gaze mode sliders, the gaze service's state (headset, samples per second, whether only one eye is tracked, the calibration, the nudges learned), and Calibrate (opens the gaze probe), Reload calibration, and Forget nudges.
+- Ignored panels lists the SteamVR overlays that are showing, grouped by app (the first two parts of the overlay key, such as `sasaken.frame-perf-overlay`), from the pointer helper (`overlays`). Tick a panel, or Ignore the whole app, and the pointer passes through it to what's behind. It's for panels you only look at, like a performance overlay that follows your view. The list is saved as `POINTER_IGNORE` in `~/.config/frametop.conf`: comma-separated overlay keys, where a shell pattern like `vendor.app*` covers a whole app, including panels it opens later. The helper reloads at once. Frametop's own screens aren't listed, and entries for apps that aren't open are listed below, to remove.
+- Gaze has the gaze pointer switch (on now and from now on; a mapped button toggles it until the helper restarts), the gaze mode sliders, the gaze service's state (headset, samples per second, how often the tracker is losing each eye, the calibration, the nudges learned), and Calibrate (opens the gaze probe), Check headset fit (opens the probe's Headset fit mode), Reload calibration, and Forget nudges.
 - Bluetooth lists paired devices and has Apply Bluetooth fixes, which runs `/etc/steamframe/bt-fixups.sh` through `pkexec`. Pair new devices in Steam.
 
 Device rules are saved in `~/.config/frametop-input.json`. `input-settings/install.sh` installs the menu entry. Its launcher hands podman the real `XDG_RUNTIME_DIR` and user bus and gives the app the session's Wayland socket, because the desktop session runs on a private D-Bus and podman fails on it.
@@ -117,19 +125,24 @@ Device rules are saved in `~/.config/frametop-input.json`. `input-settings/insta
 
 When the desktop starts, its screens arrange themselves around where you're facing. You can move them by hand at any time and put them back with Meta+Shift+R, the Reset Screen Layout menu entry, Arrange now in the app, or a mouse button mapped to Reset desktop screen layout.
 
-The desktop's own screen arrangement follows where the screens are around you, whatever their numbers: a screen you see to the left of another is to its left in Plasma too, so the pointer and dragged windows cross straight to it. Screens one above the other stack, and screens pinned to a wrist come last. It's updated at startup, after arranging or saving the layout, and half a second after you let go of a screen you moved. With the headset off there's no head pose to go by, and the arrangement stays as it was.
+The desktop's own screen arrangement follows where the screens are around you, whatever their numbers: a screen you see to the left of another is to its left in Plasma too, so the pointer and dragged windows cross straight to it. Screens one above the other stack, and screens pinned to a wrist or your head come last. It's updated at startup, after arranging or saving the layout, and half a second after you let go of a screen you moved. With the headset off there's no head pose to go by, and the arrangement stays as it was.
 
-Frametop Display Settings has three tabs:
+Frametop Display Settings has four tabs (three with the gamescope backend, which has no Visibility & pins):
 
 - Screens: add and remove screens, and set each one's resolution (presets from 1080p to 4K, ultrawide, super ultrawide, portrait, or custom), its width in VR (0.5 to 6 m), its scale, whether it's curved, and whether it has the taskbar. Resolution, width, and curve apply at once. Adding or removing a screen takes a desktop restart, which the app offers.
-- Layout: a curve around you, with the screens hinged edge to edge like monitors on a desk and each turned to face you, or a flat wall. Both take rows, distance, gap, and height. Save current arrangement keeps the positions and sizes you set by hand instead. A preview shows the layout from above and from the front, and a switch turns auto-arrange at startup on or off.
-- Visibility & wrist: the visibility, game, and controller settings described above, the wrist angle, and buttons to pin all screens to a wrist or unpin them.
+- Layout: a curve around you, with the screens hinged edge to edge like monitors on a desk and each turned to face you, or a flat wall. Both take rows, distance, gap, and height. Save current arrangement saves the positions, sizes, curves, and pins you set by hand under a name instead. Named layouts are listed with the presets: pick one and Arrange now to switch to it, and rename or delete it with the buttons next to the list. A layout saved with fewer screens than you have now leaves the others where they were saved last, or where the preset would put them. A preview shows the layout from above and from the front, and a switch turns auto-arrange at startup on or off.
+- Visibility & pins: the visibility, game, and controller settings described above, the wrist angle, where each screen is pinned (in the room, a wrist, or your head), and buttons to pin all screens or unpin them.
+- Power: when the displays turn off while the headset isn't used, their state now, Turn displays off now (to try it), and Stay awake while plugged in. See [Displays off and sleep](#displays-off-and-sleep).
 
 `layout/ft-layout` does the arranging. It's a Python script that uses only the standard library and runs on the host:
 
 ```
 layout/ft-layout apply      # arrange every screen
 layout/ft-layout capture    # save the current arrangement and sizes as the layout
+layout/ft-layout save NAME  # ...under a name too, and use it
+layout/ft-layout use NAME   # switch to a named layout and arrange the screens in it
+layout/ft-layout layouts    # list the named layouts (* = in use); rename OLD NEW, delete NAME
+layout/ft-layout pin N|all left|right|head   # pin as they are now; unpin N|all
 layout/ft-layout plan       # print the arrangement as JSON (no VR needed)
 layout/ft-layout scale      # per-screen scale, positions (as the screens are around you), and taskbar screen, to KWin
 layout/ft-layout toggle     # hide or show all screens
@@ -138,19 +151,50 @@ display-settings/install.sh # menu entries and the Meta+Shift+R and Meta+Shift+H
 
 The layout is stored relative to your head when it's applied. `/tmp/frametop-layout.log` has the run from the last desktop start.
 
+## Displays off and sleep
+
+SteamVR turns the displays off a few seconds after the headset's proximity sensor says it came off. A stand or display mount that covers the sensor makes the headset seem worn, so its displays stay on, and Steam, which then counts someone as present, never puts it to sleep either.
+
+`power/ft-powerd` goes by use instead. It runs in the `dev` container as `frametop-power.service` and starts with SteamVR. Once the headset has gone unused for `DISPLAY_OFF_MIN` minutes (0, the default, is never), it turns the displays' backlight off, and it turns it back on at the next use. Use is any of these:
+
+- The headset, a Frame controller, or the 3D mouse's virtual controller moving more than `DISPLAY_MOVE_MM` (5 mm) or turning more than `DISPLAY_MOVE_DEG` (0.5 degrees) within 10 seconds.
+- A key, button, or mouse motion on any input device on the host, including the headset's own buttons and the input relay's virtual mouse and keyboard.
+- The headset going back on after SteamVR's own standby, or something else turning the backlight back on.
+
+While SteamVR has the headset in standby, SteamVR owns the displays and ft-powerd waits. The backlight is `/sys/class/backlight/ae94000.dsi.0/brightness`, the same file SteamVR's driver writes for standby. With the backlight off, tracking and rendering keep running, which lets the displays wake the moment the headset moves, but the headset still uses most of its power. ft-powerd puts the backlight back when it stops, and if it was killed with the displays off, the next start does (the value is kept in `~/.cache/frametop/powerd-brightness` meanwhile).
+
+Stay awake while plugged in is Steam's own setting, When Plugged In and Idle → Sleep after (`system_idle_suspend_ac_sec`), set to Never. Frametop Display Settings changes it the way Steam's Settings → Power page does, through Steam's UI on its debugging port (`display-settings/steam_settings.py`), and keeps the value from before in `STEAM_SLEEP_AC_BEFORE` to put back when the switch goes off. The power button still puts the Frame to sleep, and Steam's battery setting still applies.
+
+```
+power/build.sh && power/run.sh install
+power/run.sh status        # "ok on|off|away <seconds unused> <timeout seconds>"
+power/run.sh off | on      # the displays off now, or back on
+power/run.sh log
+```
+
+## Hand tracking (experimental)
+
+Your hands show over the screens: where a tracked hand is between an eye and a screen, ft-screens lets that eye see the room through the screen. The same tracker also detects pinches, for clicking where you look with the gaze pointer (not wired to the pointer yet). It's optional: `hands/run.sh install`, or the last step of `install.sh`.
+
+- `ft-camd` borrows XRService's camera buffers and publishes the four IR tracking cameras to `/run/user/UID/frametop-hands/cam-ring`. It runs on the host as `frametop-camd.service`, with file capabilities that `hands/run.sh install` sets through sudo, and it drops them once set up. A rebuild clears them: `hands/run.sh caps`.
+- `ft-hands` runs in the `dev` container as `frametop-hands.service`. It finds and triangulates the hands, and publishes `hands` (read by ft-screens' cutouts) and `gestures` (pinches) next to the ring.
+- Both start and stop with SteamVR. `hands/run.sh status` and `hands/run.sh log` show how they're doing.
+- Settings in `~/.config/frametop.conf`: `HANDS_SWAP_SIDES` (after some SteamVR restarts the side cameras' names come out swapped, and hands land beside the holes; `hands/tools/check_sides.py --ring` tells) and `HANDS_CPUS`.
+
+Details, options, and the recording and replay tools are in [hands/README.md](../hands/README.md).
+
 ## Remote desktop over VNC
 
-With `REMOTE=1` in the config (`desktops.sh remote on`), the desktop is also served over VNC, for RealVNC Viewer or macOS Screen Sharing. `desktops.sh remote info` prints the address and password.
+With `REMOTE=1` in the config (`desktops.sh remote on`), the desktop's primary screen (the one with the taskbar) is also served over VNC, at that screen's resolution, for RealVNC Viewer or macOS Screen Sharing. `desktops.sh remote info` prints the address and password.
 
 It listens on port 5900 on the Frame's Tailscale address only, not the LAN, so it needs Tailscale on the Frame ([deck-tailscale](https://github.com/tailscale-dev/deck-tailscale)). VNC authentication has no encryption of its own, so viewers warn about it, but the tailnet encrypts the traffic. The password is in `~/.config/frametop-remote/vnc-password` and VNC limits it to 8 characters. To change it, delete that folder and restart the desktop.
 
-No VNC server can capture KWin on SteamOS directly: `krfb` needs `xdg-desktop-portal-kde`, which SteamOS doesn't ship, and `wayvnc` only works with wlroots compositors. So `session/remote-desktop.sh` captures the desktop with KDE's `krdpserver --plasma` on `127.0.0.1:3390`, and `session/vnc-bridge.sh` runs TigerVNC's `Xvnc` on display `:20` with a full-screen FreeRDP client inside it and serves that. Both run in the `dev` container, and the extra hop adds a little latency.
+No VNC server can capture KWin on SteamOS directly: `krfb` needs `xdg-desktop-portal-kde`, which SteamOS doesn't ship, and `wayvnc` only works with wlroots compositors. So `session/remote-desktop.sh` captures the desktop with KDE's `krdpserver --plasma` on `127.0.0.1:3390`, and `session/vnc-bridge.sh` runs TigerVNC's `Xvnc` on display `:20` with a FreeRDP client inside it and serves that. Both run in the `dev` container, and the extra hop adds a little latency. krdp streams every screen; the VNC screen is the primary's size, and the FreeRDP window is shifted so the primary fills it (`ft-layout remote-view` gives the offset). krdp's own `--monitor` would stream just one screen, but it maps the pointer as if that screen sat at 0,0, so clicks would miss. When the layout changes, the VNC screen resizes and FreeRDP reconnects within a few seconds.
 
-With remote access on, the nested KWin runs with `KWIN_WAYLAND_NO_PERMISSION_CHECKS=1`, so any app in the Frametop desktop could capture its screen or inject input. This applies only to that desktop, not the stock one. Port 3389 is SteamOS's own `xrdp`, which starts a separate X11 session rather than showing the VR desktop.
+With remote access on, the nested KWin runs with `KWIN_WAYLAND_NO_PERMISSION_CHECKS=1` and `KWIN_SCREENSHOT_NO_PERMISSION_CHECKS=1`, so any app in the Frametop desktop could capture its screens or inject input. The second one lets scripts take screenshots through KWin's `org.kde.KWin.ScreenShot2` D-Bus interface. This applies only to that desktop, not the stock one. Port 3389 is SteamOS's own `xrdp`, which starts a separate X11 session rather than showing the VR desktop.
 
 ## Limits
 
-- There's no way yet to pin a screen to your head like a HUD.
 - A controller button can't show hidden screens; a mapped mouse or keyboard button can.
 - KWin's cursor isn't drawn on the screens, because KWin draws it as a host cursor, which ft-screens doesn't render. The 3D mouse's dot and SteamVR's laser dot show where you're pointing.
 - The old gamescope backend (`BACKEND=gamescope`) still works, but it gives every screen the same resolution, at most 1920×1080 pixels' worth, and arranging screens borrows the pointer for a few seconds.

float/frametop-float.js

@@ -0,0 +1,166 @@
+// frametop-float: the KWin side of floating windows (see docs/floating-windows.md). ft-floatd
+// loads it into the desktop's KWin over D-Bus (org.kde.kwin.Scripting) and talks to it:
+//   - events go to ft-floatd as JSON strings (org.frametop.Float.Event), for the windows it
+//     cares about: floating windows (the ones on a spare output, WL-<screens> and up), their
+//     popups and dialogs, new windows, and "Float in VR" requests;
+//   - commands come back through a long poll: the script calls NextCommand, ft-floatd
+//     answers when it has one (or after a while with nothing), and the script calls again.
+// KWin scripts can call D-Bus but can't serve it, hence the poll. Window ids are KWin's
+// internalId (a UUID string).
+
+const SERVICE = "org.frametop.Float", PATH = "/Float", IFACE = "org.frametop.Float";
+let screens = 0;       // outputs WL-0 .. WL-<screens - 1> are screens; the rest are spares
+let polling = false;
+const watched = {};    // id -> true once its signals are connected
+
+function send(ev) {
+    callDBus(SERVICE, PATH, IFACE, "Event", JSON.stringify(ev));
+}
+
+function outputIndex(o) {
+    const m = o ? /^WL-(\d+)$/.exec(o.name) : null;
+    return m ? parseInt(m[1]) : -1;
+}
+function isSpare(o) {
+    return screens > 0 && outputIndex(o) >= screens;
+}
+function rect(g) {
+    return {x: g.x, y: g.y, w: g.width, h: g.height};
+}
+function byId(id) {
+    const all = workspace.windowList();
+    for (let i = 0; i < all.length; ++i)
+        if (String(all[i].internalId) === id) return all[i];
+    return null;
+}
+function outputByName(name) {
+    const all = workspace.screens;
+    for (let i = 0; i < all.length; ++i)
+        if (all[i].name === name) return all[i];
+    return null;
+}
+function info(w) {
+    const o = w.output;
+    return {
+        id: String(w.internalId), pid: w.pid, cls: String(w.resourceClass), app: String(w.desktopFileName),
+        caption: String(w.caption), output: o ? o.name : "", outputRect: o ? rect(o.geometry) : null,
+        frame: rect(w.frameGeometry), client: rect(w.clientGeometry), popup: w.popupWindow,
+        transient: w.transient, parent: w.transientFor ? String(w.transientFor.internalId) : "",
+        normal: w.normalWindow, dialog: w.dialog, fullScreen: w.fullScreen, minimized: w.minimized,
+        onAllDesktops: w.onAllDesktops
+    };
+}
+
+function report(type, w) {
+    const ev = info(w);
+    ev.ev = type;
+    send(ev);
+}
+
+// Floating windows, and popups and dialogs on a spare output: tell ft-floatd about changes.
+function watch(w) {
+    const id = String(w.internalId);
+    if (watched[id]) return;
+    watched[id] = true;
+    const onSpare = () => isSpare(w.output);
+    w.frameGeometryChanged.connect(() => { if (onSpare()) report("geometry", w); });
+    w.outputChanged.connect(() => report("output", w));
+    w.interactiveMoveResizeStarted.connect(() => {
+        if (onSpare()) send({ev: "move-start", id: id, move: w.move, resize: w.resize, frame: rect(w.frameGeometry)});
+    });
+    w.interactiveMoveResizeFinished.connect(() => { if (onSpare()) report("move-end", w); });
+    w.fullScreenChanged.connect(() => { if (onSpare()) report("fullscreen", w); });
+    w.minimizedChanged.connect(() => { if (onSpare()) report("minimized", w); });
+    w.maximizedChanged.connect(() => {
+        // A floating window stays an ordinary window: its output is its size plus a margin.
+        if (onSpare() && w.normalWindow && !w.fullScreen) w.setMaximize(false, false);
+    });
+}
+
+workspace.windowAdded.connect(w => {
+    watch(w);
+    report("added", w);
+});
+workspace.windowRemoved.connect(w => {
+    send({ev: "removed", id: String(w.internalId)});
+    delete watched[String(w.internalId)];
+});
+workspace.windowActivated.connect(w => {
+    if (w && isSpare(w.output)) send({ev: "activated", id: String(w.internalId)});
+});
+workspace.windowList().forEach(watch);
+
+function requestFloat(w) {
+    if (!w || !w.normalWindow || w.popupWindow) return;
+    report(isSpare(w.output) ? "dock-request" : "float-request", w);
+}
+
+registerUserActionsMenu(w => {
+    if (!w.normalWindow || w.popupWindow) return null;
+    const floating = isSpare(w.output);
+    return {
+        text: floating ? "Back to Desktop" : "Float in VR",
+        icon: floating ? "window-restore" : "window-new",
+        triggered: () => requestFloat(w)
+    };
+});
+registerShortcut("Frametop Float Window", "Frametop: Float Window in VR (or put it back)", "Meta+Shift+F",
+                 () => requestFloat(workspace.activeWindow));
+
+function run(c) {
+    const w = c.id ? byId(c.id) : null;
+    switch (c.cmd) {
+        case "config":
+            screens = c.screens;
+            workspace.windowList().forEach(w => report("window", w));
+            break;
+        case "place": {  // onto an output, at a frame rectangle (logical, global)
+            if (!w) break;
+            const o = outputByName(c.output);
+            if (!o) break;
+            if (w.fullScreen && !c.keepFullScreen) w.fullScreen = false;
+            w.setMaximize(false, false);
+            workspace.sendClientToScreen(w, o);
+            w.frameGeometry = {x: c.x, y: c.y, width: c.w, height: c.h};
+            if (c.onAllDesktops !== undefined) w.onAllDesktops = c.onAllDesktops;
+            break;
+        }
+        case "geometry":
+            if (w) w.frameGeometry = {x: c.x, y: c.y, width: c.w, height: c.h};
+            break;
+        case "close":
+            if (w) w.closeWindow();
+            break;
+        case "activate":
+            if (w) workspace.activeWindow = w;
+            break;
+        case "minimize":
+            if (w) w.minimized = c.on;
+            break;
+        case "info":
+            if (w) report("window", w);
+            break;
+        case "request-active":  // ft-float float|dock active: like the shortcut
+            requestFloat(workspace.activeWindow);
+            break;
+    }
+}
+
+function poll() {
+    if (polling) return;
+    polling = true;
+    callDBus(SERVICE, PATH, IFACE, "NextCommand", reply => {
+        polling = false;
+        if (reply) {
+            try {
+                JSON.parse(reply).forEach(run);
+            } catch (e) {
+                print("frametop-float: bad command " + reply + ": " + e);
+            }
+        }
+        poll();
+    });
+}
+
+send({ev: "hello"});
+poll();

float/ft-float

@@ -0,0 +1,25 @@
+#!/usr/bin/env python3
+"""ft-float: talk to ft-floatd (floating windows in the Frametop desktop).
+
+  ft-float float [ID|active]   float a window (default: the active one; for it, a toggle)
+  ft-float dock [ID|active]    put a floating window back on the desktop
+  ft-float close ID            close a window
+  ft-float list                the spare outputs and what floats on them
+FT_FLOAT_SOCKET names ft-floatd's socket (default frametop_float).
+"""
+import os
+import socket
+import sys
+
+if len(sys.argv) < 2 or sys.argv[1] in ("-h", "--help"):
+    sys.exit(__doc__)
+s = socket.socket(socket.AF_UNIX, socket.SOCK_DGRAM)
+s.bind("")
+s.settimeout(5)
+try:
+    s.sendto(" ".join(sys.argv[1:]).encode(), "\0" + os.environ.get("FT_FLOAT_SOCKET", "frametop_float"))
+    reply = s.recv(8192).decode()
+except OSError as e:
+    sys.exit(f"ft-floatd didn't answer ({e}); is the Frametop desktop running?")
+print(reply)
+sys.exit(0 if reply.startswith("ok") else 1)

float/ft-floatd

@@ -0,0 +1,3 @@
+#!/bin/bash
+# ft-floatd on the Frame host, inside the Frametop desktop's session (see ft_floatd.py).
+exec python3 "$(dirname "$(readlink -f "$0")")/ft_floatd.py" "$@"

float/ft_floatd.py

@@ -0,0 +1,622 @@
+#!/usr/bin/env python3
+"""ft-floatd: floating windows for the Frametop desktop (see docs/floating-windows.md).
+
+Runs inside the desktop's Plasma session (its D-Bus and Wayland). It keeps the table of
+which window floats on which spare output and panel, and connects three parts:
+  - the KWin script frametop-float (float/frametop-float.js), which it loads into KWin. The
+    script sends events over D-Bus (org.frametop.Float.Event) and fetches commands with a
+    long poll (NextCommand).
+  - ft-screens, through its control socket (@ft_screens): the spare output's size, and the
+    floating panel's crop, density, place, and popups.
+  - kscreen-doctor, to turn spare outputs on and off and place them in KWin's layout.
+Commands and ft-screens' events arrive as datagrams on @frametop_float (ft-float is the
+command-line side). Replies go to the sender:
+  float [ID|active]   dock [ID|active]   close ID   list   quit          (ft-float)
+  dock N | close N | resize N W H | scale N STEPS                      (ft-screens, N = its screen)
+
+Spare outputs are WL-<screens> .. WL-<screens + slots - 1>. A floating window's output is its
+frame plus a margin on each side (FLOAT_MARGIN pixels), so menus have room; the panel shows
+only the window. Spares are placed apart from the screens and from each other in KWin's
+layout, all within Xwayland's 32767-pixel limit.
+
+Usage: ft-floatd [--screens N] [--slots N] [--margin PX] [--control NAME] [--socket NAME]
+Defaults: FT_SCREEN_COUNT (from the session) or the layout's count, FLOAT_SLOTS and
+FLOAT_MARGIN from ~/.config/frametop.conf (8 and 300), @ft_screens, @frametop_float.
+"""
+import argparse
+import json
+import math
+import os
+import re
+import socket
+import subprocess
+import sys
+import time
+
+import dbus
+import dbus.mainloop.glib
+import dbus.service
+from gi.repository import GLib
+
+HERE = os.path.dirname(os.path.realpath(__file__))
+sys.path.insert(0, os.path.join(HERE, "..", "layout"))
+import ft_layout  # noqa: E402  (config and layout)
+
+SERVICE = IFACE = "org.frametop.Float"
+PATH = "/Float"
+SCRIPT = "frametop-float"
+POLL_SECONDS = 20        # NextCommand answers empty after this (KWin's D-Bus timeout is 25 s)
+SPARE_X, SPARE_CELL = 12000, 5000  # spares in KWin's layout: a grid from here, 4 across
+PULL_OUT = 0.3           # a floated window starts this far in front of its screen (metres), clear of it
+DEFAULT_MPP = 1.6 / 1920  # metres per pixel when ft-screens can't say (no SteamVR)
+DEBUG = os.environ.get("FT_FLOAT_DEBUG") == "1"  # log every event from the script
+
+
+def whole(*scales):
+    """The multiple a spare's size in pixels must be at these scales: KWin's nested backend gives
+    the buffer a whole buffer scale (1.2 -> 2), and a buffer that isn't a multiple of it is a
+    protocol error that disconnects KWin."""
+    k = 1
+    for s in scales:
+        k = math.lcm(k, max(1, math.ceil(s - 1e-6)))
+    return k
+
+
+def kwin_size(px, scale, k):
+    """What to ask ft-screens for so a spare comes out at least px pixels, a multiple of k. KWin
+    makes a nested output the size it's configured to times its scale, rounded. Returns (the
+    size to ask for, the pixels it comes out); the margin takes the extra pixels."""
+    n = max(1, math.floor(px / scale))
+    while True:
+        exact = n * scale
+        p = math.floor(exact + 0.5)
+        if p >= px and p % k == 0 and abs(exact - math.floor(exact) - 0.5) > 1e-6:
+            return n, p
+        n += 1
+
+
+def log(*args):
+    print(time.strftime("%H:%M:%S"), *args, flush=True)
+
+
+class Screens:
+    """ft-screens' control socket."""
+
+    def __init__(self, name):
+        self.address = "\0" + name
+        self.sock = socket.socket(socket.AF_UNIX, socket.SOCK_DGRAM)
+        self.sock.bind("")
+
+    def ask(self, text, quiet=False):
+        self.sock.settimeout(2.0)
+        try:
+            self.sock.sendto(text.encode(), self.address)
+            reply = self.sock.recv(8192).decode()
+        except OSError as e:
+            reply = f"error no answer ({e})"
+        if not reply.startswith("ok") and not quiet:
+            log(f"ft-screens: {text}: {reply}")
+        return reply
+
+
+def kscreen(*args):
+    try:
+        r = subprocess.run(["kscreen-doctor", *args], capture_output=True, text=True, timeout=20)
+        return r.stdout
+    except (OSError, subprocess.TimeoutExpired) as e:
+        log(f"kscreen-doctor: {e}")
+        return ""
+
+
+def output_scales():
+    try:
+        data = json.loads(kscreen("-j") or "{}")
+    except ValueError:
+        return {}
+    return {o["name"]: float(o.get("scale", 1)) for o in data.get("outputs", []) if o.get("name")}
+
+
+class Float:
+    """A floating window."""
+
+    def __init__(self, wid, slot, saved):
+        self.id = wid
+        self.slot = slot          # Slot
+        self.saved = saved        # where it came from: output, frame, onAllDesktops
+        self.scale = 1.0          # its output's scale (pixels per logical unit)
+        self.mpp = DEFAULT_MPP    # metres per pixel on its panel
+        self.frame = None         # last frame (logical, global)
+        self.client = None
+        self.full = False         # full screen: no margin
+        self.normal = None        # its size in pixels when last not full screen
+        self.unfull_until = 0.0   # left full screen just now (see follow)
+        self.move_from = None     # frame when a title-bar move started (put back after)
+        self.subs = {}            # popup or dialog id -> number on the panel
+
+
+class Slot:
+    def __init__(self, k, screens):
+        self.k = k
+        self.output = f"WL-{screens + k}"
+        self.index = screens + k + 1  # ft-screens' number (1-based)
+        self.pos = (SPARE_X + (k % 4) * SPARE_CELL, (k // 4) * SPARE_CELL)
+        self.size = None              # its output's size in pixels, as last set
+        self.want = None              # the size in pixels asked for (size is at least that)
+        self.kscale = 1.0             # its output's scale in KWin, as last set
+        self.window = None            # Float
+
+
+class Daemon:
+    def __init__(self, args):
+        self.screens_n = args.screens
+        self.margin = args.margin
+        self.slots = [Slot(k, args.screens) for k in range(args.slots)]
+        self.floats = {}         # window id -> Float
+        self.windows = {}        # window id -> last info from the script
+        self.pending = []        # commands for the script
+        self.waiter = None       # (reply callback, timeout source) while the script waits
+        self.screens = Screens(args.control)
+        self.sub_numbers = {}    # popup/dialog id -> (window id, number)
+        self.next_sub = 1
+
+    # ------------------------------------------------------------ the script
+
+    def command(self, **cmd):
+        self.pending.append(cmd)
+        self.flush()
+
+    def flush(self):
+        if not self.waiter or not self.pending:
+            return
+        reply, source = self.waiter
+        self.waiter = None
+        GLib.source_remove(source)
+        text, self.pending = json.dumps(self.pending), []
+        reply(text)
+
+    def wait(self, reply):
+        if self.waiter:  # a stale poll (the script reloaded): let it go
+            old, source = self.waiter
+            GLib.source_remove(source)
+            old("")
+
+        def timeout():
+            if self.waiter and self.waiter[0] is reply:
+                self.waiter = None
+                reply("")
+            return False
+        self.waiter = (reply, GLib.timeout_add_seconds(POLL_SECONDS, timeout))
+        self.flush()
+
+    def load_script(self, bus):
+        kwin = dbus.Interface(bus.get_object("org.kde.KWin", "/Scripting"), "org.kde.kwin.Scripting")
+        if kwin.isScriptLoaded(SCRIPT):
+            kwin.unloadScript(SCRIPT)
+        sid = int(kwin.loadScript(os.path.join(HERE, "frametop-float.js"), SCRIPT, signature="ss"))
+        if sid < 0:
+            raise RuntimeError("KWin didn't load the script")
+        bus.get_object("org.kde.KWin", f"/Scripting/Script{sid}").run(dbus_interface="org.kde.kwin.Script")
+        log(f"script loaded ({sid})")
+
+    # ------------------------------------------------------------ events from the script
+
+    def on_event(self, ev):
+        kind = ev.get("ev")
+        if DEBUG:
+            log("event", {k: v for k, v in ev.items() if k in ("ev", "id", "output", "frame", "fullScreen", "popup",
+                                                                "parent", "move")})
+        wid = ev.get("id", "")
+        if kind == "hello":
+            self.command(cmd="config", screens=self.screens_n)
+            # The script reports every window after "config"; spares nothing floats on are off.
+            GLib.timeout_add(1500, self.disable_unused)
+            return
+        if kind == "removed":
+            self.windows.pop(wid, None)
+            if wid in self.floats:
+                log(f"{wid[:9]} closed")
+                self.release(self.floats.pop(wid))
+            self.drop_sub(wid)
+            return
+        if wid:
+            self.windows[wid] = ev
+        f = self.floats.get(wid)
+        if kind == "float-request":
+            self.float_window(ev)
+        elif kind == "dock-request":
+            if f:
+                self.dock(f)
+        elif kind in ("added", "window", "output"):
+            self.seen(ev)
+        elif kind == "geometry":
+            if f:
+                self.follow(f, ev)
+            else:
+                self.sub(ev)
+        elif kind == "move-start" and f and ev.get("move"):
+            f.move_from = ev["frame"]
+            self.screens.ask(f"carry {f.slot.index}", quiet=True)
+        elif kind == "move-end" and f and f.move_from:
+            # The panel carried the window; KWin may have slipped it a few pixels first.
+            m, f.move_from = f.move_from, None
+            if (m["x"], m["y"]) != (ev["frame"]["x"], ev["frame"]["y"]):
+                self.command(cmd="geometry", id=f.id, x=m["x"], y=m["y"], w=ev["frame"]["w"], h=ev["frame"]["h"])
+        elif kind == "fullscreen" and f:
+            if not ev.get("fullScreen"):
+                f.unfull_until = time.monotonic() + 1.0
+            self.follow(f, ev)
+        elif kind == "minimized" and f:
+            self.screens.ask(f"minimized {f.slot.index} {1 if ev.get('minimized') else 0}", quiet=True)
+
+    def spare_slot(self, output):
+        for s in self.slots:
+            if s.output == output:
+                return s
+        return None
+
+    def seen(self, ev):
+        """A window the script told us about: is it somewhere it shouldn't be?"""
+        wid = ev["id"]
+        slot = self.spare_slot(ev.get("output", ""))
+        f = self.floats.get(wid)
+        if f and f.slot is not slot and ev["ev"] == "output":
+            # Left its spare (KWin moved it, or docking): it's not floating any more.
+            if slot is None:
+                log(f"{wid[:9]} left its floating output")
+                del self.floats[wid]
+                self.release(f)
+            return
+        if slot is None or f:
+            return
+        if ev.get("popup") or (ev.get("transient") and ev.get("parent") in self.floats):
+            self.sub(ev)
+            return
+        if not ev.get("normal"):
+            return
+        if slot.window is None:
+            if ev.get("cls") == "ksplashqml":  # the login splash, on every output at first
+                return
+            # Floating when ft-floatd (re)started: take it over where it is.
+            f = Float(wid, slot, None)
+            slot.window = f
+            self.floats[wid] = f
+            f.scale = slot.kscale = output_scales().get(slot.output, 1.0)
+            log(f"{wid[:9]} ({ev.get('cls')}) already floats on {slot.output}")
+            self.follow(f, ev)
+            return
+        # A new window that opened on a floating window's output: windows of floating apps
+        # float too; anything else goes to the screens.
+        if ev["ev"] == "added" and any(o.saved is not None and self.windows.get(o.id, {}).get("pid") == ev.get("pid")
+                                       for o in self.floats.values()):
+            self.float_window(ev)
+        else:
+            self.command(cmd="place", id=wid, output="WL-0", x=ev["frame"]["x"] % 400 + 100,
+                         y=ev["frame"]["y"] % 300 + 100, w=ev["frame"]["w"], h=ev["frame"]["h"])
+
+    # ------------------------------------------------------------ floating and docking
+
+    def sized(self, slot, size, timeout=1.0):
+        """Wait (briefly) until KWin has taken the spare's new size, before a scale that needs it."""
+        end = time.monotonic() + timeout
+        while time.monotonic() < end:
+            for line in self.screens.ask("toplevels", quiet=True).splitlines()[1:]:
+                f = line.split()
+                if len(f) >= 2 and f[0] == str(slot.index) and f[1] == f"{size[0]}x{size[1]}":
+                    return True
+            time.sleep(0.03)
+        log(f"{slot.output} didn't take {size[0]}x{size[1]} in time")
+        return False
+
+    def set_size(self, slot, want, k=None):
+        """Size a spare's output to at least want (pixels) at its current scale in KWin."""
+        if want == slot.want:
+            return
+        k = k or whole(slot.kscale)
+        (w, pw), (h, ph) = kwin_size(want[0], slot.kscale, k), kwin_size(want[1], slot.kscale, k)
+        slot.want, slot.size = want, (pw, ph)
+        self.screens.ask(f"size {slot.index} {w} {h}")
+
+    def disable_unused(self):
+        off = [f"output.{s.output}.disable" for s in self.slots if s.window is None]
+        if off:
+            kscreen(*off)
+        return False
+
+    def free_slot(self):
+        for s in self.slots:
+            if s.window is None:
+                return s
+        return None
+
+    def screen_mpp(self, output):
+        """Metres per pixel on the screen showing this output, from ft-screens."""
+        m = re.match(r"WL-(\d+)$", output or "")
+        reply = self.screens.ask("screens", quiet=True)
+        if m and reply.startswith("ok"):
+            for part in reply.split()[2:]:
+                idx, size, metres = part.split(":")
+                if int(idx) == int(m.group(1)) + 1:
+                    return float(metres) / max(1, int(size.split("x")[0]))
+        return DEFAULT_MPP
+
+    def float_window(self, ev):
+        wid = ev["id"]
+        if wid in self.floats:
+            return
+        slot = self.free_slot()
+        if slot is None:
+            self.notify(f"All {len(self.slots)} floating windows are in use. Put one back on the desktop "
+                        "to float another.")
+            return
+        f = Float(wid, slot, {"output": ev["output"], "frame": ev["frame"], "onAllDesktops": ev.get("onAllDesktops")})
+        slot.window = f
+        self.floats[wid] = f
+        scales = output_scales()
+        f.scale = scales.get(ev["output"], 1.0)
+        slot.kscale = scales.get(slot.output, slot.kscale)
+        f.mpp = self.screen_mpp(ev["output"])
+        fr, s, m = ev["frame"], f.scale, self.margin
+        w, h = round(fr["w"] * s), round(fr["h"] * s)
+        log(f"{wid[:9]} ({ev.get('cls')}) floats on {slot.output}: {w}x{h} px, scale {s:g}")
+        # The spare's size first (while it's off, so its first frame is right; it's sized at
+        # its old scale, for pixels that suit the new one), then its panel, then turn it on,
+        # then the window.
+        slot.want = None
+        self.set_size(slot, (w + 2 * m, h + 2 * m), whole(slot.kscale, s))
+        self.screens.ask(f"scale {slot.index} {s:g}")  # for pointer positions (KWin's units)
+        self.set_panel(f, (m, m, w, h), title=round((ev["client"]["y"] - fr["y"]) * s))
+        self.place_panel(f, ev)
+        kscreen(f"output.{slot.output}.enable", f"output.{slot.output}.scale.{s:g}",
+                f"output.{slot.output}.position.{slot.pos[0]},{slot.pos[1]}")
+        self.rescaled(slot, s)
+        self.command(cmd="place", id=wid, output=slot.output, x=slot.pos[0] + m / s, y=slot.pos[1] + m / s,
+                     w=fr["w"], h=fr["h"], onAllDesktops=True)
+
+    def set_panel(self, f, crop, title=0):
+        x, y, w, h = crop
+        self.screens.ask(f"float {f.slot.index} {f.mpp:.7f} {x} {y} {w} {h} {title}")
+
+    def place_panel(self, f, ev):
+        """Put the panel where the window was on its screen, a little in front of it."""
+        m = re.match(r"WL-(\d+)$", ev["output"])
+        reply = self.screens.ask(f"get {int(m.group(1)) + 1}", quiet=True) if m else ""
+        if not reply.startswith("ok"):
+            return
+        g = ft_layout.parse_get(reply)
+        c, xa, ya, za = g["center"], g["x"], g["y"], g["z"]
+        out, fr, s = ev["outputRect"], ev["frame"], f.scale
+        # The window's centre relative to the screen's, in panel pixels, then metres.
+        dx = ((fr["x"] - out["x"]) + fr["w"] / 2 - out["w"] / 2) * s * f.mpp
+        dy = ((fr["y"] - out["y"]) + fr["h"] / 2 - out["h"] / 2) * s * f.mpp
+        p = [c[k] + xa[k] * dx - ya[k] * dy + za[k] * PULL_OUT for k in range(3)]
+        rows = [f"{xa[k]:.5f} {ya[k]:.5f} {za[k]:.5f} {p[k]:.4f}" for k in range(3)]
+        self.screens.ask(f"pose {f.slot.index} {' '.join(rows)}")
+
+    def follow(self, f, ev):
+        """The window moved or resized on its output: crop the panel to it, and keep the
+        output its size plus the margin. Full screen: no margin, and the output keeps the
+        window's size from before, so the window fills its own panel."""
+        slot, s = f.slot, f.scale
+        fr, cl, out = ev["frame"], ev["client"], ev["outputRect"]
+        f.frame, f.client = fr, cl
+        # KWin sizes a window to its output before it reports it full screen; with a margin, a
+        # window that fills its output is going full screen. (Not just after it left full
+        # screen: then it fills the output until the output grows back.)
+        fills = self.margin > 0 and (fr["x"], fr["y"], fr["w"], fr["h"]) == (out["x"], out["y"], out["w"], out["h"])
+        full = bool(ev.get("fullScreen")) or (fills and time.monotonic() > f.unfull_until)
+        f.full = full
+        w, h = round(fr["w"] * s), round(fr["h"] * s)
+        if not full:
+            f.normal = (w, h)
+        m = 0 if full else self.margin
+        self.set_size(slot, f.normal if full and f.normal else (w + 2 * m, h + 2 * m))
+        if not full:
+            x0, y0 = slot.pos[0] + m / s, slot.pos[1] + m / s
+            if abs(fr["x"] - x0) > 0.5 or abs(fr["y"] - y0) > 0.5:
+                self.command(cmd="geometry", id=f.id, x=x0, y=y0, w=fr["w"], h=fr["h"])
+                return  # the next geometry event crops the panel
+        x, y = round((fr["x"] - out["x"]) * s), round((fr["y"] - out["y"]) * s)
+        self.set_panel(f, (x, y, w, h), title=0 if full else round((cl["y"] - fr["y"]) * s))
+
+    def rescale(self, f, steps):
+        """Meta+scroll: the window's content bigger or smaller, at the same size in pixels, so its
+        panel stays the same size (KWin's output scale, in steps of 10%)."""
+        if not f.frame or f.full or steps == 0:
+            return
+        s = min(3.0, max(0.5, round(f.scale * 1.1 ** steps * 20) / 20))
+        if s == f.scale:
+            return
+        w, h = round(f.frame["w"] * f.scale), round(f.frame["h"] * f.scale)
+        slot, m = f.slot, self.margin
+        log(f"{f.id[:9]} scale {f.scale:g} -> {s:g}")
+        f.scale = s
+        # The output's size in pixels must suit the new scale before KWin draws at it (see whole).
+        k = whole(slot.kscale, s)
+        if slot.size[0] % k or slot.size[1] % k:
+            slot.want = None
+            self.set_size(slot, slot.size, k)
+            self.sized(slot, slot.size)
+        kscreen(f"output.{slot.output}.scale.{s:g}")
+        self.screens.ask(f"scale {slot.index} {s:g}")
+        self.rescaled(slot, s)
+        self.command(cmd="geometry", id=f.id, x=slot.pos[0] + m / s, y=slot.pos[1] + m / s, w=w / s, h=h / s)
+
+    def rescaled(self, slot, s):
+        """KWin has the spare at scale s now: ask for its size again in the new scale's terms,
+        or the next configure (any size, or KWin's own) would make it the old size times s."""
+        if s == slot.kscale:
+            return
+        slot.kscale = s
+        want, slot.want = slot.size, None
+        self.set_size(slot, want)
+
+    def dock(self, f, frame=None):
+        """Back where it came from (or onto screen 1 if we don't know)."""
+        saved = f.saved or {"output": "WL-0", "frame": dict(f.frame or {"x": 100, "y": 100, "w": 800, "h": 600}),
+                            "onAllDesktops": False}
+        fr = frame or saved["frame"]
+        log(f"{f.id[:9]} back to {saved['output']}")
+        self.command(cmd="place", id=f.id, output=saved["output"], x=fr["x"], y=fr["y"], w=fr["w"], h=fr["h"],
+                     onAllDesktops=bool(saved.get("onAllDesktops")))
+
+    def release(self, f):
+        """Its window left: hide the panel and turn the spare off."""
+        slot = f.slot
+        if slot.window is f:
+            slot.window = None
+            slot.want = None
+        for sub_id in list(f.subs):
+            self.drop_sub(sub_id)
+        self.screens.ask(f"unfloat {slot.index}", quiet=True)
+        kscreen(f"output.{slot.output}.disable")
+
+    # ------------------------------------------------------------ popups and dialogs
+
+    def sub(self, ev):
+        parent = self.floats.get(ev.get("parent", ""))
+        if parent is None:
+            # A popup of a popup: its top-level parent is the floating window.
+            known = self.sub_numbers.get(ev.get("parent", ""))
+            parent = self.floats.get(known[0]) if known else None
+        if parent is None:
+            return
+        wid = ev["id"]
+        if wid not in self.sub_numbers:
+            self.sub_numbers[wid] = (parent.id, self.next_sub)
+            parent.subs[wid] = self.next_sub
+            self.next_sub += 1
+        n = self.sub_numbers[wid][1]
+        fr, out, s = ev["frame"], ev["outputRect"], parent.scale
+        x, y = round((fr["x"] - out["x"]) * s), round((fr["y"] - out["y"]) * s)
+        self.screens.ask(f"sub {parent.slot.index} {n} {x} {y} {round(fr['w'] * s)} {round(fr['h'] * s)}", quiet=True)
+
+    def drop_sub(self, wid):
+        known = self.sub_numbers.pop(wid, None)
+        if not known:
+            return
+        parent = self.floats.get(known[0])
+        if parent:
+            parent.subs.pop(wid, None)
+            self.screens.ask(f"sub {parent.slot.index} {known[1]} off", quiet=True)
+
+    # ------------------------------------------------------------ requests on @frametop_float
+
+    def by_panel(self, index):
+        for s in self.slots:
+            if s.index == index:
+                return s.window
+        return None
+
+    def request(self, text):
+        words = text.split()
+        if not words:
+            return "error empty"
+        cmd, rest = words[0], words[1:]
+        if cmd == "list":
+            return "ok " + " ".join(f"{s.output}:{s.window.id if s.window else '-'}" for s in self.slots)
+        if cmd == "quit":
+            GLib.idle_add(self.loop.quit)
+            return "ok"
+        if cmd in ("float", "dock") and (not rest or rest[0] == "active"):
+            self.command(cmd="request-active")
+            return "ok"
+        if cmd in ("dock", "close", "resize", "scale") and rest and rest[0].isdigit():
+            f = self.by_panel(int(rest[0]))
+            if not f:
+                return f"error no floating window on screen {rest[0]}"
+            if cmd == "dock":
+                self.dock(f)
+            elif cmd == "close":
+                self.command(cmd="close", id=f.id)
+            elif cmd == "scale" and len(rest) == 2:
+                self.rescale(f, int(rest[1]))
+            elif cmd == "resize" and len(rest) == 3 and f.frame:
+                w, h = max(320, int(rest[1])), max(200, int(rest[2]))
+                self.command(cmd="geometry", id=f.id, x=f.frame["x"], y=f.frame["y"], w=w / f.scale, h=h / f.scale)
+            return "ok"
+        if cmd in ("float", "dock", "close") and rest:
+            ev = self.windows.get(rest[0])
+            if not ev:
+                return f"error no window {rest[0]}"
+            if cmd == "float":
+                self.float_window(ev)
+            elif cmd == "dock" and rest[0] in self.floats:
+                self.dock(self.floats[rest[0]])
+            elif cmd == "close":
+                self.command(cmd="close", id=rest[0])
+            return "ok"
+        return "error unknown command"
+
+    def notify(self, text):
+        log(text)
+        try:
+            n = dbus.Interface(dbus.SessionBus().get_object("org.freedesktop.Notifications",
+                                                            "/org/freedesktop/Notifications"),
+                               "org.freedesktop.Notifications")
+            n.Notify("Frametop", 0, "window-new", "Floating windows", text, [], {}, 5000)
+        except dbus.DBusException as e:
+            log(f"notification: {e.get_dbus_message()}")
+
+
+class Service(dbus.service.Object):
+    def __init__(self, bus, daemon):
+        super().__init__(dbus.service.BusName(SERVICE, bus), PATH)
+        self.daemon = daemon
+
+    @dbus.service.method(IFACE, in_signature="s", out_signature="")
+    def Event(self, text):
+        try:
+            self.daemon.on_event(json.loads(text))
+        except (ValueError, KeyError, TypeError) as e:
+            log(f"bad event {text[:200]}: {e!r}")
+
+    @dbus.service.method(IFACE, in_signature="", out_signature="s", async_callbacks=("reply", "error"))
+    def NextCommand(self, reply, error):
+        self.daemon.wait(reply)
+
+
+def main():
+    conf = ft_layout.read_conf()
+    p = argparse.ArgumentParser(description="Floating windows for the Frametop desktop")
+    p.add_argument("--screens", type=int, default=int(os.environ.get("FT_SCREEN_COUNT") or 0))
+    p.add_argument("--slots", type=int, default=int(conf.get("FLOAT_SLOTS") or 8))
+    p.add_argument("--margin", type=int, default=int(conf.get("FLOAT_MARGIN") or 300))
+    p.add_argument("--control", default="ft_screens")
+    p.add_argument("--socket", default="frametop_float")
+    args = p.parse_args()
+    if args.screens <= 0:
+        args.screens = ft_layout.screen_count()
+    args.slots = max(0, min(16, args.slots))
+    args.margin = max(0, min(1000, args.margin))
+
+    dbus.mainloop.glib.DBusGMainLoop(set_as_default=True)
+    bus = dbus.SessionBus()
+    daemon = Daemon(args)
+    service = Service(bus, daemon)  # noqa: F841 (keeps the name)
+    daemon.loop = GLib.MainLoop()
+
+    sock = socket.socket(socket.AF_UNIX, socket.SOCK_DGRAM)
+    sock.bind("\0" + args.socket)
+    sock.setblocking(False)
+
+    def readable(*_):
+        while True:
+            try:
+                data, sender = sock.recvfrom(4096)
+            except BlockingIOError:
+                return True
+            reply = daemon.request(data.decode(errors="replace").strip())
+            if sender:
+                try:
+                    sock.sendto(reply.encode(), sender)
+                except OSError:
+                    pass
+    GLib.io_add_watch(sock.fileno(), GLib.IO_IN, readable)
+
+    log(f"{args.screens} screens, {args.slots} floating slots (WL-{args.screens} and up), margin {args.margin} px")
+    daemon.load_script(bus)
+    daemon.loop.run()
+
+
+if __name__ == "__main__":
+    main()

gaze/README.md

@@ -4,6 +4,7 @@ The Steam Frame's eye tracking as pointer input: a gaze mode for the 3D mouse (t
 
 - `ft-gaze` (C++, OpenVR, runs in the dev container) reads the eye tracker and prints one JSON line per sample (90 Hz). For each source, it gives the gaze direction relative to the head and the Frametop screen pixel it lands on.
 - `gazecal.py` has what the probe and the gaze service share: the correction models, filters, and the reader for SteamVR's eye tracking log.
+- `tracker/` is our own eye tracker, an alternative to SteamVR's: `ft-eyes` finds the pupils and glints in the eye-camera frames that `ft-eyegrab` (a small root service) copies out of SteamVR's tracker. See "Our own eye tracker" below.
 - `probe/ft-gazeprobe` (GTK 4, host Python) is a fullscreen playground. It runs ft-gaze, draws where you're looking, measures accuracy, and tries out hold-to-adjust clicking with a calibration that learns from your adjustments.
 
 ```
@@ -12,15 +13,22 @@ gaze/probe/install.sh         # build, and add Frametop Gaze Probe to the app me
 gaze/probe/ft-gazeprobe --screen 1
 gaze/run.sh install           # the gaze service, with SteamVR
 gaze/ft-gazectl on            # the pointer follows your gaze (off: the mouse alone)
+gaze/tracker/install.sh       # our own eye tracker's frame grabber (asks for sudo)
 ```
 
 ## Gaze pointer
 
 Gaze as an input method for the whole desktop, without replacing anything of SteamVR's:
 
-- `ft-gazed` (host Python, a user service: `gaze/run.sh install`) runs ft-gaze and corrects its gaze. It uses SteamVR's combined gaze (mmap set 1), which keeps going when the tracker loses one eye; set 2's combined direction is off by half of whatever the lost eye reads, and the tracker does lose an eye for minutes at a time. It drops blinks (both eyes closing), smooths with a fixation lock, and applies the calibration from the probe (`calibration.json`, reloaded when the probe changes it) plus what the pointer has learned since (`pointer-lessons.json`). It sends the result to the pointer helper 90 times a second. It follows SteamVR's eye tracking log, and when the headset goes back on (SteamVR starts its eye model over, and the error moves), older lessons count less, so the first few after relearn the offset.
+- `ft-gazed` (host Python, a user service: `gaze/run.sh install`) runs ft-gaze and corrects its gaze. Two settings on the Gaze page of Frametop Input Settings (`GAZE_TRACKER` and `GAZE_EYE` in `~/.config/frametop.conf`, read again when the file changes) pick whose eye tracking it uses and how it weights the eyes:
+  - **Eye tracker:** SteamVR's (the default), or our own (Own tracker: see "Our own eye tracker" below). The gaze service runs ours while this is on. It keeps its own calibration: calibrate it in the probe with the tracker toggle on Own tracker. The gaze pointer's settings (hand back, nudges, hold to drag, the dot) are the pointer helper's, so they're the same with either.
+  - **Eye bias:** Auto, Left, or Right. The gaze combines both eyes, each calibrated on its own, because their errors partly cancel: on 306 clicks with our tracker, the eyes' sideways errors were correlated -0.37, and both together were 0.65 degrees off (median) against 0.96 for the left eye alone and 1.11 for the right. So Left or Right leans instead of choosing: that eye counts twice as much as the other (0.03 degrees worse there toward the better eye, 0.13 toward the worse). Auto weights each eye by the inverse square of how far off it was at your last 20 nudges, once each eye has 5, and evenly before that. Each eye's miss is measured before that nudge teaches anything, so each is a fresh test. The calibration's own fit isn't used for this: on SteamVR's test of 2026-09-29, the calibration dots said the left eye was the better one, and new spots said the right. Either eye carries the gaze alone while the other is closed or lost.
+
+  With SteamVR, each eye is its own reading (set 2), corrected by its calibration from the probe (the Left eye and Right eye sources) plus what the pointer has taught that eye since. On that test, the two eyes each calibrated and averaged were 1.70 degrees off (median; mean 1.62) against 1.72 (mean 1.84) for SteamVR's combined gaze with its calibration. A calibration from before the probe had the eyes as sources, or `--source`, uses the older path. That path runs on SteamVR's combined gaze (mmap set 1), corrected as a whole. When the tracker loses one eye (its variance for that eye jumps from about 0.001 to 0.02), the gaze comes from the other eye instead: that eye's own reading (set 2) plus what it usually reads against the combined gaze, learned while both eyes are seen, in 10 degree cells of where it looks. Set 1 keeps going on one eye too, but it holds the lost eye's yaw where it was, so the gaze moves half as far sideways as your eyes do. On a recording, one eye alone came out a median 0.8 degrees from both eyes' gaze over a steady look, a little more jittery.
+
+  Looks down past the screens (under 20 degrees down, on no Frametop screen: a glance at the keyboard) aren't sent, so the pointer stays where it was instead of following you down, and eyes lost there aren't counted. It drops blinks (both eyes closing or lost), smooths with a fixation lock, and sends the result to the pointer helper 90 times a second. It follows SteamVR's eye tracking log, and when the headset goes back on (SteamVR starts its eye model over, and the error moves), older lessons count less, so the first few after relearn the offset.
 - The pointer helper's **gaze mode** (off by default: the Gaze page of Frametop Input Settings, `gaze/ft-gazectl on`, `POINTER_GAZE=1` in `~/.config/frametop.conf`, or a mouse or controller button mapped to "Gaze pointer on/off") works like MAGIC pointing (Zhai et al., 1999). The pointer goes where you look. Move the mouse and it's the mouse's, from where the gaze put it, for the last bit. Look well away (5 degrees) and the gaze takes it back. A press isn't sent at once: the pointer stops where the gaze put it, and if that's wrong, drag it onto what you meant with the button still held; the click happens where you let go. To drag something, hold the press still for half a second first (`POINTER_GAZE_HOLD`), then move. Outside games the pointer stays on while gaze mode is on. The dot only shows while the mouse moves it, while a press is held, and as a pulse when you click.
-- **Learning from nudges:** if the mouse took the pointer from the gaze and moved it a little (0.2 to 8 degrees) before you clicked, or you dragged a held press that far, you were nudging it onto what you looked at. The helper sends that as a lesson, from the raw gaze when the mouse took over to where you clicked, and ft-gazed learns it. So using it is what calibrates it. One lesson moves the whole correction by only a third of what it measured (more near where it was taken), since in the first live test one 6 degree lesson moved everything and put the next target 7 degrees off. `ft-gazectl status` shows the lessons, and `ft-gazectl forget` drops them.
+- **Learning from nudges:** if the mouse took the pointer from the gaze and moved it a little (0.2 to 8 degrees) before you clicked, or you dragged a held press that far, you were nudging it onto what you looked at. The helper sends that as a lesson, from the raw gaze when the mouse took over to where you clicked, and ft-gazed learns it. So using it is what calibrates it. The raw gaze is one ft-gazed sent, so it also finds when that look was, and what each eye read then. With SteamVR, each eye learns its own error. With our tracker, the look goes to it as a click, like the probe's, and it relearns how the headset sits on your face. After the headset was off, your first nudge and click there resets that (the probe's one-dot check does the same). The helper only sends nudges up to `POINTER_GAZE_NUDGE_MAX` (8 degrees), and right after putting the headset back on our tracker can be further off than that. If so, raise it for a moment, or do the probe's check. One lesson moves the whole correction by only a third of what it measured (more near where it was taken), since in the first live test one 6 degree lesson moved everything and put the next target 7 degrees off. `ft-gazectl status` shows the lessons, and `ft-gazectl forget` drops them.
 - Nothing writes to SteamVR, its eye tracker, or its files: ft-gaze maps the eye tracker's shared memory read-only. With no fresh gaze (a blink, the service stopped, the headset off), the pointer stays where it is, and the mouse works as always.
 
 Lessons are logged to `pointer-lessons.jsonl`: the raw gaze, the true direction, the correction at the time, and how far off it was.
@@ -30,13 +38,36 @@ Lessons are logged to `pointer-lessons.jsonl`: the raw gaze, the true direction,
 | Source | Where it comes from |
 | --- | --- |
 | SteamVR action | An `eyetracking` action bound to `/user/head/eyetracking` (`actions/`), read with `IVRInput::GetEyeTrackingDataRelativeToNow`. This is the supported way. |
-| mmap set 1, set 2 | `/dev/shm/eye-server.mmap`, which SteamVR's eyetracking process writes for the HMD driver (`driver_cv.so`). It has two sets of per-eye directions in head space. The layout is undocumented (offsets are in `ft-gaze.cpp`) and may change with a SteamVR update. ft-gaze maps it read-only; the file also carries calibration clicks to the tracker and must never be written. |
+| mmap set 1, set 2 | `/dev/shm/eye-server.mmap`, which SteamVR's eyetracking process writes for the HMD driver (`driver_cv.so`). It has two sets of per-eye directions in head space: set 1 is filtered, and its two eyes always share one pitch; set 2 is each eye's own reading. After each set come the tracker's variances for each eye, and at the end each eye's raw measurement and its variance (the tracker's confidence in that frame), which ft-gaze passes on for the fit check. |
+| Left eye, right eye | Each eye alone, from set 2: calibrate and test them to see what one eye is worth against both. The layout is undocumented (offsets are in `ft-gaze.cpp`) and may change with a SteamVR update. ft-gaze maps it read-only; the file also carries calibration clicks to the tracker and must never be written. |
+| Own tracker | Our own tracker (`tracker/`, experimental; see "Our own eye tracker"). It keeps its own calibration, not SteamVR's: the probe's calibration with the tracker toggle on Own tracker fits it (its dots go out to the Calibration ring angle each way, on an oval, since the fit goes wrong past its dots), and practice clicks teach it how far the headset has moved on your face since. After the headset was off, the probe first asks for one look at a centre dot, which resets that. With Own tracker on, the probe hides SteamVR's gaze and draws a red dot where each eye alone puts it, and asks the gaze service to keep the tracker running. The gaze pointer can use it too (Eye tracker: Own tracker, on the Gaze page of Frametop Input Settings). ft-gaze reports it as `own` while it's running, and as `{"ok":0}` otherwise. |
 
-The tracker stops when the headset is off your head. SteamVR also calibrates gaze on its own from laser-mouse clicks, treating each click as a spot you were looking at. That includes mouse clicks through the Frametop pointer, so a click where the pointer's dot isn't what you're looking at teaches SteamVR a wrong sample (it only takes clicks within 5 degrees of your gaze). In the probe, use Enter or Space as the trigger: keys don't go through SteamVR's laser. See `Accept usercal` in `~/.local/share/Steam/logs/eyetracking.txt`.
+The tracker stops when the headset is off your head. SteamVR also calibrates gaze on its own from laser-mouse clicks, treating each click as a spot you were looking at. That includes mouse clicks through the Frametop pointer, so a click where the pointer's dot isn't what you're looking at teaches SteamVR a wrong sample (it only takes clicks within 5 degrees of your gaze). In the probe, use Enter or Space as the trigger: keys don't go through SteamVR's laser. See `Accept usercal` in `~/.local/share/Steam/logs/eyetracking.txt`. When the tracker loses an eye, the same log says `CEyePoseUKF L: Large dt` (or `R`) as it starts that eye over.
+
+## Our own eye tracker
+
+`gaze/tracker/` is an eye tracker of our own, because SteamVR's is about 1.5 degrees off after the best correction the gaze service can learn, and what's left is mostly look-to-look noise that no correction on top of its output can remove. Ours processes the eye cameras itself: 0.59 degrees (median) in its best live session against 0.83 for SteamVR's with the probe's correction, and after the headset was taken off and put back without recalibrating, 0.58 once your first clicks had taught it where the headset sat (`tracker/findings.md` has the measurements).
+
+- `ft-eyegrab` (C, root, the system service `frametop-eyegrab.service`) copies the eye-camera frames (512x400, 90 fps per eye) out of the DMA-BUFs SteamVR's `eyetracking` process holds into `/dev/shm/frametop-eyes-cams`, owned by you. It maps them read-only, and it only copies while someone touches `/dev/shm/frametop-eyes-want` (ft-eyes and the recorder do, every second). Otherwise it holds none of the tracker's buffers. Its unit keeps only the capabilities that needs (`CAP_SYS_PTRACE`, `CAP_DAC_READ_SEARCH`, `CAP_CHOWN`). `gaze/tracker/install.sh` builds it and installs it to `/etc/frametop` with sudo, which it asks for (`uninstall`, `status`, and `log` too).
+- `ft-eyes` (Python with numpy and OpenCV, in the dev container: `gaze/tracker/build.sh` puts the pinned `requirements.txt` in `gaze/tracker/build/venv`) finds each eye's pupil (dark threshold, closing, ellipse fit) and glint pair (`eyes_pupil.py`), and maps them to a gaze with a quadratic fit per eye (`eyes_model.py`). It follows the headset moving on your face with a per-eye shift, which your clicks teach, and uses the glints only to notice a sudden jump. It publishes the gaze in `/dev/shm/frametop-eyes-gaze` (ft-gaze's source `own`) and takes calibration dots and clicks on `@ft_eyes`. The gaze service runs it while Eye tracker is Own tracker, or while the probe uses it. State (the calibration, each eye's shift, the clicks) is in `~/.local/state/frametop/gaze/eyes/`.
+- `lab/` has the tools for improving it on recordings. `ft-eyes-record NAME` (or `ft-eyes-session`, with SteamVR's gaze alongside) records the cameras. `ft-eyes-score` fits and scores on recordings against the probe's practice clicks. `ft-eyes-e2e` runs the whole live path on two recordings (calibrate on one, click through the other). `ft-eyes-replay` plays a recording into a scratch share. Heavy ones run on a PC through `frame-job` (`gaze/tracker/.frame-job`). `lab/py` runs them with that Python (in the dev container on the Frame; frame-job's setup makes the same venv on the PC).
+
+Ground rules, for anyone changing it:
+
+- **Clean room.** Nothing of Valve's goes in: we don't decompile, disassemble, or patch the `eyetracking` binary or its network weights, and we don't copy their code or weights. Its public output (eye-server.mmap, read-only) is fair game as a baseline and as labels, and so are published papers and openly licensed pupil detectors (check each one's license: PuRe, PuReST, ElSe, and ExCuSe are non-commercial only).
+- **Root only reads.** ft-eyegrab never writes to, stops, or signals the `eyetracking` process, vrserver, or vrcompositor, never opens `/dev/adsp`, `/dev/cdsp`, or `/dev/spidev0.1`, and never writes to `/dev/shm/eye-server.mmap` (it also carries calibration clicks into SteamVR's tracker), `/opt`, or `/persist`.
+- **Eye images are biometric data.** Recordings live outside the repo, in `~/.local/share/frametop/eyes/captures` (0700), and `.gitignore` catches stray frame dumps. They go nowhere but the machine that runs your offline jobs.
+- **Mind the headset's budget.** Finding a pupil takes about 0.4 ms a frame while ft-eyes follows it, and 1.4-2.1 ms when it searches the whole frame. Replays, scoring, and training go to a PC.
+
+## Headset fit
+
+The probe's Headset fit mode (Check headset fit on the Gaze page, or `ft-gazeprobe --mode fit`) shows, for each eye, whether the tracker has it, how open it is, and the tracker's confidence in it, and a map of where you looked coloured by how often it lost that eye there. Hints under the maps say which eye gets lost where, and what to try. Enter runs a guided check: dots around the screen, then looking down at the keyboard, up, left and right. R starts over. Adjust the headset while you watch it.
+
+Losing an eye is usually about where you look, not the tracker. On this Frame the left eye was lost 57 to 64 % of the time looking 30 to 50 degrees down (at the keyboard) and the right eye never; at screen height both were seen over 98 % of the time. Looking down, the lids come down over the eyes. That's harmless, since the gaze service ignores looks down past the screens: they show on the maps, but not in the counts or as a problem.
 
 ## Probe
 
-The trigger is Enter, Space, or a mouse button. Right-click anywhere in the window (or press the Menu key or Shift+F10) for a menu with Run calibration, Start accuracy test, Calibrate from last test, Reset calibration, the modes, the panel, fullscreen, and Quit. The buttons at the top right show and hide the panel, leave fullscreen, and quit. The keys do the same (Tab, F11, Esc), but only after you click the window once, since Frametop sends typing to the panel you clicked last. If ft-gaze stops, the probe starts it again after 3 s and shows why it stopped. Windowed mode stays on the screen it was on, and a small KWin script tells the probe where the window is, so the dot and targets are still in the right place.
+The trigger is Enter, Space, or a mouse button. Right-click anywhere in the window (or press the Menu key or Shift+F10) for a menu with Run calibration, Start accuracy test, Calibrate from last test, Reset calibration, the modes, the panel, fullscreen, and Quit. The buttons at the top right show and hide the panel, leave fullscreen, and quit. The arrow in the panel's title bar collapses it to just that bar, so the dot and targets behind it stay visible; the collapsed bar stays through tests. The keys do the same (Tab, C, F11, Esc), but only after you click the window once, since Frametop sends typing to the panel you clicked last. If ft-gaze stops, the probe starts it again after 3 s and shows why it stopped. Windowed mode stays on the screen it was on, and a small KWin script tells the probe where the window is, so the dot and targets are still in the right place.
 
 - **Run calibration (start here):** the initial calibration, modeled on Apple Vision Pro's eye setup. Face the centre and keep your head still. Look at one dot and press the trigger, then at each of six dots in a circle. That happens in three rounds, and the screen goes dark, then medium, then bright, because pupil size changes with brightness and the tracker's error with it. Each round turns the ring 20 degrees, and the middle round's ring is half the size, so the 21 dots cover the middle, halfway out, and the edge of your view. The ring's size is `Calibration ring` (degrees, 20 by default, less if the window is too small). Error grows toward the edge, and the calibration can only correct as far out as it has seen dots. The current dot is a bright pulsing dot with a point in the middle; finished dots fade to specks, so your eyes don't go back to them. Samples from blinks and from moments when the tracker lost an eye are dropped: openness under half of what it was during that look (not a fixed level, because your lids come down when you look down, and you squint in the bright round), or the angle between the eyes jumping more than 1.5 degrees from its median (that angle depends on how far away you're looking, so only a jump counts). Each dot is measured with medians, so one bad sample can't fail it. A look that lands where the gaze was for another dot of the round is refused as a look at the wrong dot. Mouse clicks don't count during a calibration run or a test: use Enter or Space. If a dot still fails, the message says why and the next try listens longer. After two failures, S (or the menu) skips the dot. Every attempt is logged to `calibration-attempts.jsonl`. At the end it fits every source's calibration from all the dots, replacing what it had learned (quadratic if the model was none). Esc cancels. The run is saved as `calibration-*.json`. With "Test after calibration" on (the default), the accuracy test starts right after, on new spots.
 - **Free look:** the gaze dot. The trigger calibrates wherever you're looking (see below).

gaze/fitcheck.py

@@ -0,0 +1,367 @@
+"""fitcheck: how well the eye tracker sees each eye, for fitting the headset (ft-gazeprobe's
+Headset fit mode).
+
+From each ft-gaze sample it takes, per eye, whether the tracker has that eye (its variance
+for the eye's direction, "unc", under EYE_LOST; see gazecal), how open the eye is, and the
+tracker's own confidence in its latest measurement of it ("eye" "q": the measurement's
+variance, about 2e-5 on a clear view). It keeps that per direction you look in (10 degree
+cells, and a few named regions), so a map shows where each eye gets lost, and turns it into
+hints.
+
+On the Frame this was written for, the left eye was lost 57-63 % of the time looking 30-50
+degrees down (at the keyboard) and the right never; at screen height both were seen over
+98 % of the time. Looking down, the lids come down over the eyes, and a glance at the
+keyboard isn't where the gaze pointer matters: ft-gazed ignores looks down past the
+screens. So those are on the maps, but not in the cards' counts or the hints' warnings.
+
+Directions are head-relative degrees (yaw +left, pitch +up), the combined gaze's.
+"""
+
+import math
+import statistics
+from collections import deque
+
+from gazecal import EYE_FOUND, EYE_LOST
+
+EYES = ("Left eye", "Right eye")
+CELL = 10.0
+YAW = (-40, 40)
+PITCH = (-50, 30)
+CLOSED = 0.12      # openness under this: closed (a blink, or squeezed shut)
+MIN_REGION = 60    # samples in a region before it's judged (two thirds of a second)
+
+# Named regions, for the hints: (key, words, test on yaw and pitch).
+REGIONS = [
+    ("down", "down (at a keyboard or desk)", lambda y, p: p < -20),
+    ("up", "up", lambda y, p: p > 15),
+    ("left", "to the left", lambda y, p: y > 20 and -20 <= p <= 15),
+    ("right", "to the right", lambda y, p: y < -20 and -20 <= p <= 15),
+    ("centre", "straight ahead (screen height)", lambda y, p: abs(y) <= 20 and -20 <= p <= 15),
+]
+
+# The guided check: dots on the screen (fractions of its size; the corners stay clear of the
+# probe's title bar and toolbar), then prompts to look past it. Seconds each.
+GUIDE = [
+    ("dot", (0.5, 0.5), 2.0), ("dot", (0.12, 0.2), 2.0), ("dot", (0.88, 0.2), 2.0),
+    ("dot", (0.88, 0.92), 2.0), ("dot", (0.12, 0.92), 2.0), ("dot", (0.5, 0.92), 2.0),
+    ("look", "Look down at your keyboard", 4.0), ("look", "Look up, above the screen", 3.0),
+    ("look", "Look far to the left", 3.0), ("look", "Look far to the right", 3.0),
+    ("dot", (0.5, 0.5), 2.0),
+]
+
+
+class FitCheck:
+    def __init__(self):
+        self.reset()
+
+    def reset(self):
+        self.lost = [False, False]
+        self.lost_since = [None, None]
+        self.losses = [0, 0]                      # times each eye was lost
+        self.durations = [[], []]                 # how long each loss lasted (s)
+        self.cells = [{}, {}]                     # per eye: (i, j) -> [samples, lost]
+        self.regions = [{k: [0, 0] for k, _, _ in REGIONS} for _ in EYES]
+        self.recent = [deque(maxlen=900), deque(maxlen=900)]  # (t, lost) for the last 10 s
+        self.q = [deque(maxlen=180), deque(maxlen=180)]       # recent fresh measurement variances
+        self.open = [0.0, 0.0]
+        self.unc = [0.0, 0.0]
+        self.gaze = None
+        self.samples = 0
+        self.guide = None                          # {"start": t, "step": i, "results": [...]}
+        self.have_eye_data = False
+
+    # --- Samples ---
+
+    def feed(self, s, now):
+        m1 = s["src"].get("mmap1") or {}
+        unc, opens = m1.get("unc"), m1.get("open")
+        if "hy" not in m1 or not unc or not opens:
+            return
+        self.have_eye_data = True
+        self.samples += 1
+        eye = s.get("eye") or {}
+        hy, hp = m1["hy"], m1["hp"]
+        self.gaze = (hy, hp)
+        self.unc = list(unc)
+        for k in (0, 1):
+            self.open[k] += 0.2 * (opens[k] - self.open[k])
+            was = self.lost[k]
+            self.lost[k] = unc[k] > (EYE_FOUND if was else EYE_LOST)
+            if self.lost[k] and not was:
+                if not looking_down(hy, hp):
+                    self.losses[k] += 1
+                self.lost_since[k] = now
+            elif was and not self.lost[k] and self.lost_since[k] is not None:
+                if not looking_down(hy, hp):
+                    self.durations[k].append(now - self.lost_since[k])
+                self.lost_since[k] = None
+            q = eye.get("q")
+            if q and (eye.get("new") or [1, 1])[k]:
+                self.q[k].append(q[k])
+        closed = [opens[k] < CLOSED for k in (0, 1)]
+        if all(closed) or all(self.lost):
+            return  # a blink: says nothing about the fit
+        key = (math.floor(hy / CELL), math.floor(hp / CELL))
+        for k in (0, 1):
+            c = self.cells[k].setdefault(key, [0, 0])
+            c[0] += 1
+            c[1] += self.lost[k]
+            for rk, _, test in REGIONS:
+                if test(hy, hp):
+                    r = self.regions[k][rk]
+                    r[0] += 1
+                    r[1] += self.lost[k]
+            if not looking_down(hy, hp):
+                self.recent[k].append((now, self.lost[k]))
+        g = self.guide
+        if g and g["step"] < len(GUIDE):
+            res = g["results"][g["step"]]
+            res[0] += 1
+            res[1] += self.lost[0]
+            res[2] += self.lost[1]
+
+    # --- The guided check ---
+
+    def toggle_guide(self, now):
+        if self.guide and self.guide["step"] < len(GUIDE):
+            self.guide = None
+        else:
+            self.guide = {"start": now, "step": 0, "step_start": now, "results": [[0, 0, 0] for _ in GUIDE]}
+
+    def guide_step(self, now):
+        """The current step (kind, what, seconds left), or None when there's no check running."""
+        g = self.guide
+        if not g or g["step"] >= len(GUIDE):
+            return None
+        kind, what, secs = GUIDE[g["step"]]
+        if now - g["step_start"] >= secs:
+            g["step"] += 1
+            g["step_start"] = now
+            return self.guide_step(now)
+        return kind, what, secs - (now - g["step_start"])
+
+    # --- Summaries ---
+
+    def status(self, k):
+        if not self.samples:
+            return "no data", (0.6, 0.6, 0.6)
+        if self.lost[k]:
+            return "LOST", (1.0, 0.35, 0.3)
+        if self.open[k] < CLOSED:
+            return "closed", (0.8, 0.8, 0.8)
+        return "tracking", (0.35, 1.0, 0.5)
+
+    def tracked_share(self, k, now, window=10.0):
+        pts = [lost for t, lost in self.recent[k] if now - t <= window]
+        return (1 - sum(pts) / len(pts)) if pts else None
+
+    def signal(self, k):
+        """The tracker's recent confidence in this eye, 0..1 (from its measurement variance:
+        2e-5 or less is 1, 1e-3 or more is 0), or None."""
+        if len(self.q[k]) < 10:
+            return None
+        q = statistics.median(self.q[k])
+        return min(1.0, max(0.0, (math.log10(1e-3) - math.log10(max(q, 1e-9))) / (math.log10(1e-3) - math.log10(2e-5))))
+
+    def region_share(self, k, key):
+        n, lost = self.regions[k][key]
+        return (lost / n) if n >= MIN_REGION else None
+
+    def hints(self):
+        if not self.have_eye_data:
+            return ["No per-eye data from ft-gaze (it needs SteamVR's eye-server.mmap, and a current build)."]
+        if self.samples < 3 * MIN_REGION:
+            return ["Look around slowly (the screen's corners, then down at your keyboard, up, left and right) "
+                    "or press Enter for a guided check."]
+        out = []
+        bad = {}
+        for k in (0, 1):
+            for key, words, _ in REGIONS:
+                share = self.region_share(k, key)
+                if share is not None and share >= 0.15:
+                    bad.setdefault(key, {})[k] = share
+        for key, words, _ in REGIONS:
+            if key not in bad:
+                continue
+            eyes = bad[key]
+            if len(eyes) == 2:
+                if key == "down":
+                    out.append("Both eyes get lost looking down at the keyboard. That's fine: the gaze service "
+                               "ignores looks down past the screens.")
+                elif key == "centre":
+                    out.append(f"Both eyes get lost looking {words} ({eyes[0]:.0%} and {eyes[1]:.0%} of the time): "
+                               "check the lenses are clean and the headset is on as usual; if it stays like this, "
+                               "the tracker isn't getting a clear view of either eye.")
+                else:
+                    out.append(f"Both eyes get lost looking {words}: that's past what the tracker covers for your "
+                               "face, not one eye's fit.")
+                continue
+            k = next(iter(eyes))
+            other = self.region_share(1 - k, key)
+            vs = f", the {EYES[1 - k].lower()} {other:.0%}" if other is not None else ""
+            line = f"{EYES[k]}: lost {eyes[k]:.0%} of the time looking {words}{vs}."
+            if key == "down":
+                line += (" That's fine: glancing at the keyboard, the lids come down over the eyes, and the gaze "
+                         "service ignores looks down past the screens, so the pointer stays put.")
+            elif key == "centre":
+                line += (" Even at screen height: clean that lens, and check its distance from your eye and the "
+                         "IPD. Lashes that touch the lens get in the camera's way too.")
+            else:
+                line += (" At the edge of your view: try the IPD setting, and centring the headset between your "
+                         "eyes.")
+            out.append(line)
+        s0, s1 = self.signal(0), self.signal(1)
+        if s0 is not None and s1 is not None and abs(s0 - s1) > 0.25:
+            k = 0 if s0 < s1 else 1
+            out.append(f"The tracker is less sure of your {EYES[k].lower()} even when it has it "
+                       f"(signal {min(s0, s1):.0%} against {max(s0, s1):.0%}).")
+        if not out:
+            out.append("Both eyes are tracked everywhere you've looked so far.")
+        return out
+
+    # --- Drawing (cairo) ---
+
+    def draw(self, cr, w, h, text, now):
+        # Right of the probe's collapsed title bar, under its toolbar (top right).
+        left = 300
+        top = 190
+        text(cr, left, top - 60, "Headset fit", (1, 1, 1), 30)
+        text(cr, left, top - 28, "Adjust the headset and watch each eye. Enter: guided check. R: start over.",
+             (0.8, 0.8, 0.8), 18)
+        card_w = min(560, (w - left - 80) / 2)
+        mh = max(0, min(card_w * 0.8, h - top - 280 - 200))
+        for k in (0, 1):
+            x = left + k * (card_w + 40)
+            self.draw_card(cr, x, top, card_w, text, now, k)
+            self.draw_map(cr, x, top + 280, card_w, mh, text, k)
+        y = top + 280 + (mh + 60 if mh >= 80 else 0)
+        for line in self.hints()[:4]:
+            for part in wrap(line, max(40, int((w - left - 40) / 10))):
+                if y > h - 30:
+                    break
+                text(cr, left, y, part, (1, 0.95, 0.75), 18)
+                y += 26
+            y += 8
+        step = self.guide_step(now)
+        g = self.guide
+        if step:
+            kind, what, left_s = step
+            if kind == "dot":
+                fx, fy = what
+                x, y = fx * w, fy * h
+                cr.set_source_rgba(1, 0.85, 0.2, 0.95)
+                cr.arc(x, y, 14 + 4 * math.sin(now * 6), 0, 2 * math.pi)
+                cr.fill()
+            else:
+                text(cr, w / 2 - 260, h / 2, f"{what} ({left_s:.0f})", (1, 0.85, 0.2), 34)
+        elif g and g["step"] >= len(GUIDE):
+            self.draw_guide_results(cr, w, h, text)
+
+    def draw_card(self, cr, x, y, cw, text, now, k):
+        cr.set_source_rgba(1, 1, 1, 0.06)
+        cr.rectangle(x, y, cw, 230)
+        cr.fill()
+        word, col = self.status(k)
+        text(cr, x + 16, y + 38, EYES[k], (1, 1, 1), 26)
+        cr.select_font_face("sans")
+        cr.set_font_size(26)
+        text(cr, x + cw - 16 - cr.text_extents(word).x_advance, y + 38, word, col, 26)
+        rows = [("Open", self.open[k]), ("Signal", self.signal(k)), ("Seen, last 10 s", self.tracked_share(k, now))]
+        yy = y + 70
+        for label, v in rows:
+            text(cr, x + 16, yy + 16, label, (0.85, 0.85, 0.85), 17)
+            bx, bw = x + 170, cw - 250
+            cr.set_source_rgba(1, 1, 1, 0.12)
+            cr.rectangle(bx, yy, bw, 20)
+            cr.fill()
+            if v is not None:
+                v = min(1.0, max(0.0, v))
+                cr.set_source_rgba(*bar_colour(v), 0.9)
+                cr.rectangle(bx, yy, bw * v, 20)
+                cr.fill()
+                text(cr, bx + bw + 10, yy + 16, f"{v:.0%}", (0.9, 0.9, 0.9), 17)
+            yy += 36
+        d = self.durations[k]
+        longest = max(d) if d else 0
+        n = self.losses[k]
+        text(cr, x + 16, yy + 22, f"Lost {n} time{'' if n == 1 else 's'}" + (f", longest {longest:.1f} s" if longest >= 0.05 else ""),
+             (0.85, 0.85, 0.85), 17)
+
+    def draw_map(self, cr, x, y, mw, mh, text, k):
+        """Where you looked (yaw across, pitch up), each cell coloured by how often this eye
+        was lost there: green never, red always, dark: not looked there yet."""
+        if mh < 80:
+            return
+        cols = int((YAW[1] - YAW[0]) / CELL)
+        rows = int((PITCH[1] - PITCH[0]) / CELL)
+        cw, ch = mw / cols, mh / rows
+        text(cr, x, y - 8, f"Where the {EYES[k].lower()} gets lost", (0.85, 0.85, 0.85), 17)
+        for i in range(cols):
+            yaw_i = math.floor(YAW[1] / CELL) - 1 - i       # left of the map is your left (+yaw)
+            for j in range(rows):
+                pitch_j = math.floor(PITCH[1] / CELL) - 1 - j
+                c = self.cells[k].get((yaw_i, pitch_j))
+                cx, cy = x + i * cw, y + j * ch
+                if c and c[0] >= 10:
+                    share = c[1] / c[0]
+                    cr.set_source_rgba(*bar_colour(1 - share), 0.75)
+                else:
+                    cr.set_source_rgba(1, 1, 1, 0.05)
+                cr.rectangle(cx + 1, cy + 1, cw - 2, ch - 2)
+                cr.fill()
+        # Straight ahead, and the gaze now.
+        def at(yaw, pitch):
+            return x + (YAW[1] - yaw) / (YAW[1] - YAW[0]) * mw, y + (PITCH[1] - pitch) / (PITCH[1] - PITCH[0]) * mh
+        cr.set_source_rgba(1, 1, 1, 0.35)
+        cr.set_line_width(1)
+        ox, oy = at(0, 0)
+        cr.move_to(ox - 10, oy)
+        cr.line_to(ox + 10, oy)
+        cr.move_to(ox, oy - 10)
+        cr.line_to(ox, oy + 10)
+        cr.stroke()
+        text(cr, x, y + mh + 20, "+ ahead, bottom rows: keyboard", (0.6, 0.6, 0.6), 14)
+        if self.gaze:
+            gx, gy = at(max(YAW[0], min(YAW[1], self.gaze[0])), max(PITCH[0], min(PITCH[1], self.gaze[1])))
+            cr.set_source_rgba(1, 1, 1, 0.95)
+            cr.arc(gx, gy, 5, 0, 2 * math.pi)
+            cr.fill()
+
+    def draw_guide_results(self, cr, w, h, text):
+        res = self.guide["results"]
+        lines = []
+        for (kind, what, _), (n, l0, l1) in zip(GUIDE, res):
+            if not n:
+                continue
+            name = what if kind == "look" else "dot at {:.0%}, {:.0%}".format(*what)
+            lines.append(f"{name}: left lost {l0 / n:.0%}, right {l1 / n:.0%}")
+        y = h / 2 - 20 * len(lines)
+        text(cr, w / 2 - 300, y - 40, "Guided check", (1, 0.85, 0.2), 26)
+        for line in lines:
+            text(cr, w / 2 - 300, y, line, (1, 1, 1), 19)
+            y += 30
+
+
+def looking_down(yaw, pitch):
+    """A look down at the keyboard: the "down" region, which ft-gazed doesn't send on."""
+    return pitch < -20
+
+
+def bar_colour(v):
+    """Red (0) through amber to green (1)."""
+    if v < 0.5:
+        return 1.0, 0.3 + 0.9 * v, 0.3
+    return 1.0 - 1.3 * (v - 0.5), 0.75 + 0.25 * (v - 0.5) * 2, 0.35
+
+
+def wrap(s, width):
+    words, lines, cur = s.split(), [], ""
+    for wd in words:
+        if cur and len(cur) + 1 + len(wd) > width:
+            lines.append(cur)
+            cur = wd
+        else:
+            cur = f"{cur} {wd}".strip()
+    if cur:
+        lines.append(cur)
+    return lines

gaze/frametop-gaze.service

@@ -5,6 +5,7 @@ Documentation=file://@REPO@/gaze/README.md
 # Needs SteamVR's IPC (ft-gaze is an overlay client); it starts and stops with SteamVR.
 After=steamvr.service frametop-pointer.service
 PartOf=steamvr.service
+Requisite=steamvr.service
 
 [Service]
 # Host Python; it runs ft-gaze in the dev container (distrobox enter), which quits when

gaze/ft-gaze.cpp

@@ -8,13 +8,30 @@
 //
 //   {"t":<sample time, CLOCK_MONOTONIC_RAW s>,"age":<ms old when read>,"n":<sample counter>,
 //    "head":{"yaw":..,"pitch":..,"hit":HIT},          head forward ray (for head nudging)
-//    "src":{"action":SRC,"mmap1":SRC,"mmap2":SRC}}
+//    "src":{"action":SRC,"mmap1":SRC,"mmap2":SRC,"left":SRC,"right":SRC,"own":SRC},"eye":EYE}
 //   SRC = {"hy":..,"hp":..,"hit":HIT} or {"ok":0}    hy/hp: gaze direction relative to the
 //                                                     head, degrees (yaw +left, pitch +up)
 //         mmap1 adds "open":[l,r] (probably eye openness, 0 in a blink) and "dist" (vergence
 //         distance, m); both mmap sets add "lr", the angle between the eyes (deg), which
 //         jumps when the tracker loses an eye, and "eyes":[[hy,hp],[hy,hp]], each eye's own
-//         direction (left, right), for calibrating the eyes separately.
+//         direction (left, right), for calibrating the eyes separately, and "unc":[l,r],
+//         the tracker's uncertainty about each eye's direction (its filter's variance):
+//         about 0.0005-0.002 while it sees the eye, 0.015-0.03 once it's lost it.
+//    "left":SRC,"right":SRC                           each eye's own direction from set 2
+//         (set 1's eyes always share one pitch, and while it's lost an eye it keeps that
+//         eye's yaw where it was: set 2 is each eye's own reading). From the head's origin,
+//         not the eye's.
+//    "own":SRC                                        our own tracker (gaze/tracker/ft-eyes), from
+//         /dev/shm/frametop-eyes-gaze; adds "age" (ms since its frame), "eyes":[[hy,hp],[hy,hp]]
+//         (left, right; null for an eye it doesn't see), "ehit":[HIT,HIT] where each of those
+//         lands, and "slip":[[x,y],[x,y]] (left, right: each eye's shift in its camera image
+//         since the calibration, pixels; null until a click has measured it). {"ok":0}
+//         without the file or when it's over 100 ms old.
+//   EYE = {"q":[l,r],"m":[[x,y],[x,y]],"new":[l,r]}  the tracker's latest measurement of
+//         each eye before filtering: "m" (camera-relative, undocumented units), "q" its
+//         variance (about 2e-5 on a clear view of the eye, rising as the lid or lashes get
+//         in the way), "new" whether it changed since the last sample (it freezes while the
+//         tracker can't see that eye, and in blinks). "eye" is null without the mmap.
 //   HIT = {"s":<screen>,"x":..,"y":..,"j":[dx/dhy,dy/dhy,dx/dhp,dy/dhp],"dpp":<deg per px>}
 //         or null. x, y are pixels on that screen; j is pixels per degree of head-relative
 //         yaw and pitch there, so a correction in degrees can be turned into pixels and back.
@@ -78,7 +95,13 @@ constexpr size_t kLeft1 = 0x15f, kRight1 = 0x16b;  // set 1: unit vectors, head
 constexpr size_t kFix1 = 0x18f;    // set 1 fixation point: length is the vergence distance (m)
 constexpr size_t kLeft2 = 0x19b, kRight2 = 0x1a7;  // set 2
 constexpr size_t kOpen = 0x1cb;    // two floats, 0..1: probably eye openness or confidence
-constexpr size_t kNeed = 0x1d3;
+// After each set's two directions, six floats: the left eye's variance (three), the
+// right's (three; the middle one of each is shared). They jump when an eye is lost.
+constexpr size_t kVar1 = 0x177, kVar2 = 0x1b3;
+// The measurements the filter is fed: left x, y, right x, y, then the variance of each (left
+// x, y, right x, y). An eye's pair stops changing while the tracker can't see it.
+constexpr size_t kMeas = 0x1d3;
+constexpr size_t kNeed = 0x1f3;
 
 struct EyeFile {
     const uint8_t *p = nullptr;
@@ -115,6 +138,7 @@ struct EyeSample {
     double t = 0;
     Vec3 left1, right1, fix1, left2, right2;
     float open[2] = {0, 0};
+    float var1[6] = {}, var2[6] = {}, meas[8] = {};
 };
 
 // A consistent copy: the writer has no seqlock we can use, so read until the counter and
@@ -127,6 +151,9 @@ bool ReadSample(const EyeFile &f, EyeSample &s) {
         s.left1 = f.V(kLeft1), s.right1 = f.V(kRight1), s.fix1 = f.V(kFix1);
         s.left2 = f.V(kLeft2), s.right2 = f.V(kRight2);
         std::memcpy(s.open, f.p + kOpen, sizeof s.open);
+        std::memcpy(s.var1, f.p + kVar1, sizeof s.var1);
+        std::memcpy(s.var2, f.p + kVar2, sizeof s.var2);
+        std::memcpy(s.meas, f.p + kMeas, sizeof s.meas);
         std::atomic_thread_fence(std::memory_order_acquire);
         if (f.Get<uint32_t>(kCounter) == n0 && f.Get<double>(kTime) == t0) {
             s.n = n0, s.t = t0;
@@ -136,6 +163,69 @@ bool ReadSample(const EyeFile &f, EyeSample &s) {
     return false;
 }
 
+// --- Our own tracker: /dev/shm/frametop-eyes-gaze, written by gaze/tracker/ft-eyes ---
+// Layout (ft-eyes' docstring): u32 seq (odd while written), u32 version, f64 t, f32 yaw,
+// pitch, u32 flags (bit 0 right eye, 1 left, 2 right slip known, 3 left), u32 n, then f32
+// right yaw, pitch, left yaw, pitch; slip right x, y, left x, y; pupils (unused here).
+struct OwnSample {
+    double t = 0;
+    float yaw = 0, pitch = 0;
+    uint32_t flags = 0, n = 0;
+    float eyes[4] = {}, slip[4] = {};
+};
+
+class OwnFile {
+public:
+    // Reopened when it appears or is replaced, since ft-eyes may start after us.
+    bool Read(OwnSample &o) {
+        const double now = NowRaw();
+        if (!p_ || now - checked_ > 2.0) Reopen(now);
+        if (!p_) return false;
+        for (int attempt = 0; attempt < 4; ++attempt) {
+            uint32_t s0, s1, version;
+            std::memcpy(&s0, p_, 4);
+            if (s0 & 1) continue;
+            std::atomic_thread_fence(std::memory_order_acquire);
+            std::memcpy(&version, p_ + 4, 4);
+            std::memcpy(&o.t, p_ + 8, 8);
+            std::memcpy(&o.yaw, p_ + 16, 4);
+            std::memcpy(&o.pitch, p_ + 20, 4);
+            std::memcpy(&o.flags, p_ + 24, 4);
+            std::memcpy(&o.n, p_ + 28, 4);
+            std::memcpy(o.eyes, p_ + 32, sizeof o.eyes);
+            std::memcpy(o.slip, p_ + 48, sizeof o.slip);
+            std::atomic_thread_fence(std::memory_order_acquire);
+            std::memcpy(&s1, p_, 4);
+            if (s0 == s1) return version == 1;
+        }
+        return false;
+    }
+
+private:
+    static constexpr size_t kSize = 128;
+    void Reopen(double now) {
+        checked_ = now;
+        struct stat st {};
+        if (stat("/dev/shm/frametop-eyes-gaze", &st) != 0) return Close();
+        if (p_ && st.st_ino == ino_) return;
+        Close();
+        const int fd = open("/dev/shm/frametop-eyes-gaze", O_RDONLY | O_CLOEXEC);
+        if (fd < 0) return;
+        if (fstat(fd, &st) == 0 && size_t(st.st_size) >= kSize) {
+            void *m = mmap(nullptr, kSize, PROT_READ, MAP_SHARED, fd, 0);
+            if (m != MAP_FAILED) p_ = static_cast<const uint8_t *>(m), ino_ = st.st_ino;
+        }
+        close(fd);
+    }
+    void Close() {
+        if (p_) munmap(const_cast<uint8_t *>(p_), kSize);
+        p_ = nullptr;
+    }
+    const uint8_t *p_ = nullptr;
+    ino_t ino_ = 0;
+    double checked_ = -1e9;
+};
+
 // --- Screens from ft-screens ---
 struct Screen {
     int index = 0;
@@ -351,7 +441,11 @@ int main(int argc, char **argv) {
             stdinClosed = true;
         }).detach();
     vr::EVRInitError err = vr::VRInitError_None;
-    vr::VR_Init(&err, vr::VRApplication_Overlay);
+    vr::VR_Init(&err, vr::VRApplication_Background);
+    if (err == vr::VRInitError_None) {
+        vr::VR_Shutdown();
+        vr::VR_Init(&err, vr::VRApplication_Overlay);
+    }
     if (err != vr::VRInitError_None) {
         std::fprintf(stderr, "ft-gaze: SteamVR: %s\n", vr::VR_GetVRInitErrorAsEnglishDescription(err));
         return 1;
@@ -373,10 +467,12 @@ int main(int argc, char **argv) {
     const bool haveMmap = eyes.Open();
     std::fprintf(stderr, "ft-gaze: eye-server.mmap %s\n", haveMmap ? "open" : "not available");
 
+    OwnFile ownFile;
     Screens screens;
     screens.Start();
     PoseHistory history;
     uint32_t lastN = 0;
+    float lastMeas[8] = {};
     double lastEmit = 0;
     int actionErrors = 0;
     vr::EVRInputError lastActionError = vr::VRInputError_None;
@@ -423,7 +519,7 @@ int main(int argc, char **argv) {
                 lastActionError = ae;
             }
 
-            std::string m1 = "{\"ok\":0}", m2 = m1;
+            std::string m1 = "{\"ok\":0}", m2 = m1, left = m1, right = m1, eye = "null";
             if (haveMmap) {
                 // lr: the angle between the two eyes' directions. It's a fraction of a degree
                 // normally; when the tracker loses one eye (or during a blink) it jumps.
@@ -438,12 +534,53 @@ int main(int argc, char **argv) {
                     std::snprintf(b, sizeof b, "\"eyes\":[[%.4f,%.4f],[%.4f,%.4f]],", ly, lp, ry, rp);
                     return std::string(b);
                 };
-                char extra[128];
+                auto unc = [](const float *v) {
+                    char b[64];
+                    std::snprintf(b, sizeof b, "\"unc\":[%.5f,%.5f],", std::max(v[0], v[2]), std::max(v[3], v[5]));
+                    return std::string(b);
+                };
+                char extra[256];
                 std::snprintf(extra, sizeof extra, "\"dist\":%.3f,\"open\":[%.3f,%.3f],\"lr\":%.3f,", Length(s.fix1),
                               s.open[0], s.open[1], lr(s.left1, s.right1));
-                m1 = SrcJson(list, headThen, s.left1 + s.right1, extra + eyes(s.left1, s.right1));
+                m1 = SrcJson(list, headThen, s.left1 + s.right1, extra + eyes(s.left1, s.right1) + unc(s.var1));
                 std::snprintf(extra, sizeof extra, "\"lr\":%.3f,", lr(s.left2, s.right2));
-                m2 = SrcJson(list, headThen, s.left2 + s.right2, extra + eyes(s.left2, s.right2));
+                m2 = SrcJson(list, headThen, s.left2 + s.right2, extra + eyes(s.left2, s.right2) + unc(s.var2));
+                left = SrcJson(list, headThen, s.left2);
+                right = SrcJson(list, headThen, s.right2);
+                const float *m = s.meas;
+                const bool newL = m[0] != lastMeas[0] || m[1] != lastMeas[1];
+                const bool newR = m[2] != lastMeas[2] || m[3] != lastMeas[3];
+                std::memcpy(lastMeas, m, sizeof lastMeas);
+                std::snprintf(extra, sizeof extra, "{\"q\":[%.3g,%.3g],\"m\":[[%.4f,%.4f],[%.4f,%.4f]],\"new\":[%d,%d]}",
+                              (m[4] + m[5]) / 2, (m[6] + m[7]) / 2, m[0], m[1], m[2], m[3], int(newL), int(newR));
+                eye = extra;
+            }
+
+            // Our tracker: its own sample time picks the head pose, like the mmap's.
+            std::string own = "{\"ok\":0}";
+            OwnSample o;
+            if (ownFile.Read(o) && now - o.t < 0.1) {
+                vr::HmdMatrix34_t headOwn = headNow;
+                history.At(o.t, headOwn);
+                auto pair = [](bool ok, float a, float b) {
+                    char p[48];
+                    if (!ok) return std::string("null");
+                    std::snprintf(p, sizeof p, "[%.4f,%.4f]", a, b);
+                    return std::string(p);
+                };
+                // Stored right eye first; reported left first, like the other sources.
+                const std::string extra = "\"age\":" + std::to_string(int((now - o.t) * 1000)) +
+                                          ",\"eyes\":[" + pair(o.flags & 2, o.eyes[2], o.eyes[3]) + "," +
+                                          pair(o.flags & 1, o.eyes[0], o.eyes[1]) + "],\"slip\":[" +
+                                          pair(o.flags & 8, o.slip[2], o.slip[3]) + "," +
+                                          pair(o.flags & 4, o.slip[0], o.slip[1]) + "],";
+                // Where each eye's own gaze lands (left, right), for drawing them apart.
+                auto eyeHit = [&](bool ok, float y, float p) {
+                    return ok ? HitJson(list, headOwn, y, p) : std::string("null");
+                };
+                const std::string hits = "\"ehit\":[" + eyeHit(o.flags & 2, o.eyes[2], o.eyes[3]) + "," +
+                                         eyeHit(o.flags & 1, o.eyes[0], o.eyes[1]) + "],";
+                own = SrcJson(list, headOwn, Direction(o.yaw, o.pitch), extra + hits);
             }
 
             double yaw, pitch;
@@ -451,9 +588,10 @@ int main(int argc, char **argv) {
             yaw = std::atan2(-f.x, -f.z) * 180 / M_PI;
             pitch = std::asin(std::clamp(f.y, -1.0, 1.0)) * 180 / M_PI;
             std::printf("{\"t\":%.5f,\"age\":%.1f,\"n\":%u,\"head\":{\"yaw\":%.4f,\"pitch\":%.4f,\"hit\":%s},"
-                        "\"src\":{\"action\":%s,\"mmap1\":%s,\"mmap2\":%s}}\n",
+                        "\"src\":{\"action\":%s,\"mmap1\":%s,\"mmap2\":%s,\"left\":%s,\"right\":%s,\"own\":%s},"
+                        "\"eye\":%s}\n",
                         s.t, (now - s.t) * 1000, s.n, yaw, pitch, HitJson(list, headNow, 0, 0).c_str(), action.c_str(),
-                        m1.c_str(), m2.c_str());
+                        m1.c_str(), m2.c_str(), left.c_str(), right.c_str(), own.c_str(), eye.c_str());
             if (std::fflush(stdout) != 0) break;  // the reader went away
         }
 

gaze/ft-gazed

@@ -1,32 +1,66 @@
 #!/usr/bin/python3
 """ft-gazed: the gaze service. The headset's eye tracking, corrected, for the pointer.
 
+Two settings in ~/.config/frametop.conf (the Gaze page of Frametop Input Settings), read
+again when the file changes:
+  GAZE_TRACKER=steam|own   SteamVR's eye tracker (default), or our own (gaze/tracker/ft-eyes,
+                           ft-gaze's source "own"; this service runs it, see below)
+  GAZE_EYE=auto|left|right the eye bias (gazecal.EyeWeights): auto weights each eye by how far
+                           off it was at your recent nudges; left or right counts that eye twice
+                           as much as the other. Either eye alone carries the gaze when the
+                           other isn't seen.
+
 Runs ft-gaze (in the dev container), and for every eye tracker sample (90 Hz):
 
-  1. drops blinks: both eyes' openness under half its running median (each eye its own).
-     With the default source, mmap set 1, that's all: set 1 is SteamVR's combined gaze,
-     which keeps going when the tracker loses one eye (its two directions stay together).
-     Set 2's combined direction is the mean of the eyes' own, so with one eye lost it's
-     off by half of whatever that eye reads (9 to 14 degrees apart were seen): with set 2,
-     samples with an eye under its floor, or the angle between the eyes jumping more than
-     1.5 degrees from its median, are dropped too;
-  2. smooths it with a fixation lock (the running mean of the current fixation, 1 degree);
-  3. corrects it: the calibration from ft-gazeprobe (calibration.json, reloaded when the
-     probe changes it) plus what the pointer's corrections have taught since (LiveCorrection,
-     saved in pointer-lessons.json);
+  1. drops blinks: both eyes' openness under half its running median (each eye its own),
+     or both lost (the tracker's variance for them, ft-gaze's "unc", over EYE_LOST);
+     Looks down past the screens (pitch under KEYBOARD_PITCH, on no Frametop screen: at the
+     keyboard, through the gap by the nose) aren't sent, so the pointer stays where it was
+     instead of following you down; the tracker often loses an eye there (the lids come
+     down), and that isn't counted as a lost eye either;
+  2. combines the eyes, each corrected on its own. With SteamVR, that's each eye's own
+     reading (set 2, ft-gaze's "left" and "right"), corrected by its calibration from
+     ft-gazeprobe (calibration.json, reloaded when the probe changes it) plus what the
+     pointer's corrections have taught that eye since (LiveCorrection, saved in
+     pointer-lessons.json), then weighted by the eye bias. A lost or closed eye drops out.
+     Our own tracker keeps its own calibration, so its eyes are used as they come;
+  3. smooths it with a fixation lock (the running mean of the current fixation, 1 degree);
   4. sends it to the pointer helper: "gz <yaw> <pitch> <raw yaw> <raw pitch>", head-relative
      degrees (yaw +left, pitch +up). The helper uses it only in gaze mode.
 
+Without per-eye calibrations (a calibration from before the probe had the eyes as sources),
+or with --source, it's the older path: one source, SteamVR's combined gaze (mmap set 1) by
+default, corrected as a whole. There, with one eye lost or closed, the gaze comes from the
+other (EyeFallback: that eye's own reading from set 2, plus what it usually reads against
+the combined gaze, learned while both are seen). SteamVR's combined gaze (set 1) keeps going
+on one eye too, but holds the lost eye's yaw, so it moves half as far sideways as the eyes
+do. Before the fallback has learned an eye, set 1 is used as it is; set 2's combined
+direction is the mean of the eyes' own (off by half of whatever the lost eye reads), so with
+set 2 that sample is dropped, as is one where the angle between the eyes jumps more than 1.5
+degrees from its median.
+
 Lessons come back from the helper: when you nudge the gaze-placed pointer with the mouse and
 click, it sends "lesson <raw yaw> <raw pitch> <true yaw> <true pitch>": where the raw gaze
 was when the mouse took over, and where the pointer was when you clicked (you were looking
-there). The gap is the tracker's error there, and it's learned, unless it's more than
-LESSON_MAX degrees past the correction (then it wasn't a nudge onto what you looked at).
+there). The gap is the tracker's error there. The raw gaze is the one sent, so it also says
+when that look was (the history of what was sent), and so what each eye read then:
+  - SteamVR: each eye learns its own error, unless the gaze was more than LESSON_MAX degrees
+    past the correction (then it wasn't a nudge onto what you looked at);
+  - our tracker: the look goes to it as a click ("click T YAW PITCH" on @ft_eyes), as the
+    probe's clicks do, and it learns how far the headset has moved on your face. That's
+    what it gets wrong, and after the headset was off, the first click resets it;
+  - either way, how far off each eye was (before the lesson taught it anything) goes to the
+    eye bias, for auto.
 
 SteamVR's eye tracking log is followed for the headset going on (its eye model starts over,
 and the error moves): lessons from before count less then, so the first few after it
 relearn the offset.
 
+Our own tracker (gaze/tracker/ft-eyes) runs here too, in the dev container, while
+GAZE_TRACKER=own or the gaze probe asks for it ("eyes SECONDS", a lease the probe renews). It
+reads the eye-camera frames the root service frametop-eyegrab copies (gaze/tracker/install.sh),
+which copies them only while ft-eyes runs.
+
 Nothing here writes to SteamVR, its eye tracker, or its files: ft-gaze reads the eye
 tracker's shared memory read-only.
 
@@ -34,16 +68,20 @@ Control socket: abstract unix datagram "@ft_gazed":
   lesson <rhy> <rhp> <thy> <thp>   from the pointer helper (see above)
   status                           reply: one JSON object
   forget                           drop what the lessons taught (the calibration stays)
-  reload                           read calibration.json again
+  reload                           read calibration.json and the settings again
+  eyes <seconds>                   keep our own tracker running that much longer (at most 120),
+                                   whatever GAZE_TRACKER says: the probe's lease. Reply: "ok"
 
-Options: --source action|mmap1|mmap2 (default mmap1; set 2 was a little quieter in the probe,
-but loses the pointer whenever the tracker loses an eye), -v (a status line every
-5 s on stderr), --to NAME (send the gaze to the abstract socket @NAME instead of the pointer
-helper; for testing: a helper without gaze mode forwards what it doesn't know to its driver).
+Options: --source action|mmap1|mmap2 (the older one-source path with that source, whatever
+the settings say; set 2 was a little quieter in the probe, but loses the pointer whenever
+the tracker loses an eye), -v (a status line every 5 s on stderr), --to NAME (send the gaze
+to the abstract socket @NAME instead of the pointer helper; for testing: a helper without
+gaze mode forwards what it doesn't know to its driver).
 """
 
 import argparse
 import json
+import math
 import os
 import selectors
 import signal
@@ -56,17 +94,34 @@ from collections import deque
 from pathlib import Path
 
 sys.path.insert(0, str(Path(__file__).resolve().parent))
-from gazecal import DEFAULT_MODEL, MODELS, STATE, Correction, Fixation, LiveCorrection, SteamEyeLog  # noqa: E402
+from gazecal import (DEFAULT_MODEL, EYE_FOUND, EYE_LOST, MODELS, STATE, Correction, EyeFallback,  # noqa: E402
+                     EyeWeights, Fixation, LiveCorrection, SteamEyeLog)
 
 REPO = Path(__file__).resolve().parents[1]
 HELPER = REPO / "gaze" / "build" / "ft-gaze"
 ME = "\0ft_gazed"
 POINTER = "\0ft_pointer_helper"
+EYES_PROG = REPO / "gaze" / "tracker" / "ft-eyes"  # our own tracker
+EYES_PYTHON = REPO / "gaze" / "tracker" / "build" / "venv" / "bin" / "python"  # numpy, OpenCV (build.sh)
+EYES_SOCKET = "\0ft_eyes"                      # its control socket
+EYES_CAMS = Path("/dev/shm/frametop-eyes-cams")  # the frames it reads (frametop-eyegrab.service)
+CONF = Path.home() / ".config" / "frametop.conf"
 CALIBRATION = STATE / "calibration.json"
 LESSONS = STATE / "pointer-lessons.json"
 LESSON_LOG = STATE / "pointer-lessons.jsonl"
+SOURCES = ("action", "mmap1", "mmap2", "left", "right")  # the ones with a calibration here
+SIDES = ("left", "right")  # ft-gaze's order, and the sources for each eye alone
+TRACKERS = ("steam", "own")
+BIASES = ("auto", "left", "right")
 LESSON_MAX = 8.0  # degrees past the correction
+OWN_LESSON_MAX = 25.0  # our tracker: after the headset was off, its first clicks can be 10-17 off
+HISTORY = 12.0    # seconds of the gaze sent, to find a lesson's look (the helper sends it up to 10 s later)
+LOOK = 0.3        # seconds of samples before that moment make the look (the probe's fixation)
 RETRY = 3.0       # seconds before starting ft-gaze again
+EYES_RETRY = 10.0  # seconds before starting ft-eyes again after it stopped on its own
+EYES_LEASE_MAX = 120.0
+SETTLE = 0.3      # seconds after an eye is found again before the fallback learns from it
+KEYBOARD_PITCH = -20.0  # degrees: gaze under this, on no screen, is a look at the keyboard
 
 
 class PointerLessons(LiveCorrection):
@@ -85,85 +140,215 @@ def log(msg):
     print(f"ft-gazed: {msg}", file=sys.stderr, flush=True)
 
 
+def read_settings():
+    """(tracker, eye bias) from frametop.conf, defaults for anything missing or unknown."""
+    conf = {}
+    try:
+        for line in CONF.read_text().splitlines():
+            line = line.split("#", 1)[0].strip()
+            if "=" in line:
+                k, v = line.split("=", 1)
+                conf[k.strip()] = v.strip().lower()
+    except OSError:
+        pass
+    tracker = conf.get("GAZE_TRACKER", "steam")
+    bias = conf.get("GAZE_EYE", "auto")
+    return tracker if tracker in TRACKERS else "steam", bias if bias in BIASES else "auto"
+
+
+def mtime(path):
+    try:
+        return path.stat().st_mtime
+    except OSError:
+        return None
+
+
 class Service:
     def __init__(self, source, verbose, to=POINTER):
-        self.source, self.verbose, self.to = source, verbose, to
+        self.override, self.verbose, self.to = source, verbose, to
+        self.source = source or "mmap1"  # the older path's source
         STATE.mkdir(parents=True, exist_ok=True)
-        self.base = Correction()
+        self.tracker, self.bias = read_settings()
+        self.conf_mtime = mtime(CONF)
+        self.models = {name: Correction() for name in SOURCES}
         self.mode = DEFAULT_MODEL
         self.cal_mtime = None
-        self.live = PointerLessons()
+        self.lives = {name: PointerLessons() for name in SOURCES}
+        self.weights = {t: EyeWeights(self.bias) for t in TRACKERS}
         self.dirty = False
         self.load_calibration()
         self.load_lessons()
         self.steam = SteamEyeLog()
         self.steam.poll()
-        self.live.wear_time = self.steam.worn()
-        self.live.refit(self.base, self.mode)
+        self.refit()
         self.fix = Fixation(radius=1.0)
         self.opens = (deque(maxlen=90), deque(maxlen=90))  # left, right
         self.vergence = deque(maxlen=90)
-        self.counts = {"samples": 0, "sent": 0, "blinks": 0, "one_eye": 0, "dropped": 0, "lessons_taken": 0, "refused": 0}
+        self.fallback = EyeFallback()
+        self.lost = [False, False]
+        self.bad_at = [0.0, 0.0]    # sample time an eye was last lost or closed
+        self.counts = {"samples": 0, "sent": 0, "blinks": 0, "one_eye": 0, "one_eye_used": 0, "lost_left": 0,
+                       "lost_right": 0, "looking_down": 0, "dropped": 0, "lessons_taken": 0, "refused": 0}
         self.last_sample = 0.0
         self.last = None
+        self.last_kind = None
+        # What was sent, for finding a lesson's look: (sample time, raw as sent, each eye's reading).
+        self.history = deque()
+        self.own = {}        # our tracker's last status reply
+        self.own_at = 0.0
+        self.eyes_proc = None  # ft-eyes, while it runs
+        self.eyes_until = 0.0  # the probe's lease (monotonic time)
+        self.eyes_restart_at = 0.0
 
         self.sock = socket.socket(socket.AF_UNIX, socket.SOCK_DGRAM | socket.SOCK_CLOEXEC | socket.SOCK_NONBLOCK)
         self.sock.bind(ME)
         self.out = socket.socket(socket.AF_UNIX, socket.SOCK_DGRAM | socket.SOCK_CLOEXEC | socket.SOCK_NONBLOCK)
+        # To our tracker, with an address of its own, so its replies don't land on @ft_gazed.
+        self.eyes_sock = socket.socket(socket.AF_UNIX, socket.SOCK_DGRAM | socket.SOCK_CLOEXEC | socket.SOCK_NONBLOCK)
+        self.eyes_sock.bind("")
         self.sel = selectors.DefaultSelector()
         self.sel.register(self.sock, selectors.EVENT_READ, "control")
+        self.sel.register(self.eyes_sock, selectors.EVENT_READ, "own")
         self.proc = None
         self.buf = b""
         self.restart_at = 0.0
         self.running = True
 
-    # --- Calibration and lessons ---
+    @property
+    def kind(self):
+        """"own" (our tracker), "eyes" (SteamVR's eyes, each corrected), or "source" (the
+        older path: one SteamVR source, corrected as a whole)."""
+        if self.override:
+            return "source"
+        if self.tracker == "own":
+            return "own"
+        return "eyes" if all(self.models[e].samples for e in SIDES) else "source"
+
+    # --- Settings, calibration and lessons ---
+
+    def load_settings(self):
+        self.conf_mtime = mtime(CONF)
+        tracker, bias = read_settings()
+        if (tracker, bias) != (self.tracker, self.bias):
+            log(f"tracker {tracker}, eye bias {bias}" + (f" (--source {self.override} wins)" if self.override else ""))
+            self.tracker, self.bias = tracker, bias
+            for w in self.weights.values():
+                w.bias = bias
+            self.fix.reset()
 
     def load_calibration(self):
         try:
-            mtime = CALIBRATION.stat().st_mtime
+            mt = CALIBRATION.stat().st_mtime
             d = json.loads(CALIBRATION.read_text())
         except (OSError, ValueError):
             return
-        self.cal_mtime = mtime
-        if self.source in d:
-            self.base.from_json(d[self.source])
+        self.cal_mtime = mt
+        for name in SOURCES:
+            if name in d:
+                self.models[name].from_json(d[name])
         mode = d.get("_meta", {}).get("model")
         self.mode = mode if mode in MODELS else DEFAULT_MODEL
-        log(f"calibration: {self.mode}, {self.base.samples} samples")
+        log(f"calibration: {self.mode}, " + ", ".join(f"{n} {self.models[n].samples}" for n in (self.source,) + SIDES)
+            + " samples")
 
     def load_lessons(self):
         try:
             d = json.loads(LESSONS.read_text())
-            if d.get("source") == self.source:
-                self.live.samples = d.get("samples", [])[-PointerLessons.KEEP:]
         except (OSError, ValueError):
-            pass
-        log(f"{len(self.live.samples)} lessons")
+            d = {}
+        # The first version kept one source's: {"source": NAME, "samples": [...]}.
+        sources = d.get("sources") or ({d["source"]: d.get("samples", [])} if "source" in d else {})
+        for name, samples in sources.items():
+            if name in self.lives:
+                self.lives[name].samples = samples[-PointerLessons.KEEP:]
+        for t, misses in (d.get("misses") or {}).items():
+            if t in self.weights:
+                self.weights[t] = EyeWeights(self.bias, misses)
+        log(", ".join(f"{n} {len(self.lives[n].samples)}" for n in (self.source,) + SIDES) + " lessons")
 
     def save_lessons(self):
         tmp = LESSONS.with_suffix(".tmp")
-        tmp.write_text(json.dumps({"source": self.source, "samples": self.live.samples}))
+        tmp.write_text(json.dumps({"version": 2, "sources": {n: lv.samples for n, lv in self.lives.items() if lv.samples},
+                                   "misses": {t: w.misses for t, w in self.weights.items()}}))
         tmp.replace(LESSONS)
         self.dirty = False
 
-    def correction(self, hy, hp):
-        by, bp = self.base.get(hy, hp, self.mode)
-        ly, lp = self.live.get(hy, hp)
+    def refit(self):
+        for name, live in self.lives.items():
+            live.wear_time = self.steam.worn()
+            live.refit(self.models[name], self.mode)
+
+    def correction(self, name, hy, hp):
+        by, bp = self.models[name].get(hy, hp, self.mode)
+        ly, lp = self.lives[name].get(hy, hp)
         return by + ly, bp + lp
 
+    def look(self, ry, rp):
+        """When the gaze sent as raw (ry, rp) was last sent, and each eye's median reading over
+        the LOOK before it: (t, [(yaw, pitch) or None] * 2), or (None, None)."""
+        key = f"{ry:.3f} {rp:.3f}"
+        t = next((h[0] for h in reversed(self.history) if h[1] == key), None)
+        if t is None:
+            return None, None
+        eyes = []
+        for k in (0, 1):
+            seen = [h[2][k] for h in self.history if t - LOOK <= h[0] <= t and h[2] and h[2][k]]
+            eyes.append((statistics.median(e[0] for e in seen), statistics.median(e[1] for e in seen)) if seen else None)
+        return t, eyes
+
     def lesson(self, rhy, rhp, thy, thp):
-        dy, dp = thy - rhy, thp - rhp  # the whole error there
-        cy, cp = self.correction(rhy, rhp)
-        left = ((dy - cy) ** 2 + (dp - cp) ** 2) ** 0.5
-        rec = {"time": time.time(), "source": self.source, "model": self.mode, "raw": [rhy, rhp],
-               "true": [thy, thp], "correction": [cy, cp], "lesson_deg": left, "wear": self.steam.worn()}
-        if left > LESSON_MAX:
-            rec["refused"] = f"more than {LESSON_MAX} deg past the correction"
+        kind = self.kind
+        rec = {"time": time.time(), "kind": kind, "raw": [rhy, rhp], "true": [thy, thp], "wear": self.steam.worn()}
+        if kind == "source":
+            dy, dp = thy - rhy, thp - rhp  # the whole error there
+            cy, cp = self.correction(self.source, rhy, rhp)
+            left = math.hypot(dy - cy, dp - cp)
+            rec.update(source=self.source, model=self.mode, correction=[cy, cp], lesson_deg=left)
+            if left > LESSON_MAX:
+                rec["refused"] = f"more than {LESSON_MAX} deg past the correction"
+            else:
+                self.lives[self.source].add({"time": rec["time"], "hy": rhy, "hp": rhp, "dy": dy, "dp": dp,
+                                             "wy": 1.0, "wp": 1.0, "how": "pointer"}, self.models[self.source], self.mode)
+            return self.taken(rec)
+        # The raw gaze sent here is the corrected, combined one: its whole error is left.
+        left = math.hypot(thy - rhy, thp - rhp)
+        t, eyes = self.look(rhy, rhp)
+        weights = self.weights[self.tracker if kind == "own" else "steam"]
+        rec.update(tracker=self.tracker if kind == "own" else "steam", bias=self.bias, lesson_deg=left, look_t=t,
+                   eyes=eyes, weights=[round(w, 3) for w in weights.weights()])
+        limit = OWN_LESSON_MAX if kind == "own" else LESSON_MAX
+        if t is None:
+            rec["refused"] = "that gaze isn't in the last few seconds sent"
+        elif left > limit:
+            rec["refused"] = f"more than {limit} deg off"
+        if "refused" in rec:
+            return self.taken(rec)
+        if kind == "own":
+            # Its eyes come calibrated: how far off each was is its miss. The click goes to it.
+            miss = [math.hypot(thy - e[0], thp - e[1]) if e else None for e in eyes]
+            try:
+                self.eyes_sock.sendto(f"click {t:.6f} {thy:.4f} {thp:.4f}".encode(), EYES_SOCKET)
+            except OSError as e:
+                rec["refused"] = f"our tracker isn't running ({e})"
+                return self.taken(rec)
+        else:
+            miss = []
+            for name, e in zip(SIDES, eyes):
+                if not e:
+                    miss.append(None)
+                    continue
+                cy, cp = self.correction(name, *e)
+                miss.append(math.hypot(thy - e[0] - cy, thp - e[1] - cp))
+                self.lives[name].add({"time": rec["time"], "hy": e[0], "hp": e[1], "dy": thy - e[0], "dp": thp - e[1],
+                                      "wy": 1.0, "wp": 1.0, "how": "pointer"}, self.models[name], self.mode)
+        rec["miss"] = miss
+        weights.add(miss)
+        return self.taken(rec)
+
+    def taken(self, rec):
+        if "refused" in rec:
             self.counts["refused"] += 1
         else:
-            self.live.add({"time": rec["time"], "hy": rhy, "hp": rhp, "dy": dy, "dp": dp, "wy": 1.0, "wp": 1.0,
-                           "how": "pointer"}, self.base, self.mode)
             self.counts["lessons_taken"] += 1
             self.dirty = True
         try:
@@ -214,6 +399,61 @@ class Service:
                 pass
         self.proc = None
 
+    def eyes_wanted(self):
+        return (self.tracker == "own" and not self.override) or time.monotonic() < self.eyes_until
+
+    def start_eyes(self):
+        """Our own tracker, in the dev container, with build/venv's numpy and OpenCV. Like
+        ft-gaze, it quits when its stdin closes."""
+        if not EYES_PYTHON.exists():
+            log(f"ft-eyes isn't built: run {REPO}/gaze/tracker/build.sh")
+            self.eyes_restart_at = time.monotonic() + 30
+            return
+        env = dict(os.environ)
+        env["XDG_RUNTIME_DIR"] = f"/run/user/{os.getuid()}"
+        subprocess.run([str(REPO / "scripts" / "container-up.sh")], env=env, check=False)
+        distrobox = Path.home() / ".local" / "bin" / "distrobox"
+        self.eyes_proc = subprocess.Popen([str(distrobox), "enter", "dev", "--", str(EYES_PYTHON), str(EYES_PROG), "-v",
+                                           "--watch-stdin"], env=env, stdin=subprocess.PIPE,
+                                          stdout=subprocess.DEVNULL, stderr=subprocess.PIPE, start_new_session=True)
+        os.set_blocking(self.eyes_proc.stderr.fileno(), False)
+        self.sel.register(self.eyes_proc.stderr, selectors.EVENT_READ, "eyes")
+        log("ft-eyes started" + ("" if EYES_CAMS.exists() else
+                                 f": no {EYES_CAMS} yet (the frame grabber: gaze/tracker/install.sh)"))
+
+    def stop_eyes(self):
+        if not self.eyes_proc:
+            return
+        try:
+            self.sel.unregister(self.eyes_proc.stderr)
+        except (KeyError, ValueError):
+            pass
+        if self.eyes_proc.stdin and not self.eyes_proc.stdin.closed:
+            self.eyes_proc.stdin.close()
+        try:
+            self.eyes_proc.wait(timeout=3)
+        except subprocess.TimeoutExpired:
+            try:
+                os.killpg(self.eyes_proc.pid, signal.SIGTERM)
+            except ProcessLookupError:
+                pass
+        self.eyes_proc = None
+        self.own = {}
+
+    def read_eyes(self):
+        try:
+            data = os.read(self.eyes_proc.stderr.fileno(), 65536)
+        except BlockingIOError:
+            return
+        if not data:
+            log(f"ft-eyes stopped (exit {self.eyes_proc.poll()}); again in {EYES_RETRY:.0f} s if still wanted")
+            self.stop_eyes()
+            self.eyes_restart_at = time.monotonic() + EYES_RETRY
+            return
+        for line in data.decode("utf-8", "replace").splitlines():
+            if line.strip() and (self.verbose or "fps" not in line):
+                log(line)
+
     def read_stdout(self):
         try:
             data = os.read(self.proc.stdout.fileno(), 65536)
@@ -241,19 +481,13 @@ class Service:
             if line.strip():
                 log(line)
 
-    def on_sample(self, s):
-        src = s["src"].get(self.source) or {}
-        if "hy" not in src:
-            return
-        self.counts["samples"] += 1
-        self.last_sample = time.monotonic()
-        m1 = s["src"].get("mmap1") or {}
-        o = m1.get("open")
-        lr = src.get("lr", m1.get("lr"))
-        # Blinks and lost eyes, judged against the last second (see steady_samples: relative,
-        # because the lids come down looking down, and the vergence depends on distance).
-        # An eye's floor comes from its good readings, so a lost eye doesn't drag it to 0.
+    def judge_eyes(self, m1, down):
+        """Which eyes (left, right) are closed, from SteamVR's openness (set 1); updates
+        self.lost from its variances. Blinks and lost eyes are judged against the last second
+        (see steady_samples: relative, because the lids come down looking down). An eye's
+        floor comes from its good readings, so a lost eye doesn't drag it to 0."""
         low = [False, False]
+        o = m1.get("open")
         if o and len(o) == 2:
             for k in (0, 1):
                 hist = self.opens[k]
@@ -261,25 +495,130 @@ class Service:
                 floor = max(0.12, 0.5 * statistics.median(good)) if len(good) >= 30 else 0.12
                 low[k] = o[k] < floor
                 hist.append(o[k])
-        if all(low):
+        unc = m1.get("unc")
+        if unc and len(unc) == 2:
+            for k in (0, 1):
+                self.lost[k] = unc[k] > (EYE_FOUND if self.lost[k] else EYE_LOST)
+            if not down:
+                self.counts["lost_left"] += self.lost[0]
+                self.counts["lost_right"] += self.lost[1]
+        return low
+
+    def on_sample(self, s):
+        kind = self.kind
+        if kind != self.last_kind:
+            log({"own": "our own tracker", "eyes": "SteamVR's eyes, each calibrated",
+                 "source": f"SteamVR's {self.source}, calibrated as a whole"}[kind]
+                + (f", eye bias {self.bias}" if kind != "source" else ""))
+            self.last_kind = kind
+            self.fix.reset()
+        if kind == "source":
+            self.on_source_sample(s)
+        else:
+            self.on_eyes_sample(s, kind == "own")
+
+    def on_eyes_sample(self, s, own):
+        m1 = s["src"].get("mmap1") or {}
+        if own:
+            src = s["src"].get("own") or {}
+            if "hy" not in src:
+                return
+            eyes = [tuple(e) if e else None for e in (src.get("eyes") or [None, None])]
+            hp, hit = src["hp"], src.get("hit")
+        else:
+            per = [s["src"].get(name) or {} for name in SIDES]
+            eyes = [(p["hy"], p["hp"]) if "hy" in p else None for p in per]
+            if not any(eyes):
+                return
+            hp, hit = next(e[1] for e in eyes if e), m1.get("hit")
+        self.counts["samples"] += 1
+        self.last_sample = time.monotonic()
+        down = hp < KEYBOARD_PITCH and not hit
+        low = self.judge_eyes(m1, down)
+        if down:
+            self.counts["looking_down"] += 1
+            return
+        # Our tracker finds the pupils itself; SteamVR's openness still marks the blinks.
+        bad = [eyes[k] is None or low[k] or (not own and self.lost[k]) for k in (0, 1)]
+        if all(bad):
             self.counts["blinks"] += 1
             return
-        if any(low):
+        if any(bad):
             self.counts["one_eye"] += 1
-        if self.source == "mmap2":
-            jump = (lr is not None and len(self.vergence) >= 30
-                    and abs(lr - statistics.median(self.vergence)) > 1.5)
-            if lr is not None and not any(low):
-                self.vergence.append(lr)
-            if any(low) or jump:
+            self.counts["one_eye_used"] += 1
+        seen = [None if bad[k] else eyes[k] for k in (0, 1)]
+        if own:
+            corrected = seen
+        else:
+            corrected = []
+            for name, e in zip(SIDES, seen):
+                c = self.correction(name, *e) if e else None
+                corrected.append((e[0] + c[0], e[1] + c[1]) if e else None)
+        gy, gp = self.weights["own" if own else "steam"].combine(corrected)
+        fy, fp = self.fix(gy, gp, s["t"], 1.0)
+        self.send(s["t"], fy, fp, fy, fp, seen)
+
+    def on_source_sample(self, s):
+        src = s["src"].get(self.source) or {}
+        if "hy" not in src:
+            return
+        self.counts["samples"] += 1
+        self.last_sample = time.monotonic()
+        m1 = s["src"].get("mmap1") or {}
+        lr = src.get("lr", m1.get("lr"))
+        down = src["hp"] < KEYBOARD_PITCH and not src.get("hit")
+        low = self.judge_eyes(m1, down)
+        if down:
+            self.counts["looking_down"] += 1
+            for k in (0, 1):
+                self.bad_at[k] = s["t"]  # the fallback doesn't learn from these either
+            return
+        bad = [low[k] or self.lost[k] for k in (0, 1)]
+        if all(bad):
+            self.counts["blinks"] += 1
+            return
+        hy, hp = src["hy"], src["hp"]
+        eyes = (s["src"].get("mmap2") or {}).get("eyes")
+        for k in (0, 1):
+            if bad[k]:
+                self.bad_at[k] = s["t"]
+        if any(bad):
+            self.counts["one_eye"] += 1
+            seen = 1 if bad[0] else 0
+            est = self.fallback.get(seen, eyes[seen][0], eyes[seen][1]) if eyes else None
+            if est:
+                hy, hp = est
+                self.counts["one_eye_used"] += 1
+            elif self.source == "mmap2":
                 self.counts["dropped"] += 1
                 return
+        else:
+            if self.source == "mmap2":
+                jump = (lr is not None and len(self.vergence) >= 30
+                        and abs(lr - statistics.median(self.vergence)) > 1.5)
+                if lr is not None:
+                    self.vergence.append(lr)
+                if jump:
+                    self.counts["dropped"] += 1
+                    return
+            # Learn only once both have been seen for a moment: the tracker's filter starts
+            # an eye over when it finds it again.
+            if eyes and s["t"] - max(self.bad_at) > SETTLE:
+                for k in (0, 1):
+                    self.fallback.update(k, eyes[k][0], eyes[k][1], hy, hp)
         # The fixation lock works in degrees here (1 degree per "pixel").
-        fy, fp = self.fix(src["hy"], src["hp"], s["t"], 1.0)
-        cy, cp = self.correction(fy, fp)
-        self.last = (fy + cy, fp + cp, fy, fp)
+        fy, fp = self.fix(hy, hp, s["t"], 1.0)
+        cy, cp = self.correction(self.source, fy, fp)
+        self.send(s["t"], fy + cy, fp + cp, fy, fp, None)
+
+    def send(self, t, hy, hp, rhy, rhp, eyes):
+        self.last = (hy, hp, rhy, rhp)
+        raw = f"{rhy:.3f} {rhp:.3f}"
+        self.history.append((t, raw, eyes))
+        while self.history and self.history[0][0] < t - HISTORY:
+            self.history.popleft()
         try:
-            self.out.sendto(f"gz {fy + cy:.3f} {fp + cp:.3f} {fy:.3f} {fp:.3f}".encode(), self.to)
+            self.out.sendto(f"gz {hy:.3f} {hp:.3f} {raw}".encode(), self.to)
             self.counts["sent"] += 1
         except OSError:
             pass  # the pointer helper isn't running
@@ -299,19 +638,30 @@ class Service:
                     rec = self.lesson(*map(float, words[1:]))
                     reply = "refused" if "refused" in rec else f"ok {rec['lesson_deg']:.2f}"
                     log(f"lesson {rec['lesson_deg']:.2f} deg at {rec['raw'][0]:+.1f},{rec['raw'][1]:+.1f}"
+                        + (f", eyes off {', '.join('-' if m is None else f'{m:.2f}' for m in rec['miss'])}"
+                           if rec.get("miss") else "")
                         + (f": {rec['refused']}" if "refused" in rec else ""))
                 except ValueError:
                     reply = "error bad lesson"
             elif words[:1] == ["status"]:
                 reply = json.dumps(self.status())
             elif words[:1] == ["forget"]:
-                self.live = PointerLessons()
-                self.live.wear_time = self.steam.worn()
+                self.lives = {name: PointerLessons() for name in SOURCES}
+                self.weights = {t: EyeWeights(self.bias) for t in TRACKERS}
+                self.refit()
                 self.save_lessons()
                 reply = "ok"
+            elif words[:1] == ["eyes"] and len(words) == 2:
+                try:
+                    secs = min(max(float(words[1]), 0.0), EYES_LEASE_MAX)
+                    self.eyes_until = max(self.eyes_until, time.monotonic() + secs)
+                    reply = "ok"
+                except ValueError:
+                    reply = "error bad seconds"
             elif words[:1] == ["reload"]:
+                self.load_settings()
                 self.load_calibration()
-                self.live.refit(self.base, self.mode)
+                self.refit()
                 reply = "ok"
             else:
                 reply = "error unknown command"
@@ -321,27 +671,72 @@ class Service:
                 except OSError:
                     pass
 
+    def on_own(self):
+        """Replies from our tracker: its status (JSON), or a click's "ok ..."/"fail ..."."""
+        while True:
+            try:
+                data = self.eyes_sock.recv(4096).decode("utf-8", "replace")
+            except (BlockingIOError, OSError):
+                return
+            if data.startswith("{"):
+                try:
+                    self.own, self.own_at = json.loads(data), time.monotonic()
+                except ValueError:
+                    pass
+            else:
+                log(f"our tracker: {data}")
+
     def status(self):
-        ly, lp = self.live.offset()
-        return {"source": self.source, "model": self.mode, "calibration_samples": self.base.samples,
-                "lessons": len(self.live.samples), "lesson_offset": [round(ly, 3), round(lp, 3)],
-                "ft_gaze": self.proc is not None, "sample_age_s": round(time.monotonic() - self.last_sample, 2)
-                if self.last_sample else None, "headset_on": self.steam.wearing(), "headset_on_since": self.steam.worn(),
-                "last": [round(v, 2) for v in self.last] if self.last else None, **self.counts}
+        kind = self.kind
+        tracker = "own" if kind == "own" else "steam"
+        w = self.weights[tracker]
+        st = {"tracker": tracker, "kind": kind, "source": "own" if kind == "own" else self.source if kind == "source"
+              else "left+right", "model": self.mode, "eye_bias": self.bias}
+        if kind == "source":
+            ly, lp = self.lives[self.source].offset()
+            st.update(calibration_samples=self.models[self.source].samples, lessons=len(self.lives[self.source].samples),
+                      lesson_offset=[round(ly, 3), round(lp, 3)])
+        else:
+            st.update(eye_weights=[round(v, 3) for v in w.weights()], eye_misses=[len(m) for m in w.misses],
+                      eye_rms=[None if r is None else round(r, 2) for r in w.rms()])
+        if kind == "eyes":
+            st.update(calibration_samples=min(self.models[e].samples for e in SIDES),
+                      lessons=max(len(self.lives[e].samples) for e in SIDES))
+        if kind == "own":
+            own = self.own if time.monotonic() - self.own_at < 5 else {}
+            cal = own.get("calibration") or {}
+            st.update(calibration_samples=cal.get("dots", 0), calibration_made=cal.get("made"),
+                      lessons=max(len(m) for m in w.misses), own_running=bool(own),
+                      own_reseat=any(e.get("reseat") for e in own.get("eyes", {}).values()))
+        st.update(eyes_process=self.eyes_proc is not None, eyegrab=EYES_CAMS.exists())
+        st.update({"ft_gaze": self.proc is not None, "sample_age_s": round(time.monotonic() - self.last_sample, 2)
+                   if self.last_sample else None, "headset_on": self.steam.wearing(),
+                   "headset_on_since": self.steam.worn(), "last": [round(v, 2) for v in self.last] if self.last else None,
+                   "eyes_lost": self.lost, "fallback_ready": [self.fallback.ready(0), self.fallback.ready(1)],
+                   **self.counts})
+        return st
 
     def periodic(self):
-        if self.steam.poll() or self.steam.worn() != self.live.wear_time:
-            if self.steam.worn() != self.live.wear_time:
+        if self.steam.poll() or any(lv.wear_time != self.steam.worn() for lv in self.lives.values()):
+            if any(lv.wear_time != self.steam.worn() for lv in self.lives.values()):
                 log("headset on again: older lessons count less until new ones come in")
-            self.live.wear_time = self.steam.worn()
-            self.live.refit(self.base, self.mode)
-        try:
-            mtime = CALIBRATION.stat().st_mtime
-        except OSError:
-            mtime = None
-        if mtime != self.cal_mtime:
+            self.refit()
+        if mtime(CALIBRATION) != self.cal_mtime:
             self.load_calibration()
-            self.live.refit(self.base, self.mode)
+            self.refit()
+        if mtime(CONF) != self.conf_mtime:
+            self.load_settings()
+        want = self.eyes_wanted()
+        if want and not self.eyes_proc and time.monotonic() >= self.eyes_restart_at:
+            self.start_eyes()
+        elif not want and self.eyes_proc:
+            log("ft-eyes no longer wanted: stopping it")
+            self.stop_eyes()
+        if self.eyes_proc:
+            try:
+                self.eyes_sock.sendto(b"status", EYES_SOCKET)
+            except OSError:
+                pass  # not up yet: status() says so once the last answer is old
         if self.dirty:
             self.save_lessons()
 
@@ -355,6 +750,10 @@ class Service:
             for key, _ in self.sel.select(timeout=0.5):
                 if key.data == "control":
                     self.on_control()
+                elif key.data == "own":
+                    self.on_own()
+                elif key.data == "eyes" and self.eyes_proc:
+                    self.read_eyes()
                 elif key.data == "stdout" and self.proc:
                     self.read_stdout()
                 elif key.data == "stderr" and self.proc:
@@ -366,13 +765,15 @@ class Service:
                 log(json.dumps(self.status()))
                 next_verbose = now + 5
         self.stop_helper()
+        self.stop_eyes()
         if self.dirty:
             self.save_lessons()
 
 
 def main():
     ap = argparse.ArgumentParser(description="The gaze service: corrected eye tracking for the pointer")
-    ap.add_argument("--source", choices=["action", "mmap1", "mmap2"], default="mmap1")
+    ap.add_argument("--source", choices=["action", "mmap1", "mmap2"],
+                    help="the older one-source path with this SteamVR source, whatever the settings say")
     ap.add_argument("-v", "--verbose", action="store_true")
     ap.add_argument("--to", default="ft_pointer_helper", help="abstract socket to send the gaze to")
     args = ap.parse_args()

gaze/gazecal.py

@@ -2,8 +2,8 @@
 
 The correction models (Correction: the calibration fitted from calibration dots;
 LiveCorrection: what clicks teach on the fly, on top of it), the smoothing filters, the
-blink and dropout filter for one look at a spot, and SteamEyeLog, which follows SteamVR's
-eye tracking log. Angles are head-relative degrees (yaw +left, pitch +up), as ft-gaze
+blink and dropout filter for one look at a spot, EyeFallback (the gaze from one eye while
+the tracker has lost the other), EyeWeights (how much each eye counts), and SteamEyeLog, which follows SteamVR's eye tracking log. Angles are head-relative degrees (yaw +left, pitch +up), as ft-gaze
 reports them.
 """
 
@@ -391,6 +391,146 @@ class LiveCorrection:
         return self.cy[0], self.cp[0]
 
 
+# The tracker's variance for an eye's direction (ft-gaze's "unc"): 0.0005-0.002 while it
+# sees the eye, 0.015-0.03 once it's lost it, falling back through 0.008-0.002 in the 0.1 s
+# after it finds it again.
+EYE_LOST = 0.004
+EYE_FOUND = 0.0025
+
+
+class EyeFallback:
+    """The gaze from one eye, while the tracker has lost the other.
+
+    SteamVR's combined gaze (mmap set 1) keeps going with one eye lost, but badly: it holds
+    the lost eye's yaw where it was and gives it the other eye's pitch, so the gaze moves
+    half as far sideways as the eyes do (seen: the right eye swung 5 degrees, the combined
+    gaze 2.5). Set 2's eyes are each eye's own reading. While both are seen, this learns what
+    each eye reads against the combined gaze (an offset: half the angle between the eyes,
+    plus how differently the tracker reads each), in 10 degree cells of where that eye
+    looks, blended over the four nearest; while one is lost, the other eye plus its offset
+    stands in for the combined gaze. So the rest (fixation lock, calibration, lessons)
+    carries on as if nothing happened.
+
+    On a recording, one eye alone came out 1.1 degrees (median) from both eyes' gaze, 0.8
+    over a tenth of a second of a steady look, and a little more jittery (0.31-0.37 degrees
+    against 0.28). Carrying on the offset from just before a loss did no better: what's
+    left is fast noise, not something particular to that look.
+
+    `update` and `get` take head-relative degrees (yaw, pitch)."""
+
+    CELL = 10.0
+    GLOBAL_RATE = 0.01   # per sample: about a second at 90 Hz
+    CELL_RATE = 0.02     # the least a cell learns per sample, once it has CELL_FULL
+    CELL_FULL = 30       # samples before a cell counts fully
+    READY = 45           # samples of both eyes before an eye can stand in
+
+    def __init__(self):
+        self.glob = [None, None]      # per eye: [oy, op]
+        self.seen = [0, 0]
+        self.cells = [{}, {}]         # per eye: (i, j) -> [oy, op, n]
+
+    def ready(self, eye):
+        return self.seen[eye] >= self.READY
+
+    def update(self, eye, ey, ep, cy, cp):
+        oy, op = cy - ey, cp - ep
+        g = self.glob[eye]
+        if g is None:
+            self.glob[eye] = [oy, op]
+        else:
+            g[0] += self.GLOBAL_RATE * (oy - g[0])
+            g[1] += self.GLOBAL_RATE * (op - g[1])
+        self.seen[eye] += 1
+        key = (math.floor(ey / self.CELL), math.floor(ep / self.CELL))
+        c = self.cells[eye].setdefault(key, [oy, op, 0])
+        c[2] += 1
+        a = max(1.0 / c[2], self.CELL_RATE)
+        c[0] += a * (oy - c[0])
+        c[1] += a * (op - c[1])
+
+    def offset(self, eye, ey, ep):
+        g = self.glob[eye]
+        if g is None:
+            return None
+        # Bilinear over the four cells whose centres surround the point.
+        fy, fp = ey / self.CELL - 0.5, ep / self.CELL - 0.5
+        i0, j0 = math.floor(fy), math.floor(fp)
+        ty, tp = fy - i0, fp - j0
+        sy = sp = used = 0.0
+        for di, wi in ((0, 1 - ty), (1, ty)):
+            for dj, wj in ((0, 1 - tp), (1, tp)):
+                c = self.cells[eye].get((i0 + di, j0 + dj))
+                if c:
+                    w = wi * wj * min(1.0, c[2] / self.CELL_FULL)
+                    sy += w * c[0]
+                    sp += w * c[1]
+                    used += w
+        return sy + (1 - used) * g[0], sp + (1 - used) * g[1]
+
+    def get(self, eye, ey, ep):
+        """The combined gaze from this eye's reading, or None before it has learned enough."""
+        if not self.ready(eye):
+            return None
+        oy, op = self.offset(eye, ey, ep)
+        return ey + oy, ep + op
+
+
+class EyeWeights:
+    """How much each eye (0 left, 1 right) counts in the gaze, for ft-gazed's eye bias.
+
+    Two eyes beat either one: their errors partly cancel. On 306 live clicks with our own
+    tracker (gaze/tracker, 2026-09-29) the eyes' sideways errors were correlated -0.37, and
+    the mean of both was 0.65 degrees off (median), the left eye alone 0.96, the right 1.11.
+    So a bias leans instead of choosing: "left" or "right" counts that eye LEAN times the
+    other (on those clicks, 2:1 toward the better eye cost about 0.03 degrees, toward the
+    worse one about 0.13). "auto" weights each
+    by the inverse square of its RMS miss at the last KEEP lessons, once both have MIN, and
+    alike until then. Each miss is measured before its lesson teaches anything, so each is a
+    fresh test. On SteamVR's own test (2026-09-29) its calibration dots said the left eye was
+    the better one and new spots said the right, so the misses come from lessons, not the fit.
+    An eye that isn't seen (None) drops out, and the other carries the gaze alone."""
+
+    LEAN = 2.0
+    KEEP = 20
+    MIN = 5
+    FLOOR = 0.3   # degrees: so one lucky run can't give an eye all the weight
+    STALE = 8.0   # degrees: a miss this big is the headset moved, not the eye's accuracy
+
+    def __init__(self, bias="auto", misses=None):
+        self.bias = bias
+        self.misses = [list(m) for m in (misses or ([], []))]
+
+    def add(self, miss):
+        """One lesson's miss per eye (degrees, None where it wasn't seen)."""
+        if any(m is not None and m > self.STALE for m in miss):
+            return
+        for k, m in enumerate(miss):
+            if m is not None:
+                self.misses[k] = (self.misses[k] + [m])[-self.KEEP:]
+
+    def rms(self):
+        return [math.sqrt(sum(m * m for m in ms) / len(ms)) if ms else None for ms in self.misses]
+
+    def weights(self):
+        """(left, right), summing to 1."""
+        if self.bias in ("left", "right"):
+            w = [self.LEAN, 1.0] if self.bias == "left" else [1.0, self.LEAN]
+        elif all(len(ms) >= self.MIN for ms in self.misses):
+            w = [1.0 / max(r, self.FLOOR) ** 2 for r in self.rms()]
+        else:
+            w = [1.0, 1.0]
+        return w[0] / sum(w), w[1] / sum(w)
+
+    def combine(self, eyes):
+        """The weighted gaze from [(yaw, pitch) or None, (yaw, pitch) or None], or None."""
+        w = [wk for wk, e in zip(self.weights(), eyes) if e is not None]
+        seen = [e for e in eyes if e is not None]
+        if not seen:
+            return None
+        total = sum(w)
+        return (sum(wk * e[0] for wk, e in zip(w, seen)) / total, sum(wk * e[1] for wk, e in zip(w, seen)) / total)
+
+
 class SteamEyeLog:
     """Follows SteamVR's eye tracking log (read only) for what moves the raw gaze under a
     calibration.
@@ -494,7 +634,8 @@ def cross_validate(points, mode):
 
 def steady_samples(samples, vergence_jump=1.5):
     """The samples of one look at one spot where the tracker had both eyes: none in a blink
-    (openness under half its median over the samples), and none where the angle between the eyes' directions (`lr`, the
+    (openness under half its median over the samples), none where it had lost an eye (its
+    variance over EYE_LOST), and none where the angle between the eyes' directions (`lr`, the
     vergence) is more than `vergence_jump` degrees from its median over the samples. The
     vergence itself depends on distance (about 2.8 degrees for a screen 1.3 m away, a
     fraction of one far off), so only a jump away from what it was during this look means
@@ -513,6 +654,7 @@ def steady_samples(samples, vergence_jump=1.5):
 
     def vergence(smp):
         return (smp["src"].get("mmap1") or {}).get("lr", (smp["src"].get("mmap2") or {}).get("lr"))
+    opened = [smp for smp in opened if max((smp["src"].get("mmap1") or {}).get("unc") or [0]) <= EYE_LOST]
     have = [v for v in map(vergence, opened) if v is not None]
     if len(have) < 5:
         return opened

gaze/probe/ft-gazeprobe

@@ -2,8 +2,8 @@
 """ft-gazeprobe: a playground for eye tracking as pointer input on the Frametop desktop.
 
 Opens fullscreen on one Frametop screen and shows where the headset's eye tracker says
-you're looking, from the three sources ft-gaze reads (SteamVR's eye tracking action and
-the two gaze sets in eye-server.mmap). Three modes:
+you're looking, from the sources ft-gaze reads (SteamVR's eye tracking action, the two
+gaze sets in eye-server.mmap, and each eye alone). The modes:
 
   Free look       the gaze dot; the trigger calibrates wherever you are looking.
   Accuracy test   look at each target and tap the trigger; measures every source's error
@@ -15,6 +15,11 @@ the two gaze sets in eye-server.mmap). Three modes:
                   it; if it's the wrong one, hold, then glance toward the right one or
                   move the mouse, and let go on it. Each click teaches the click
                   corrections (LiveCorrection).
+  Headset fit     how well the tracker sees each eye (fitcheck.py): live per eye, whether
+                  it's tracked, how open it is, and the tracker's confidence, and maps of
+                  where you looked and where each eye got lost, with hints. Enter runs a
+                  guided check (dots around the screen, then down, up, left and right),
+                  R starts over. Adjust the headset while you watch it.
 
 Run calibration: the initial calibration, after Apple Vision Pro's eye setup. One dot,
 then six in a circle, in three rounds that go from a dark to a bright screen (pupil size
@@ -22,8 +27,8 @@ changes with brightness, and the tracker's error with it). Look at each highligh
 and press the trigger. At the end, each source's calibration is fitted from all 21 dots;
 freeze and look refines it on demand after that.
 
-Trigger: Enter, Space, or a mouse button. Tab shows and hides the panel, F11 toggles
-fullscreen, Esc quits.
+Trigger: Enter, Space, or a mouse button. Tab shows and hides the panel, C collapses it to
+its title bar (or its arrow button does), F11 toggles fullscreen, Esc quits.
 
 Freeze and look (the default trigger): the press freezes the dot where the tracker says
 you're looking. Look at the frozen dot. After a moment to settle, the probe averages where
@@ -55,6 +60,7 @@ import math
 import os
 import random
 import signal
+import socket
 import statistics
 import subprocess
 import sys
@@ -72,16 +78,61 @@ from gi.repository import Adw, Gdk, Gio, GLib, Gtk  # noqa: E402
 REPO = Path(__file__).resolve().parents[2]
 HELPER = REPO / "gaze" / "build" / "ft-gaze"
 STATE = Path.home() / ".local" / "state" / "frametop" / "gaze"
-SOURCES = ["action", "mmap1", "mmap2"]
-SOURCE_NAMES = {"action": "SteamVR action", "mmap1": "mmap set 1", "mmap2": "mmap set 2"}
-SOURCE_COLORS = {"action": (0.2, 0.8, 1.0), "mmap1": (1.0, 0.6, 0.1), "mmap2": (0.9, 0.3, 0.9)}
+# left and right: each eye alone (set 2's own reading of that eye), calibrated and tested
+# like the rest, to see what one eye is worth against both. own: our own tracker
+# (gaze/tracker/ft-eyes, which the gaze service runs); it has its own calibration.
+SOURCES = ["action", "mmap1", "mmap2", "left", "right", "own"]
+SOURCE_NAMES = {"action": "SteamVR action", "mmap1": "mmap set 1", "mmap2": "mmap set 2", "left": "Left eye",
+                "right": "Right eye", "own": "Own tracker"}
+SOURCE_COLORS = {"action": (0.2, 0.8, 1.0), "mmap1": (1.0, 0.6, 0.1), "mmap2": (0.9, 0.3, 0.9),
+                 "left": (0.4, 1.0, 0.6), "right": (1.0, 1.0, 0.4), "own": (1.0, 0.35, 0.35)}
 TRIGGER_KEYS = {Gdk.KEY_Return, Gdk.KEY_KP_Enter, Gdk.KEY_space}
 
 
+class OwnTracker:
+    """Talks to our own tracker (gaze/tracker/ft-eyes) over its control socket (@ft_eyes).
+    It keeps its own calibration: the probe sends it calibration dots and clicks, each with
+    when you looked and where (head-relative degrees), and it learns from its own frames.
+    The gaze service (ft-gazed) runs it: `lease` asks it to keep it running a while longer,
+    whatever the Eye tracker setting says."""
+
+    def __init__(self):
+        self.sock = socket.socket(socket.AF_UNIX, socket.SOCK_DGRAM)
+        self.sock.bind(f"\0ft_gazeprobe.{os.getpid()}")
+        self.sock.settimeout(1.0)
+
+    def ask(self, command):
+        """The reply line, or "fail ..." if the tracker isn't running or doesn't answer."""
+        try:
+            while True:  # drop a late reply to an earlier command
+                self.sock.setblocking(False)
+                self.sock.recv(4096)
+        except (BlockingIOError, OSError):
+            pass
+        self.sock.settimeout(1.0)
+        try:
+            self.sock.sendto(command.encode(), "\0ft_eyes")
+            return self.sock.recv(4096).decode()
+        except (ConnectionRefusedError, FileNotFoundError):
+            return "fail the Own tracker isn't running yet (the gaze service starts it)"
+        except (socket.timeout, OSError) as e:
+            return f"fail no answer from the Own tracker ({e})"
+
+    def lease(self, seconds=30):
+        """Ask the gaze service to keep the Own tracker running for `seconds` more. False if
+        the gaze service isn't running."""
+        try:
+            self.sock.sendto(f"eyes {seconds}".encode(), "\0ft_gazed")
+            return True
+        except OSError:
+            return False
+
+
 # The math, filters, correction models, and SteamVR log reader are shared with ft-gazed.
 sys.path.insert(0, str(Path(__file__).resolve().parents[1]))
 from gazecal import (DEFAULT_MODEL, MODELS, Correction, Fixation, LiveCorrection, OneEuro,  # noqa: E402
                      SteamEyeLog, cross_validate, deg_from_px, px_from_deg, steady_samples)
+from fitcheck import FitCheck  # noqa: E402
 
 
 # --- Gaze from ft-gaze ----------------------------------------------------------------
@@ -414,8 +465,12 @@ class Probe(Adw.ApplicationWindow):
         self.pointer = None
         self.practice = None   # click practice: the press being held (see practice_press)
         self.recent = deque(maxlen=60)  # the last samples, for where you looked at a press
+        self.fitcheck = FitCheck()      # Headset fit: how well the tracker sees each eye
 
         self.models = {s: Correction() for s in SOURCES}
+        self.own = OwnTracker()
+        self.reseat_check = False    # showing the one-dot check after the headset was off
+        self.reseat_skipped = False  # S skipped this one
         self.live = {s: LiveCorrection() for s in SOURCES}
         self.steam = SteamEyeLog()
         self.steam.poll()
@@ -471,8 +526,8 @@ class Probe(Adw.ApplicationWindow):
 
     # --- The context menu (right-click, the Menu key, or Shift+F10) ---
 
-    MODE_KEYS = ["free", "test", "practice", "snap"]
-    MODE_NAMES = ["Free look", "Accuracy test", "Click practice", "Snap practice"]
+    MODE_KEYS = ["free", "test", "practice", "snap", "fit"]
+    MODE_NAMES = ["Free look", "Accuracy test", "Click practice", "Snap practice", "Headset fit"]
 
     def build_menu(self):
         def action(name, fn, state=None):
@@ -501,6 +556,8 @@ class Probe(Adw.ApplicationWindow):
         self.mode_action.connect("activate", lambda a, v: self.set_mode(v.get_string()))
         self.add_action(self.mode_action)
         self.panel_action = action("panel", self.on_panel_toggle, GLib.Variant("b", True))
+        self.collapse_action = action("collapse", lambda a, v: self.set_collapsed(v.get_boolean()),
+                                      GLib.Variant("b", False))
         self.full_action = action("fullscreen", lambda a, v: self.toggle_fullscreen(), GLib.Variant("b", True))
         action("quit", lambda *_: self.close())
 
@@ -527,6 +584,7 @@ class Probe(Adw.ApplicationWindow):
         menu.append_submenu("Correction model", models)
         view = Gio.Menu()
         view.append("Panel", "win.panel")
+        view.append("Collapse panel", "win.collapse")
         view.append("Fullscreen", "win.fullscreen")
         view.append("Quit", "win.quit")
         menu.append_section(None, view)
@@ -655,16 +713,29 @@ class Probe(Adw.ApplicationWindow):
         return s
 
     def build_panel(self):
-        box = Gtk.Box(orientation=Gtk.Orientation.VERTICAL, spacing=8, halign=Gtk.Align.START,
-                      valign=Gtk.Align.START, margin_start=40, margin_top=40)
-        box.add_css_class("probe-panel")
-        box.set_size_request(460, -1)
+        panel = Gtk.Box(orientation=Gtk.Orientation.VERTICAL, halign=Gtk.Align.START,
+                        valign=Gtk.Align.START, margin_start=40, margin_top=40)
+        panel.add_css_class("probe-panel")
 
-        title = Gtk.Label(label="Gaze probe", xalign=0)
+        # The title bar stays when the panel is collapsed, so the gaze dot isn't lost behind it.
+        head = Gtk.Box(spacing=12)
+        title = Gtk.Label(label="Gaze probe", xalign=0, hexpand=True)
         title.add_css_class("title-2")
-        box.append(title)
-        hint = Gtk.Label(label="Trigger: Enter, Space, or click. Right-click for the menu. Tab hides this panel, Esc quits. "
-                                     "Click the window once so the keys reach it.", xalign=0, wrap=True)
+        head.append(title)
+        self.w_collapse = Gtk.Button(icon_name="pan-up-symbolic", tooltip_text="Collapse the panel (C)")
+        self.w_collapse.connect("clicked", lambda *_: self.set_collapsed(not self.collapsed))
+        head.append(self.w_collapse)
+        panel.append(head)
+
+        box = Gtk.Box(orientation=Gtk.Orientation.VERTICAL, spacing=8, margin_top=8)
+        box.set_size_request(460, -1)
+        self.panel_body = box
+        panel.append(box)
+        # Wrapped labels ask for their whole text on one line, which made the panel as wide
+        # as the screen; max_width_chars keeps it to about the grid's width.
+        hint = Gtk.Label(label="Trigger: Enter, Space, or click. Right-click for the menu. Tab hides this panel, "
+                               "C collapses it, Esc quits. Click the window once so the keys reach it.",
+                         xalign=0, wrap=True, max_width_chars=45)
         hint.add_css_class("dim-label")
         box.append(hint)
 
@@ -677,12 +748,22 @@ class Probe(Adw.ApplicationWindow):
             grid.attach(widget, 1, row, 1, 1)
             row += 1
 
+        # Which tracker drives the dot. SteamVR's gaze is still logged in the background with
+        # the Own tracker (for comparing), but not shown.
+        tracker = Gtk.Box(css_classes=["linked"])
+        self.w_steamvr = Gtk.ToggleButton(label="SteamVR", active=True)
+        self.w_own = Gtk.ToggleButton(label="Own tracker", group=self.w_steamvr)
+        tracker.append(self.w_steamvr)
+        tracker.append(self.w_own)
+        self.w_own.connect("toggled", lambda b: self.on_tracker())
+        add("Tracker", tracker)
         self.w_screen = self.dropdown(["Screen 1"])
         add("Screen", self.w_screen)
         self.w_mode = self.dropdown(self.MODE_NAMES)
         add("Mode", self.w_mode)
         # mmap set 2 had the least jitter (0.25 deg vs 0.30 for the action, sitting still).
         self.w_source = self.dropdown([SOURCE_NAMES[s] for s in SOURCES], 2)
+        self.w_source.connect("notify::selected", lambda *_: self.sync_tracker())
         add("Source", self.w_source)
         self.w_filter = self.dropdown(["Raw", "One Euro", "Fixation lock"], 2)
         add("Smoothing", self.w_filter)
@@ -740,10 +821,31 @@ class Probe(Adw.ApplicationWindow):
             buttons.append(b)
         box.append(buttons)
 
-        self.w_stats = Gtk.Label(xalign=0, yalign=0, wrap=True, selectable=False)
+        self.w_stats = Gtk.Label(xalign=0, yalign=0, wrap=True, selectable=False, max_width_chars=50)
         self.w_stats.add_css_class("probe-stats")
         box.append(self.w_stats)
-        return box
+        return panel
+
+    @property
+    def collapsed(self):
+        return not self.panel_body.get_visible()
+
+    def set_collapsed(self, collapsed):
+        self.panel_body.set_visible(not collapsed)
+        self.w_collapse.set_icon_name("pan-down-symbolic" if collapsed else "pan-up-symbolic")
+        self.w_collapse.set_tooltip_text("Expand the panel (C)" if collapsed else "Collapse the panel (C)")
+        self.collapse_action.set_state(GLib.Variant("b", collapsed))
+
+    def under_panel(self, x0, y0, x1, y1, margin=20):
+        """Whether a box on the canvas overlaps the panel, collapsed or not."""
+        if not self.panel.get_visible():
+            return False
+        # Collapsed: the title bar. Before the first layout: about the full panel.
+        px, py, pw, ph = (40, 40, 240, 70) if self.collapsed else (40, 40, 520, 960)
+        ok, r = self.panel.compute_bounds(self.area)
+        if ok and r.get_width() > 0:
+            px, py, pw, ph = r.get_x(), r.get_y(), r.get_width(), r.get_height()
+        return x0 < px + pw + margin and px - margin < x1 and y0 < py + ph + margin and py - margin < y1
 
     def place(self):
         """Find the Frametop screens and go fullscreen on the chosen one."""
@@ -818,6 +920,30 @@ class Probe(Adw.ApplicationWindow):
         n = len(self.live[self.source].samples)
         return self.model_mode + (f" + {n} clicks" if n and self.w_snaps.get_active() else "")
 
+    def on_tracker(self):
+        """The tracker toggle: the Own tracker, or SteamVR's set 2 (its quietest source)."""
+        own = self.w_own.get_active()
+        if own != (self.source == "own"):
+            self.w_source.set_selected(SOURCES.index("own") if own else SOURCES.index("mmap2"))
+        if own:
+            if not self.own.lease():
+                self.on_status("The gaze service isn't running, and it runs the Own tracker "
+                               "(frametop-gaze.service, gaze/run.sh install)")
+                return
+            self.lease_at = time.monotonic()
+            reply = self.own.ask("status")
+            if reply.startswith("fail"):
+                self.on_status("Starting the Own tracker (a few seconds)…")
+            else:
+                st = json.loads(reply)
+                self.on_status("Own tracker: " + ("calibrated " + st["calibration"].get("made", "")
+                                                  if st.get("calibration") else "not calibrated yet: Run calibration"))
+
+    def sync_tracker(self):
+        own = self.source == "own"
+        if self.w_own.get_active() != own:
+            (self.w_own if own else self.w_steamvr).set_active(True)
+
     def on_setting(self):
         model = self.model_mode
         if model != getattr(self, "last_model", model):
@@ -843,6 +969,9 @@ class Probe(Adw.ApplicationWindow):
             self.snap = None
         elif not self.snap:
             self.snap_layout()
+        if self.mode == "fit" and getattr(self, "last_mode", None) != "fit" and hasattr(self, "collapse_action"):
+            self.set_collapsed(True)  # the fit check needs the room
+        self.last_mode = self.mode
         if hasattr(self, "mode_action"):
             self.mode_action.set_state(GLib.Variant("s", self.mode))
         self.update_stats()
@@ -860,15 +989,27 @@ class Probe(Adw.ApplicationWindow):
         if keyval == Gdk.KEY_Tab:
             self.panel.set_visible(not self.panel.get_visible())
             return True
+        if keyval in (Gdk.KEY_c, Gdk.KEY_C):
+            self.panel.set_visible(True)
+            self.set_collapsed(not self.collapsed)
+            return True
         if keyval == Gdk.KEY_F11:
             self.toggle_fullscreen()
             return True
+        if keyval in (Gdk.KEY_r, Gdk.KEY_R) and self.mode == "fit":
+            self.fitcheck.reset()
+            self.area.queue_draw()
+            return True
         if keyval == Gdk.KEY_BackSpace and self.mode == "snap":
             self.snap_undo()
             return True
         if keyval in (Gdk.KEY_s, Gdk.KEY_S) and self.calib:
             self.calib_skip()
             return True
+        if keyval in (Gdk.KEY_s, Gdk.KEY_S) and self.reseat_check:
+            self.reseat_check, self.reseat_skipped = False, True
+            self.area.queue_draw()
+            return True
         if keyval == Gdk.KEY_Escape:
             if self.calib or self.test:
                 self.calib = self.test = None
@@ -910,12 +1051,69 @@ class Probe(Adw.ApplicationWindow):
         if self.steam.poll():
             self.on_status("SteamVR's eye tracker just started again: its own calibration started over, "
                            "so the raw gaze may have moved")
+        self.poll_own()
         self.update_stats()
         return True
 
+    def poll_own(self):
+        """With the Own tracker: after the headset was off (or the tracker restarted), its
+        next click starts each eye's shift over, and until then the first clicks can be
+        10-17 degrees off (gaze/tracker/findings.md, session 5). So ask for one look at a centre dot first,
+        as Varjo's headsets do each time they're put on. Also keeps the lease on the tracker."""
+        if self.source != "own":
+            return
+        if time.monotonic() - getattr(self, "lease_at", 0.0) > 10:
+            self.lease_at = time.monotonic()
+            self.own.lease()
+        if self.calib or self.capture:
+            return
+        reply = self.own.ask("status")
+        if reply.startswith("fail"):
+            return
+        st = json.loads(reply)
+        pending = bool(st.get("calibration")) and any(e.get("reseat") for e in st["eyes"].values())
+        if not pending:
+            self.reseat_skipped = False
+        check = pending and not self.reseat_skipped
+        if check != self.reseat_check:
+            self.reseat_check = check
+            self.area.queue_draw()
+
+    def reseat_press(self):
+        """The press on the check dot: a click there teaches both eyes' shifts at once."""
+        if not self.recent:
+            return
+        t_end = self.recent[-1]["t"]
+        w, h = self.canvas_size()
+        d = self.screen_direction([smp for smp in self.recent if smp["t"] >= t_end - 0.6], (w / 2, h / 2))
+        if d is None:
+            self.on_status("no gaze samples on this screen: look at the dot and press again")
+            return
+        reply = self.own.ask(f"click {t_end:.6f} {d[0]:.4f} {d[1]:.4f}")
+        if reply.startswith("ok"):
+            self.reseat_check = False
+            self.on_status("Own tracker: checked after the headset was off")
+        else:
+            self.on_status(reply[5:] if reply.startswith("fail") else reply)
+        self.area.queue_draw()
+
+    def draw_reseat(self, cr, w, h):
+        cx, cy = w / 2, h / 2
+        cr.set_source_rgb(1, 1, 1)
+        cr.arc(cx, cy, 10, 0, 2 * math.pi)
+        cr.fill()
+        cr.set_source_rgb(0.1, 0.1, 0.1)
+        cr.arc(cx, cy, 3, 0, 2 * math.pi)
+        cr.fill()
+        ink = (0.9, 0.9, 0.9)
+        self.text(cr, 60, 70, "Own tracker: the headset was off, so it may sit differently now", ink, 26)
+        self.text(cr, 60, 108, self.status if self.status.startswith("no gaze") else
+                  "Look at the dot and press (Enter, Space, or click). S skips.", ink, 20)
+
     def on_sample(self, s):
         self.sample = s
         self.recent.append(s)
+        self.fitcheck.feed(s, time.monotonic())
         self.rate_count += 1
         self.last_arrival = time.monotonic()
         t = s["t"]
@@ -931,6 +1129,9 @@ class Probe(Adw.ApplicationWindow):
         head = s["head"].get("hit")
         ox, oy = self.origin or (0, 0)
         self.head = (head["x"] - ox, head["y"] - oy) if head and head["s"] == self.screen else None
+        # The Own tracker's eyes, each where it alone puts your gaze (left, right).
+        self.own_eyes = [(h["x"] - ox, h["y"] - oy) if h and h["s"] == self.screen else None
+                         for h in ((s["src"].get("own") or {}).get("ehit") or [])]
 
         r = self.raw.get(self.source)
         if r is None:
@@ -965,7 +1166,10 @@ class Probe(Adw.ApplicationWindow):
 
     def correction(self, name, hy, hp, snaps=None):
         """The whole correction at (hy, hp): the calibration, plus what snap and practice
-        clicks have taught since (when "Learn from clicks" is on)."""
+        clicks have taught since (when "Learn from clicks" is on). None for the Own tracker:
+        it learns from the clicks itself (own_click)."""
+        if name == "own":
+            return 0.0, 0.0
         cy, cp = self.models[name].get(hy, hp, self.model_mode)
         if snaps if snaps is not None else self.w_snaps.get_active():
             ly, lp = self.live[name].get(hy, hp)
@@ -1094,6 +1298,9 @@ class Probe(Adw.ApplicationWindow):
         if self.calib:
             self.calib_press()
             return
+        if self.reseat_check:
+            self.reseat_press()
+            return
         if self.mode == "test":
             self.test_press()
             return
@@ -1103,6 +1310,10 @@ class Probe(Adw.ApplicationWindow):
         if self.mode == "practice":
             self.practice_press()
             return
+        if self.mode == "fit":
+            self.fitcheck.toggle_guide(time.monotonic())
+            self.area.queue_draw()
+            return
         if self.action == "freeze":
             if not self.capture:
                 self.start_capture()
@@ -1131,7 +1342,7 @@ class Probe(Adw.ApplicationWindow):
         return self.cursor
 
     def on_release(self):
-        if self.mode == "test":
+        if self.mode in ("test", "fit"):
             return
         if self.mode == "snap":
             self.snap_release()
@@ -1199,7 +1410,7 @@ class Probe(Adw.ApplicationWindow):
             self.on_status("no gaze on this screen at the press")
             return
         self.practice = {"t": time.monotonic(), "F": self.gaze, "fix": fix, "pointer0": self.pointer,
-                         "target": self.targets[0]}
+                         "target": self.targets[0], "t_raw": self.recent[-1]["t"] if self.recent else None}
         self.area.queue_draw()
 
     def practice_point(self):
@@ -1240,6 +1451,13 @@ class Probe(Adw.ApplicationWindow):
             # You were looking at the release point when you pressed: from the raw gaze to
             # it is the whole error there.
             oy, op = deg_from_px(fix["j"], px - fix["x"], py - fix["y"])
+            if name == "own":
+                rec["sources"][name] = {"hy": fix["hy"], "hp": fix["hp"], "raw": [fix["x"], fix["y"]],
+                                        "off": [oy, op], "n": fix["n"]}
+                if self.source == "own":
+                    rec["own"] = self.own_click(p, fix["hy"] + oy, fix["hp"] + op, math.hypot(oy, op))
+                    verdict = rec["own"]
+                continue
             c = self.correction(name, fix["hy"], fix["hp"], snaps=True)
             left = math.hypot(oy - c[0], op - c[1])
             rec["sources"][name] = {"hy": fix["hy"], "hp": fix["hp"], "raw": [fix["x"], fix["y"]], "off": [oy, op],
@@ -1256,7 +1474,7 @@ class Probe(Adw.ApplicationWindow):
         if learn:
             self.save_calibration()
         rec["verdict"] = verdict
-        rec["learned"] = verdict == "learned"
+        rec["learned"] = verdict == "learned" or verdict.startswith("taught")
         self.attempts.append(rec)
         self.log("practice.jsonl", rec)
         # Drawn for a moment: the drag, from where the gaze put the pointer to where you let go.
@@ -1266,6 +1484,19 @@ class Probe(Adw.ApplicationWindow):
         self.new_target()
         self.update_stats()
 
+    def own_click(self, p, yaw, pitch, off):
+        """Teach the Own tracker: you were looking at (yaw, pitch) just before the press.
+        Every click counts, dragged or not (a click that needed no drag says so too), unless
+        the drag was too far to be the tracker's error."""
+        if not self.w_snaps.get_active():
+            return "clicked (learning is off)"
+        if off > self.OWN_LEARN_MAX:
+            return f"dragged {off:.1f} deg: too far to be the tracker's error, not learned"
+        if p.get("t_raw") is None:
+            return "no sample time at the press"
+        reply = self.own.ask(f"click {p['t_raw']:.6f} {yaw:.4f} {pitch:.4f}")
+        return "taught the Own tracker" if reply.startswith("ok") else reply
+
     def on_motion(self, x, y):
         self.pointer = (x, y)
         if self.practice:
@@ -1286,8 +1517,8 @@ class Probe(Adw.ApplicationWindow):
         last = self.targets[0] if self.targets else None
         for _ in range(50):
             x, y = random.uniform(margin, w - margin), random.uniform(margin, h - margin)
-            if self.panel.get_visible() and x < 560 and y < 1000:
-                continue  # not under the panel
+            if self.under_panel(x - r, y - r, x + r, y + r):
+                continue
             if not last or math.hypot(x - last[0], y - last[1]) > min(w, h) * 0.25:
                 break
         self.targets = [(x, y, r)]
@@ -1323,6 +1554,11 @@ class Probe(Adw.ApplicationWindow):
     FLICK = 1.5       # degrees the gaze has to move from where it was at the press to step
     REARM = 0.9       # ... and come back within, before the next glance steps again
     SNAP_LEARN_MAX = 6.0  # degrees: a lesson bigger than this (after the correction) is a wrong element
+    # The Own tracker takes bigger ones: after the headset is taken off and put back on, its
+    # first clicks were 11-17 degrees off, and a 6-degree limit kept them from teaching it
+    # (gaze/tracker/findings.md, session 5). It keeps the median of an eye's last 5 clicks, so one click
+    # where you changed your mind does little harm.
+    OWN_LEARN_MAX = 25.0
 
     def snap_layout(self):
         w, h = self.canvas_size()
@@ -1368,8 +1604,8 @@ class Probe(Adw.ApplicationWindow):
                 corners = [(ox, oy), (ox + gw, oy), (ox, oy + gh), (ox + gw, oy + gh)]
                 if any(math.hypot(x - cx, y - cy) > radius * 1.05 for x, y in corners):
                     continue
-                if self.panel.get_visible() and ox < 560 and oy < 1000:
-                    continue  # not under the panel
+                if self.under_panel(ox, oy, ox + gw, oy + gh):
+                    continue
                 if any(ox < b[2] + margin and b[0] < ox + gw + margin and oy < b[3] + margin and b[1] < oy + gh + margin
                        for b in boxes):
                     continue
@@ -1487,6 +1723,13 @@ class Probe(Adw.ApplicationWindow):
                 best, best_cost = k, cost
         return best
 
+    @staticmethod
+    def steady_for(name, samples):
+        """steady_samples, but for the Own tracker its own view of the eyes, not SteamVR's."""
+        if name != "own":
+            return steady_samples(samples)
+        return [smp for smp in samples if all((smp["src"].get("own") or {}).get("eyes") or [None])]
+
     def press_fixation(self, name):
         """Where `name` put your gaze just before the press: the median of the last 300 ms,
         without blinks, dropouts, or samples from before an eye movement in that time."""
@@ -1495,7 +1738,7 @@ class Probe(Adw.ApplicationWindow):
         t_end = self.recent[-1]["t"]
         pts = []
         ox, oy = self.origin or (0, 0)
-        for smp in steady_samples([smp for smp in self.recent if smp["t"] >= t_end - 0.3]):
+        for smp in self.steady_for(name, [smp for smp in self.recent if smp["t"] >= t_end - 0.3]):
             src = smp["src"].get(name) or {}
             hit = src.get("hit")
             if hit and hit["s"] == self.screen:
@@ -1669,12 +1912,28 @@ class Probe(Adw.ApplicationWindow):
     def calib_points(self, rnd):
         """The centre, then six on a ring of `Calibration ring` degrees (as much of it as fits
         in the window), turned 20 degrees per round, and half the size in the middle round,
-        so the fit sees the middle, halfway out, and the edge of your view."""
+        so the fit sees the middle, halfway out, and the edge of your view.
+
+        For the Own tracker: the centre, then eight directions on an oval out to `Calibration
+        ring` degrees each way (as much as fits across and up the window), turned 20 degrees
+        per round, and half the size in the middle round. Its fit is quadratic and goes
+        wrong past its dots, and the ring (limited by the window's height) left the sides
+        out: in practice2 (gaze/tracker/findings.md) the worst clicks were all past the ring."""
         w, h = self.canvas_size()
         cx, cy = w / 2, h / 2
         r = self.raw.get(self.source)
         px_per_deg = 1 / r[5] if r and r[5] else 32.0
-        radius = min(self.w_ring.get_value() * px_per_deg, w / 2 - 60, h / 2 - 60) * self.RING_SCALE[rnd]
+        reach = self.w_ring.get_value() * px_per_deg
+        if self.source == "own":
+            k = self.RING_SCALE[rnd]
+            rx = min(reach, cx - 80) * k
+            up, down = min(reach, cy - 150) * k, min(reach, cy - 80) * k  # clear of the text at the top
+            pts = [(cx, cy)]
+            for i in range(8):
+                a = math.radians(-90 + rnd * 20 + i * 45)
+                pts.append((cx + rx * math.cos(a), cy + (up if math.sin(a) < 0 else down) * math.sin(a)))
+            return pts
+        radius = min(reach, w / 2 - 60, h / 2 - 60) * self.RING_SCALE[rnd]
         pts = [(cx, cy)]
         for k in range(6):
             a = math.radians(-90 + rnd * 20 + k * 60)
@@ -1682,6 +1941,13 @@ class Probe(Adw.ApplicationWindow):
         return pts
 
     def start_calibration(self):
+        if self.source == "own":
+            # A fresh calibration for the Own tracker: it forgets the old one's clicks and
+            # shifts when this one is fitted.
+            reply = self.own.ask("calib-start")
+            if reply.startswith("fail"):
+                self.on_status(reply[5:])
+                return
         self.test = None
         self.results = None
         self.capture = None
@@ -1744,7 +2010,9 @@ class Probe(Adw.ApplicationWindow):
                    "sources": {n: {k: g[k] for k in ("err_deg", "sd_deg", "off_deg", "mean", "n")}
                                for n, g in entry["sources"].items()}}
         verdict = None
-        if not mine:
+        if self.source == "own":
+            verdict = self.own_calib_point(c["samples"], target)
+        elif not mine:
             if len(steady) < 20:
                 verdict = (f"only {len(steady)} of {len(c['samples'])} samples had both eyes tracked "
                            "(blinks, or the tracker lost an eye): open your eyes wide and press again")
@@ -1766,11 +2034,44 @@ class Probe(Adw.ApplicationWindow):
             c["retry"] = verdict + (" (S skips this dot)" if c["tries"] >= 2 else "")
             return
         c["tries"] = 0
-        c.setdefault("seen", {})[c["index"]] = tuple(mine["mean"])
+        if mine:
+            c.setdefault("seen", {})[c["index"]] = tuple(mine["mean"])
         c["data"].append(entry)
         c["done_at"] = now  # a short pause on the filled dot, then the next one
         GLib.timeout_add(350, self.calib_next)
 
+    def own_calib_point(self, samples, target):
+        """Send one calibration dot to the Own tracker: the time you looked at it and its
+        direction. None if accepted, else why not."""
+        d = self.screen_direction(samples, target)
+        if d is None or len(samples) < 2:
+            return "no gaze samples on this screen: look at the dot and press again"
+        reply = self.own.ask(f"calib-point {samples[0]['t']:.6f} {samples[-1]['t']:.6f} {d[0]:.4f} {d[1]:.4f}")
+        if reply.startswith("ok"):
+            return None
+        return reply[5:] + ": look at the dot and press again"
+
+    def screen_direction(self, samples, target):
+        """The head-relative direction (yaw, pitch) of a point on the canvas, from the screen
+        geometry around it: SteamVR's nearby gaze and its pixels-per-degree there (only the
+        geometry is used, not where SteamVR thinks you looked). None without samples."""
+        pts = []
+        ox, oy = self.origin or (0, 0)
+        for smp in samples:
+            for name in ("mmap1", "mmap2", "action"):
+                src = smp["src"].get(name) or {}
+                hit = src.get("hit")
+                if hit and hit["s"] == self.screen:
+                    pts.append((hit["x"] - ox, hit["y"] - oy, hit["j"], src["hy"], src["hp"]))
+                    break
+        if len(pts) < 5:
+            return None
+        x = statistics.median(q[0] for q in pts)
+        y = statistics.median(q[1] for q in pts)
+        j = [statistics.fmean(q[2][k] for q in pts) for k in range(4)]
+        oy_, op_ = deg_from_px(j, target[0] - x, target[1] - y)
+        return statistics.median(q[3] for q in pts) + oy_, statistics.median(q[4] for q in pts) + op_
+
     def other_dot(self, c, g):
         """Was the gaze on another dot of this round rather than the current one?
 
@@ -1835,17 +2136,22 @@ class Probe(Adw.ApplicationWindow):
         self.test_history = []
         self.log_points("calibration", data)
         self.save_calibration()
+        own_note = ""
+        if self.source == "own":
+            reply = self.own.ask("calib-fit")
+            own_note = ("Own tracker: " + reply[3:]) if reply.startswith("ok") else ("Own tracker: " + reply)
+            print(f"calibration: {own_note}", file=sys.stderr, flush=True)
         if self.model_mode == "none":
             self.last_model = mode  # just fitted
             self.w_model.set_selected(MODELS.index(mode))
         if self.w_autotest.get_active():
             # The check on spots the calibration hasn't seen, right away: same head
             # position, same session of SteamVR's own calibration.
-            self.on_status(f"calibrated ({mode}) from {len(data)} dots; now testing it on new spots")
+            self.on_status(f"calibrated ({mode}) from {len(data)} dots; now testing it on new spots. {own_note}")
             GLib.timeout_add(1500, lambda: (self.start_test(), False)[1])
         else:
             self.panel.set_visible(True)
-            self.on_status(f"calibrated ({mode}) from {len(data)} dots; Start test to check it")
+            self.on_status(f"calibrated ({mode}) from {len(data)} dots; Start test to check it. {own_note}")
 
     def draw_calib(self, cr, w, h):
         c = self.calib
@@ -1885,9 +2191,9 @@ class Probe(Adw.ApplicationWindow):
                 cr.arc(x, y, 7, 0, 2 * math.pi)
                 cr.stroke()
         GLib.idle_add(self.area.queue_draw)  # the pulse
-        total = len(self.ROUND_BG) * 7
-        n = c["round"] * 7 + c["index"] + 1
-        self.text(cr, 60, 70, f"Calibration: round {c['round'] + 1} of 3 ({self.ROUND_NAMES[c['round']]}), dot {n} of {total}",
+        total = len(self.ROUND_BG) * len(c["points"])
+        n = c["round"] * len(c["points"]) + c["index"] + 1
+        self.text(cr, 60, 70, f"Calibration ({'Own tracker' if self.source == 'own' else 'SteamVR'}): round {c['round'] + 1} of 3 ({self.ROUND_NAMES[c['round']]}), dot {n} of {total}",
                   ink, 26)
         hint = "Face the centre dot, look at the highlighted dot, and press. Esc cancels, S skips a dot."
         self.text(cr, 60, 108, c.get("retry") or hint, (0.8, 0.2, 0.1) if c.get("retry") and bright else
@@ -2268,6 +2574,9 @@ class Probe(Adw.ApplicationWindow):
         if self.calib:
             self.draw_calib(cr, w, h)
             return
+        if self.reseat_check:
+            self.draw_reseat(cr, w, h)
+            return
         m = self.monitors.get(self.screen)
         if m and self.is_fullscreen():
             g = m.get_geometry()
@@ -2281,9 +2590,13 @@ class Probe(Adw.ApplicationWindow):
         if self.w_cells.get_active() and r and r[5]:
             self.degree_grid(cr, w, h, 1 / r[5])
 
+        if self.mode == "fit":
+            self.fitcheck.draw(cr, w, h, self.text, time.monotonic())
+            if self.fitcheck.guide_step(time.monotonic()):
+                GLib.idle_add(self.area.queue_draw)
         if self.test:
             self.draw_test(cr)
-        if self.results and not self.test and not self.snap:
+        if self.results and not self.test and not self.snap and self.mode != "fit":
             self.draw_results(cr)
         if self.snap:
             self.draw_snap(cr)
@@ -2318,7 +2631,8 @@ class Probe(Adw.ApplicationWindow):
 
         frozen = self.capture is not None
         live = not frozen or self.w_live.get_active()
-        if self.w_all.get_active() and live:
+        own = self.source == "own"
+        if self.w_all.get_active() and live and not own:
             for name in SOURCES:
                 rr = self.raw.get(name)
                 if rr:
@@ -2335,7 +2649,14 @@ class Probe(Adw.ApplicationWindow):
                 cr.move_to(x, y - 12)
                 cr.line_to(x, y + 12)
                 cr.stroke()
-        if self.w_rawdot.get_active() and r and live:
+        if self.w_rawdot.get_active() and own and live:
+            # Each eye alone: they should meet, with a little jitter, where you look.
+            for e in getattr(self, "own_eyes", []):
+                if e:
+                    cr.set_source_rgba(1, 0.25, 0.25, 0.85)
+                    cr.arc(e[0], e[1], 5, 0, 2 * math.pi)
+                    cr.fill()
+        elif self.w_rawdot.get_active() and r and live:
             cr.set_source_rgba(1, 0.3, 0.3, 0.8)
             cr.arc(r[0], r[1], 5, 0, 2 * math.pi)
             cr.fill()
@@ -2357,7 +2678,7 @@ class Probe(Adw.ApplicationWindow):
         res = self.result
         if res and now - res["shown"] < 2.5 and "L" in res:
             a = max(0.0, 1 - (now - res["shown"]) / 2.5)
-            ok = res["verdict"] == "learned" or res["verdict"] == "measured"
+            ok = res["verdict"] in ("learned", "measured") or res["verdict"].startswith("taught")
             (fx, fy), (lx, ly) = res["F"], res["L"]
             cr.set_source_rgba(*((1, 0.85, 0.2) if ok else (1, 0.35, 0.3)), a)
             cr.set_line_width(2)
@@ -2534,12 +2855,22 @@ def region_errors(targets, source, key="cerr_deg"):
 def main():
     ap = argparse.ArgumentParser(description="Eye tracking playground for the Frametop desktop")
     ap.add_argument("--screen", type=int, default=0, help="Frametop screen to open on (default: where it opens)")
+    ap.add_argument("--mode", choices=Probe.MODE_KEYS, help="start in this mode (fit: Headset fit)")
+    ap.add_argument("--source", choices=SOURCES,
+                    help="gaze source to start with (default: own if our tracker is running, else mmap2)")
     args, rest = ap.parse_known_args()
     app = Adw.Application(application_id="dev.frametop.GazeProbe", flags=Gio.ApplicationFlags.NON_UNIQUE)
     windows = []
 
     def activate(a):
         win = Probe(a, args.screen)
+        if args.source:
+            win.w_source.set_selected(SOURCES.index(args.source))
+        elif not win.own.ask("status").startswith("fail"):
+            # Our own tracker is running: that's what you're here to test.
+            win.w_source.set_selected(SOURCES.index("own"))
+        if args.mode:
+            win.set_mode(args.mode)
         windows.append(win)
         win.present()
 

gaze/tracker/.frame-job

@@ -0,0 +1,14 @@
+# frame-job settings (see `frame-job --help`): offline lab jobs (ft-eyes-score, ft-eyes-e2e)
+# run on the 7i. Eye recordings may go there and nowhere else, and never into the repo: they
+# live outside it, in ~/.local/share/frametop/eyes/captures, and on the 7i in
+# ~/frame-compute/frametop-eyes/data/captures.
+NAME=frametop-eyes
+RUN_ON=7i
+DATA="$HOME/.local/share/frametop/eyes/captures"
+RESULTS=""
+EXCLUDE=""
+# The lab's Python on the 7i: build/venv from requirements.txt, as build.sh makes it on the Frame.
+SETUP='cmp -s requirements.txt build/venv/requirements.done || { rm -rf build/venv && python3 -m venv build/venv && build/venv/bin/pip install -q --disable-pip-version-check -r requirements.txt && cp requirements.txt build/venv/requirements.done; }'
+VENV=
+# Live tools: they read the Frame's eye cameras.
+LOCAL_ONLY="ft-eyes ft-eyes-record ft-eyes-session"

gaze/tracker/build.sh

@@ -0,0 +1,23 @@
+#!/usr/bin/env bash
+# Build our own eye tracker on the Frame, in the dev container:
+#   build/ft-eyegrab   the frame grabber. It runs on the host, as root
+#                      (frametop-eyegrab.service, gaze/tracker/install.sh), so this checks it
+#                      only needs glibc symbols the SteamOS host has (2.39; the container has 2.43).
+#   build/venv         Python with numpy and OpenCV (requirements.txt) for ft-eyes and lab/,
+#                      remade when requirements.txt changes.
+# Usage: gaze/tracker/build.sh
+set -euo pipefail
+root=$(cd "$(dirname "${BASH_SOURCE[0]}")/../.." && pwd)
+"$root/scripts/sync.sh" >/dev/null
+exec "$root/scripts/frame.sh" -C gaze/tracker 'set -e; mkdir -p build
+gcc -std=gnu11 -O2 -Wall -Wextra -pthread -o build/ft-eyegrab ft-eyegrab.c
+max=$(objdump -T build/ft-eyegrab | grep -oE "GLIBC_[0-9.]+" | sort -uV | tail -1)
+echo "built build/ft-eyegrab, newest glibc symbol: $max"
+[ "$(printf "%s\n" "$max" GLIBC_2.39 | sort -V | tail -1)" = GLIBC_2.39 ] || { echo "needs newer glibc than the host has" >&2; exit 1; }
+if ! cmp -s requirements.txt build/venv/requirements.done; then
+  rm -rf build/venv
+  python3 -m venv build/venv
+  build/venv/bin/pip install -q --disable-pip-version-check -r requirements.txt
+  cp requirements.txt build/venv/requirements.done
+fi
+echo "build/venv: $(build/venv/bin/python -c "import numpy, cv2; print(\"numpy\", numpy.__version__, \"opencv\", cv2.__version__)")"'

gaze/tracker/eyes_model.py

@@ -0,0 +1,243 @@
+"""The gaze calibration: from pupil and glint positions to head-relative gaze angles.
+
+Shared by ft-eyes (live) and the lab tools (fitting and scoring on recordings). Gaze angles are
+ft-gaze's: degrees relative to the head, yaw positive to the left, pitch positive up.
+
+Per eye (0 = right, camera 0; 1 = left, camera 1), three quadratic fits:
+  pupil   pupil centre -> gaze. The one used for output, after the slip correction.
+  glint   pupil minus the glint pair's midpoint -> gaze. Slip moves both alike, so this
+          holds up when the headset shifts, but it's noisier, and the pair is often gone.
+  where   gaze -> pupil centre: where the pupil sits for a gaze, with no slip.
+Slip: wherever the pair is seen, `glint` gives the gaze, `where` says where the pupil should
+be, and the difference is how far the eye has moved in the image. Slip changes slowly, so
+the median over the last SLIP_WINDOW seconds shifts every frame, glints or not.
+
+That glint estimate is only good to 1-4 px (1-3 degrees), though. Clicks are better: each one
+says where the pupil should have been for a known gaze (`where`), so pupil minus that is the
+shift. `Shift` keeps the median of the last few, and uses the glints only to notice a sudden
+jump (the headset nudged or put back on), until clicks catch up. On practice2 with
+practice1's calibration: 1.2 degrees median, against 2.7 with the glints alone (findings.md).
+"""
+import json
+import time
+from collections import deque
+
+import numpy as np
+
+SLIP_WINDOW = 30.0
+SLIP_MIN = 10        # pair sightings needed before trusting a slip estimate
+MIN_CLICKS = 12
+SPREAD_MIN = 0.3     # degrees: floor for an eye's fit spread, so one eye can't take all the weight
+SHIFT_KEEP = 5       # clicks in the shift estimate
+SHIFT_JUMP = 3.0     # a glint slip change this big (px) since the last click is a nudge
+JUMP_HOLD = 1.0      # s: ...if it holds this long (a bad glint pair gives a jump that snaps back)
+JUMP_MAX = 40.0      # px: bigger is a bad glint pair, not the headset (a re-seat moved 20-30)
+JUMP_WINDOW = 10.0   # seconds of glint sightings for noticing a jump
+
+
+class Quad:
+    """Ridged quadratic least squares from 2-D inputs, normalised on the training set."""
+
+    def __init__(self, X=None, Y=None, ridge=1e-3):
+        if X is None:
+            return
+        X, Y = np.asarray(X, float), np.asarray(Y, float)
+        self.m, self.s = X.mean(0), X.std(0) + 1e-9
+        A = self.terms(X)
+        R = ridge * np.eye(A.shape[1])
+        R[0, 0] = 0
+        self.w = np.linalg.solve(A.T @ A + R, A.T @ Y)
+
+    def terms(self, X):
+        P = (np.atleast_2d(np.asarray(X, float)) - self.m) / self.s
+        return np.c_[np.ones(len(P)), P, P ** 2, P[:, 0] * P[:, 1]]
+
+    def __call__(self, X):
+        return self.terms(X) @ self.w
+
+    def one(self, x, y):
+        """Faster for a single point (the live path)."""
+        px, py = (x - self.m[0]) / self.s[0], (y - self.m[1]) / self.s[1]
+        t = np.array([1.0, px, py, px * px, py * py, px * py])
+        return t @ self.w
+
+    def to_json(self):
+        return {"m": self.m.tolist(), "s": self.s.tolist(), "w": self.w.tolist()}
+
+    @classmethod
+    def from_json(cls, d):
+        q = cls()
+        q.m, q.s, q.w = (np.array(d[k]) for k in ("m", "s", "w"))
+        return q
+
+
+def pair_mid(pair):
+    return ((pair[0][0] + pair[1][0]) / 2, (pair[0][1] + pair[1][1]) / 2)
+
+
+class Calibration:
+    """The three fits per eye. Build from clicks (ft-eyes-score's features) or load from JSON.
+
+    `spread` is each eye's RMS miss (degrees) on the clicks its pupil fit was made from.
+    `combine` weights the eyes by its inverse square: on practice2 (one headset position,
+    leave-one-out) that gave 0.75 median against 0.84 for the plain average, since one eye
+    is usually much better than the other (left 0.73, right 1.32 there)."""
+
+    def __init__(self, fits=None, info=None, spread=None):
+        self.fits = fits or {}   # (name, eye) -> Quad
+        self.info = info or {}
+        self.spread = spread or {}  # eye -> degrees
+
+    @classmethod
+    def fit(cls, clicks, info=None):
+        truth = lambda cs: np.array([k["truth"] for k in cs])  # noqa: E731
+        fits, spread = {}, {}
+        for c in (0, 1):
+            cs = [k for k in clicks if k["eye"][c] is not None]
+            if len(cs) < MIN_CLICKS:
+                continue
+            fits["pupil", c] = Quad([k["eye"][c]["pupil"] for k in cs], truth(cs))
+            miss = fits["pupil", c]([k["eye"][c]["pupil"] for k in cs]) - truth(cs)
+            spread[c] = float(np.sqrt(np.mean(np.sum(miss ** 2, axis=1))))
+            fits["where", c] = Quad(truth(cs), [k["eye"][c]["pupil"] for k in cs])
+            gs = [k for k in cs if k["eye"][c]["mid"] is not None]
+            if len(gs) >= MIN_CLICKS:
+                fits["glint", c] = Quad([k["eye"][c]["pupil"] - k["eye"][c]["mid"] for k in gs], truth(gs))
+        return cls(fits, info, spread)
+
+    def has(self, name, eye):
+        return (name, eye) in self.fits
+
+    def slip(self, eye, rows):
+        """Median slip in pixels from pair sightings `rows` (t, px, py, mx, my), or None."""
+        if not self.has("glint", eye) or len(rows) < SLIP_MIN:
+            return None
+        rows = np.asarray(rows, float)
+        gaze = self.fits["glint", eye](rows[:, 1:3] - rows[:, 3:5])
+        return np.median(rows[:, 1:3] - self.fits["where", eye](gaze), axis=0)
+
+    def click_shift(self, eye, pupil, truth):
+        """The shift a click measures: the pupil, less where it sits for that gaze."""
+        return np.asarray(pupil, float) - self.fits["where", eye].one(*truth)
+
+    def gaze(self, eye, x, y, slip=None):
+        """Gaze (yaw, pitch) for a pupil centre, less a slip if there is one."""
+        if slip is not None:
+            x, y = x - slip[0], y - slip[1]
+        return self.fits["pupil", eye].one(x, y)
+
+    def weight(self, eye):
+        s = self.spread.get(eye)
+        return 1.0 if s is None else 1.0 / max(s, SPREAD_MIN) ** 2
+
+    def combine(self, gazes):
+        """The weighted mean of {eye: (yaw, pitch)}, or None if empty."""
+        if not gazes:
+            return None
+        w = {c: self.weight(c) for c in gazes}
+        return sum(w[c] * np.asarray(g, float) for c, g in gazes.items()) / sum(w.values())
+
+    def save(self, path):
+        d = {"version": 1, "info": self.info, "spread": {str(e): s for e, s in self.spread.items()},
+             "fits": [{"name": n, "eye": e, **q.to_json()} for (n, e), q in self.fits.items()]}
+        path.parent.mkdir(parents=True, exist_ok=True)
+        tmp = path.with_suffix(".tmp")
+        tmp.write_text(json.dumps(d, indent=1))
+        tmp.replace(path)
+
+    @classmethod
+    def load(cls, path):
+        d = json.loads(path.read_text())
+        return cls({(f["name"], f["eye"]): Quad.from_json(f) for f in d["fits"]}, d.get("info"),
+                   {int(e): s for e, s in d.get("spread", {}).items()})
+
+
+class Shift:
+    """Where one eye sits in the image now, relative to the calibration (pixels).
+
+    `base` is the median shift the last SHIFT_KEEP clicks measured. `ref` is the glint slip
+    estimate at the last click; if the glint estimate has since moved more than SHIFT_JUMP
+    (and less than JUMP_MAX) and stayed there for JUMP_HOLD seconds, the headset moved, and
+    the change is added until the next click. That click then starts the history over,
+    since the older ones describe the old position. Live, bad glint pairs made the estimate
+    leap by up to 68 px for under a second (practice2), hence the hold. `reseat` does the
+    same for the next click without the glints: the frames stopped (the headset was off),
+    so the headset may be anywhere now."""
+
+    def __init__(self, base=(0.0, 0.0), ref=None):
+        self.meas = []
+        self.base = np.asarray(base, float)
+        self.ref = None if ref is None else np.asarray(ref, float)
+        self.jump = np.zeros(2)
+        self.held = None  # (change, since when) while a jump waits out JUMP_HOLD
+        self.reseated = False
+
+    def glint(self, g, t):
+        """The latest glint slip estimate (or None), at time t (s)."""
+        if g is None:
+            return
+        if self.ref is None:
+            self.ref = np.asarray(g, float)
+        d = np.asarray(g, float) - self.ref
+        size = np.hypot(*d)
+        if size > JUMP_MAX:
+            return
+        if size <= SHIFT_JUMP:
+            self.jump, self.held = np.zeros(2), None
+            return
+        if self.held is None or np.hypot(*(d - self.held[0])) > SHIFT_JUMP:
+            self.held = (d, t)
+        elif t - self.held[1] >= JUMP_HOLD:
+            self.jump = d
+
+    def reseat(self):
+        self.reseated = True
+
+    def click(self, d, g=None):
+        """A click measured the shift d; g is the glint estimate then."""
+        if np.any(self.jump) or self.reseated:
+            self.meas = []
+            self.reseated = False
+        self.meas = (self.meas + [np.asarray(d, float)])[-SHIFT_KEEP:]
+        self.base = np.median(self.meas, axis=0)
+        self.jump, self.held = np.zeros(2), None
+        if g is not None:
+            self.ref = np.asarray(g, float)
+
+    @property
+    def value(self):
+        return self.base + self.jump
+
+    def to_json(self):
+        return {"base": self.base.tolist(), "ref": None if self.ref is None else self.ref.tolist(),
+                "meas": [m.tolist() for m in self.meas]}
+
+    @classmethod
+    def from_json(cls, d):
+        s = cls(d.get("base", (0, 0)), d.get("ref"))
+        s.meas = [np.asarray(m, float) for m in d.get("meas", [])]
+        return s
+
+
+class SlipTracker:
+    """Live slip estimate for one eye: pair sightings over the last SLIP_WINDOW seconds,
+    re-estimated at most every `every` seconds."""
+
+    def __init__(self, cal, eye, every=0.5, window=SLIP_WINDOW):
+        self.cal, self.eye, self.every, self.window = cal, eye, every, window
+        self.rows = deque()
+        self.value, self.at = None, 0.0
+
+    def add(self, t, pupil, mid):
+        self.rows.append((t, pupil[0], pupil[1], mid[0], mid[1]))
+        while self.rows and self.rows[0][0] < t - self.window:
+            self.rows.popleft()
+
+    def get(self, now=None):
+        now = time.monotonic() if now is None else now
+        if now - self.at >= self.every:
+            self.at = now
+            s = self.cal.slip(self.eye, list(self.rows))
+            if s is not None:
+                self.value = s
+        return self.value

gaze/tracker/eyes_pupil.py

@@ -0,0 +1,139 @@
+"""Classic pupil and glint finder for one 512x400 eye-camera frame.
+
+The pupil is a dark blob enclosed by brighter iris and skin. The lens rim and the unlit
+background are just as dark, but they touch the image edge, so any dark region that reaches
+the edge is dropped. Closing the glints' holes can join the pupil to that background (the
+left camera's, when you look more than about 20 degrees left), so when nothing is found
+the search runs again with a smaller closing.
+"""
+import cv2
+import numpy as np
+
+DARK = 30          # pupil pixels are below this (the face around it is 40-180)
+MIN_AREA = 150     # pupil area range in pixels
+MAX_AREA = 20000
+MIN_FILL = 0.75    # blob area / fitted-ellipse area
+MAX_ASPECT = 3.0   # long / short axis; the steep camera sees a squashed pupil
+GLINT = 200        # glints are near-saturated spots on or by the pupil
+CLOSE = 7          # px: closes the glints' holes in the pupil (the right eye's need this much)
+CLOSE_TIGHT = 3    # px: the retry, keeps a pupil near the dark background apart from it
+
+
+NEAR = 70          # the windowed search: this many pixels, or 3 pupil radii, around a hint
+
+
+def find_pupil(frame, near=None):
+    """Return dict(x, y, a, b, angle, area, fill, glints) or None.
+
+    `near` (a previous result) searches a window around it first (0.4 ms, not 1.4-2.1);
+    if the pupil isn't wholly inside the window it falls back to the whole frame."""
+    if near is not None:
+        r = int(max(NEAR, 3 * near['a']))
+        x0, y0 = max(int(near['x']) - r, 0), max(int(near['y']) - r, 0)
+        p = _find_either(frame[y0:int(near['y']) + r, x0:int(near['x']) + r], x0, y0)
+        if p is not None:
+            p['glints'] = find_glints(frame, p)
+            return p
+    p = _find_either(frame, 0, 0)
+    if p is not None:
+        p['glints'] = find_glints(frame, p)
+    return p
+
+
+def _find_either(img, ox, oy):
+    p = _find(img, ox, oy)
+    return p if p is not None else _find(img, ox, oy, CLOSE_TIGHT)
+
+
+def _find(img, ox, oy, close=CLOSE):
+    """The pupil in `img` (a window at ox, oy of the frame), with frame coordinates. A dark
+    region touching the window's edge doesn't count: it's background, rim, or cut off."""
+    f = cv2.GaussianBlur(img, (5, 5), 0)
+    dark = (f < DARK).astype(np.uint8)
+    # Glints punch bright holes in the pupil; close them so the blob stays whole.
+    dark = cv2.morphologyEx(dark, cv2.MORPH_CLOSE, np.ones((close, close), np.uint8))
+    dark = cv2.morphologyEx(dark, cv2.MORPH_OPEN, np.ones((3, 3), np.uint8))
+    n, lab, stats, _ = cv2.connectedComponentsWithStats(dark, connectivity=8)
+    h, w = img.shape
+    best = None
+    for i in range(1, n):
+        x, y, bw, bh, area = stats[i]
+        if area < MIN_AREA or area > MAX_AREA:
+            continue
+        if x <= 1 or y <= 1 or x + bw >= w - 1 or y + bh >= h - 1:
+            continue
+        blob = lab[y:y + bh, x:x + bw] == i
+        cs, _ = cv2.findContours(blob.astype(np.uint8), cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_NONE)
+        c = max(cs, key=len)
+        if len(c) < 5:
+            continue
+        (ex, ey), (d1, d2), ang = cv2.fitEllipse(c)
+        a, b = max(d1, d2) / 2, min(d1, d2) / 2
+        if b < 3 or a / b > MAX_ASPECT:
+            continue
+        fill = area / (np.pi * a * b)
+        if fill < MIN_FILL or fill > 1.25:
+            continue
+        # Prefer the darkest, fullest blob.
+        score = fill - img[y:y + bh, x:x + bw][blob].mean() / 255
+        if best is None or score > best[0]:
+            # fitEllipse's angle is the direction of its first axis (d1); the long axis is
+            # that one or the one at right angles.
+            major = np.radians(ang if d1 >= d2 else ang + 90)
+            best = (score, dict(x=ex + x + ox, y=ey + y + oy, a=a, b=b, angle=ang, major=major,
+                                area=int(area), fill=fill, box=(x + ox, y + oy, bw, bh)))
+    return best[1] if best else None
+
+
+GLINT_RING = 140   # a glint sits on dark iris or pupil: its surroundings are below this
+GLINT_PAIR = (5, 45)  # the two LEDs' reflections: this far apart, in pixels, mostly vertical
+
+
+def find_glints(frame, p):
+    """Small bright spots on dark iris or pupil within 2.5 pupil radii, as (x, y) list.
+    Bright skin has noise speckle above GLINT too, so a spot counts only if the ring
+    around it is dark."""
+    r = int(p['a'] * 2.5) + 6
+    x0, y0 = max(int(p['x']) - r, 0), max(int(p['y']) - r, 0)
+    roi = frame[y0:int(p['y']) + r, x0:int(p['x']) + r]
+    n, lab, stats, cents = cv2.connectedComponentsWithStats((roi >= GLINT).astype(np.uint8))
+    out = []
+    for i in range(1, n):
+        x, y, w, h, area = stats[i]
+        if not 2 <= area <= 80:
+            continue
+        ya, yb, xa, xb = max(y - 4, 0), y + h + 4, max(x - 4, 0), x + w + 4
+        ring = roi[ya:yb, xa:xb][lab[ya:yb, xa:xb] != i]
+        if ring.size and np.median(ring) < GLINT_RING:
+            out.append((cents[i][0] + x0, cents[i][1] + y0))
+    return out
+
+
+def glint_pair(p):
+    """The two LED reflections as ((x, y) upper, (x, y) lower), or None. Picks the
+    vertical-ish pair nearest the pupil centre."""
+    g = p['glints']
+    best = None
+    for i in range(len(g)):
+        for j in range(i + 1, len(g)):
+            dx, dy = g[j][0] - g[i][0], g[j][1] - g[i][1]
+            d = np.hypot(dx, dy)
+            if not GLINT_PAIR[0] <= d <= GLINT_PAIR[1] or abs(dy) < 2 * abs(dx):
+                continue
+            mx, my = (g[i][0] + g[j][0]) / 2, (g[i][1] + g[j][1]) / 2
+            cost = np.hypot(mx - p['x'], my - p['y'])
+            if best is None or cost < best[0]:
+                best = (cost, (g[i], g[j]) if dy > 0 else (g[j], g[i]))
+    return best[1] if best else None
+
+
+def draw(frame, p, scale=1.0):
+    img = cv2.cvtColor(cv2.convertScaleAbs(frame, alpha=2.0), cv2.COLOR_GRAY2BGR)
+    if p:
+        cv2.ellipse(img, ((p['x'], p['y']), (2 * p['a'], 2 * p['b']), np.degrees(p['major'])),
+                    (0, 255, 0), 1)
+        for gx, gy in p['glints']:
+            cv2.circle(img, (int(gx), int(gy)), 3, (0, 0, 255), 1)
+    if scale != 1.0:
+        img = cv2.resize(img, None, fx=scale, fy=scale)
+    return img

gaze/tracker/findings.md

@@ -0,0 +1,465 @@
+# Findings so far
+
+Our own eye tracker's research notes, newest sections last. They were written while it was a
+separate project (frame-eyes), so they use its names: `fe-trackd` is now `ft-eyes`,
+`fe-bufprobe` is `ft-eyegrab`, `fe_model`/`fe_pupil` are `eyes_model`/`eyes_pupil`, the
+tools are in `lab/` (`fe-score` is `ft-eyes-score`, `fe-replaytest` is `ft-eyes-e2e`,
+`fe-record` and `fe-replay` are `ft-eyes-record` and `ft-eyes-replay`), `fe-live` is the
+gaze service running ft-eyes, and `captures/NAME` is `~/.local/share/frametop/eyes/captures/NAME`.
+
+These were measured on the Frame on 2026-09-28 (SteamVR eyetracking 2.17.10), and all by
+reading only.
+
+## SteamVR's tracker process
+
+- `eyetracking -b CDSP -w .../et_dsp_20250610_03136.weights` runs as the user (steamos),
+  started by SteamVR. The user is in the `cdsp` and `spidev` groups. `ptrace_scope` is 1,
+  so reading another process's fds or memory needs root (pidfd_getfd).
+- Log: `~/.local/share/Steam/logs/eyetracking.txt`. Component names: `CStereoAdspCams`
+  (the eye cameras come in through the audio DSP; "Set framerate 72/90"),
+  `CGazeEstimatorCdsp` / `CDSPGazenet` (the neural net on the compute DSP), and
+  `CEyePoseUKF L/R` (a filter per eye; "Large dt" means it had no measurement for over
+  0.4 s and starts that eye over).
+  - "Failed to grab cdsp input buffer" came up 5,924 times in 6 hours (about 0.3 % of
+    frames at 90 Hz).
+  - "Accept usercal" is its passive calibration from quick mouse clicks.
+- The eye cameras aren't V4L2 devices, and there's no fastrpc node.
+- Open fds that matter:
+  - `/dev/spidev0.1`: modalias `spi:hid-over-spi`, role unknown.
+  - Six udmabufs, all `exp_name: udmabuf`: three of 16 MiB (16777216 B) and three of
+    32 MiB (33554432 B), fds 50, 51, 53, 54, 159 and 169 at the time.
+  - `/dev/shm/eye-server.mmap`: its output.
+  - `/dev/input/event0-7`.
+  - The frames most likely arrive in the udmabufs, which it shares with the DSPs.
+
+## The eye-camera frames (found 2026-09-28, `tools/fe-bufprobe --scan`)
+
+- **The buffers.** The six udmabuf fds are really two buffers, three fds each: a 16 MiB one
+  (inode 1) and a 32 MiB one (inode 2).
+- **The frames.** In the 16 MiB buffer, eight slots sit 0x40000 apart from 0x230000, four
+  per camera: slots 0-3 are camera 0 and slots 4-7 camera 1. Each slot starts with a small
+  block (slot 0's holds a table of floats such as 0.00125, 4.655, 90.0, 1.0, possibly
+  exposure, gain, and frame rate; the others were zero), then a 512x400 8-bit grayscale
+  frame, row stride 512. The frame starts at slot base + 0x40c0 + 0x40 per slot index,
+  plus one more 0x40 for camera 1's slots. Found by the dark lens-rim column lining up;
+  `slot_start()` in fe-bufprobe.
+- **What they show.** Infrared images, one camera per eye, dim (mean about 25-40), with a
+  dark band on one side (the lens rim). One camera saw its eye at a steep angle (squashed
+  pupil near the image edge, big reflections on the white); the other nearly head-on (a
+  round pupil with two small glints in it). Which camera is which eye isn't known yet.
+- **Timing.**
+  - About 90 frames a second per camera, the two within about 0.6 ms of each other.
+  - A frame lands over several milliseconds, in bursts, so a copy taken when the slot
+    "stops changing" can be half old. The reliable rule: a slot is complete when its camera
+    starts writing another slot.
+  - Camera 0 fills its slots in turn (3, 0, 1, 2); camera 1 in a repeating order of eight
+    (7, 5, 4, 6, 5, 7, 6, 4), never the same slot twice in a row.
+  - `--rec` stamps each frame when its slot first changed, polling every 0.3 ms, so times
+    are only good to a few ms.
+  - The cameras run at 90 fps ("Set framerate 90" in the log). The first recorder copied
+    a frame as soon as its camera started the next one and got 94 a second in fit1 and 106
+    in a streaming test. The extras were half-written frames: a frame's last writes can land
+    after the next frame starts, and a slow poll saw both at once. The recorder now copies a
+    frame when its camera starts the frame after next (no slot is rewritten sooner than three
+    frames), ignores late writes to the frame just finished, and saves from a separate
+    thread. fit1 may hold a few percent of torn frames.
+  - Eye tracking stops when the headset is off ("HMD off, stopping eye tracking"), so
+    recordings are empty then.
+- **Which camera is which eye** (capture fit1, 2026-09-29, closing one eye at a time):
+  camera 0 (slots 0-3) is the **right** eye, seen at a steep angle; camera 1 (slots 4-7) is
+  the **left** eye, seen nearly head-on. Both images have the lens rim dark on the left and
+  the lit face on the right.
+- **Why the left eye is lost looking down:** at the keyboard, camera 1 sees only the upper
+  lid and lashes. Camera 0 still catches part of the right eye. It's the camera angle, not
+  the net.
+- **The 32 MiB buffer.** Two 48 KiB regions (0x1522000, 0x1532000) that change every frame,
+  mean bytes about 148, 99 % nonzero. Probably the net's input per eye (crops, maybe not 8-bit
+  pixels). Not decoded.
+- **`tools/fe-session NAME SECONDS`.** Records frames and ft-gaze's samples together, on the
+  same clock (CLOCK_MONOTONIC_RAW). Each frame's nearest SteamVR sample is a median 3.8 ms
+  away.
+
+## Our first pupil finder (`tools/fe_pupil.py`, 2026-09-29)
+
+- Threshold dark (< 30), close glint holes, drop dark regions that touch the image edge
+  (lens rim, background), keep the fullest, darkest ellipse-shaped blob. Glints: spots
+  >= 200 within 1.5 pupil radii. 3.1 ms a frame on the CPU, unoptimised.
+- On fit1 (20 s: open, each eye closed, keyboard, up), pupil found vs SteamVR seeing the
+  eye:
+
+  | Gaze pitch | Right, SteamVR | Right, ours | Left, SteamVR | Left, ours |
+  | --- | --- | --- | --- | --- |
+  | below -20 (keyboard) | 79 % | 35 % | 22 % | 24 % |
+  | -20 to 15 (screens, includes closed-eye time) | 91 % | 89 % | 74 % | 72 % |
+  | above 15 | 100 % | 100 % | 98 % | 99 % |
+
+  It misses the right eye looking down, where the lower lid cuts the pupil. False finds
+  on closed eyes: 0.4 % right, 2.8 % left.
+- A quadratic fit from pupil centre to SteamVR's per-eye gaze, held out by time block:
+  median 4.8 degrees right, 3.0 left. That isn't an accuracy figure yet. fit1 has few
+  distinct gaze points, it uses no glints, and SteamVR's per-eye gaze is itself off by
+  several degrees. It needs a recording against known targets.
+
+## eye-server.mmap (its output)
+
+The file is 324,122 bytes. Only bytes 0x0-0x1f3 are used; the rest is zero. It's packed and
+unaligned, so read it with memcpy. Offsets are also in `~/frametop/gaze/ft-gaze.cpp`.
+
+| Offset | What |
+| --- | --- |
+| 0x38 | u32 sample counter |
+| 0x157 | f64 sample time, CLOCK_MONOTONIC_RAW |
+| 0x15f, 0x16b | set 1: left and right eye direction (3 f32, head space, -Z forward). Filtered; both eyes always share one pitch; a lost eye keeps its yaw |
+| 0x177 | set 1: 6 f32 variances (left 3, right 3; the middle one of each is shared). About 0.0005-0.002 when the eye is seen, 0.015-0.03 when it's lost |
+| 0x18f | set 1 fixation point (3 f32; its length is the vergence distance) |
+| 0x19b, 0x1a7 | set 2: each eye's own direction |
+| 0x1b3 | set 2: 6 f32 variances |
+| 0x1cb | 2 f32, 0..1: openness (0 in a blink) |
+| 0x1d3 | 8 f32: left measurement x, y; right x, y (camera-relative, freezes while that eye isn't seen); then variance of left x, y, right x, y (about 2e-5 on a clear view, rising as lids or lashes get in the way) |
+| 0x0-0x157 | header, plus records that look like the calibration-click channel into the tracker. Never write |
+
+## Accuracy of SteamVR's gaze (this user, this headset)
+
+- **Tonight's practice (71 clicks, 45 minutes):**
+  - raw error: median 5.1 degrees (3.0 in the 21:23 test; it varies by session);
+  - corrected at the press: median 1.5, with 1 in 10 past 3.3;
+  - best smooth correction fitted to the same clicks, each predicted from the rest: 1.7-1.9;
+  - weighting recent clicks more (half-lives from 20 minutes down to 1) didn't help, so
+    there's no slow drift to follow.
+- **Look-to-look:** two looks within 3 degrees of each other, under 5 minutes apart,
+  differ by a median 1.15 degrees (3.0 when 5 or more minutes apart). Jitter within one
+  look is 0.25-0.3.
+- **One eye alone (set 2), against both eyes' gaze:** median 0.8 degrees over a steady
+  look. Per-eye raw errors are large and opposite in yaw: at one spot, left (+8.2, +8.9)
+  and right (-5.0, +5.2) degrees, both (+1.6, +7.1).
+- **Losses:** the left eye was lost 57-64 % of the time looking 30-50 degrees down (at
+  the keyboard, through the gap by the nose), and the right eye never. At screen height
+  both were seen over 98 % of the time. Openness looking down: left 0.45, right 0.65.
+  Harmless for the pointer: ft-gazed ignores looks down past the screens.
+
+## First accuracy test against known targets (practice1, 2026-09-29)
+
+5 minutes, 98 gaze-probe practice clicks, gaze yaw -26..25 and pitch -14..20 degrees. Truth
+is SteamVR's raw gaze at the press plus the angle to the release point. `tools/fe-score.py`
+fits a quadratic per method and scores each click leave-one-out. Pupil = median centre over
+the frames 250-20 ms before the press; no glints yet.
+
+| Method (85 clicks with both pupils found) | Median | 90 % |
+| --- | --- | --- |
+| SteamVR raw | 6.51 | 11.04 |
+| SteamVR + quadratic fit | 1.52 | 3.10 |
+| Ours, right pupil only | 0.74 | 1.48 |
+| Ours, left pupil only | 0.62 | 1.48 |
+| Ours, both pupils averaged | 0.61 | 1.13 |
+
+SteamVR with the probe's live correction: 1.44 median over all 98. The pupil was found
+before 88/98 clicks (right) and 90/98 (left). Caveats: one session with the headset
+never moved (pupil-only mapping breaks when the headset slips; glints should fix that),
+the truth includes the user's own drag precision, and it's offline only.
+
+## Glints and slip (2026-09-29, practice1)
+
+- Two IR LED reflections, a vertical pair 12-19 px apart, sit on the cornea near the pupil.
+  There's no alternating illumination: the pair is in every frame the geometry allows.
+  Before a click: right eye 45/88, left 54/90 (the steep right camera loses the pair on
+  the white when the eye looks across). Bright skin has noise speckle above 200, so a glint
+  only counts if the ring around it is dark (`find_glints`, `glint_pair` in fe_pupil.py).
+- Pupil minus pair midpoint as the feature: 0.84 median, noisier than the pupil alone
+  (0.61), because the pair's position is noisy.
+- Slip method (`tools/fe-score.py`): where the pair is seen, the glint fit gives the gaze,
+  a fit of gaze to pupil position says where the pupil should be, and the difference is
+  the slip. The median over the last 30 s shifts every frame, glints or not. In-session:
+  0.61 median, same as the pupil alone. The estimate stayed within 1-3 px all session.
+- Simulated slip (fit on the first 49 clicks, test on the rest shifted 10 px): pupil alone
+  0.62 -> 2.7-3.1; glint 0.83 unchanged; slip 0.67 unchanged. That checks the math only,
+  for a pure image shift. A real re-seat also tilts and changes the distance.
+- Next test: a second session after taking the headset off and on, scored with
+  `fe-score.py captures/practice1 captures/practice2`.
+
+## Live tracker (2026-09-29)
+
+- `fe-bufprobe --share` (root) copies each finished frame into `/dev/shm/frame-eyes-cams`
+  (0600, the user's); `fe-trackd` (user) finds pupils and glints and writes
+  `/dev/shm/frame-eyes-gaze`; ft-gaze reads that as the source `own`. `tools/fe-live` runs
+  both. The user side never touches SteamVR's buffers.
+- The windowed pupil search gives the same results as the full frame (0.000 px apart on
+  2000 frames per eye), at 0.4 ms instead of 1.4-2.1; with glints, about 1 ms a frame, 90 fps
+  per eye.
+- Replaying practice1's first minute through fe-trackd: 0.64 median at the 14 clicks
+  (0.61 offline with the same calibration; in-sample, so a pipeline check, not accuracy).
+  Sample-to-sample jitter 0.08 degrees; SteamVR's is 0.25-0.3.
+- The calibration covers yaw -26..25 and pitch -14..20 degrees (practice1's clicks). Beyond
+  that the quadratic extrapolates.
+
+## Test 2: a second session after re-seating (practice2, 2026-09-29 15:18)
+
+124 practice clicks over about 4 minutes, headset nudged at about 100 s. The probe stayed on
+SteamVR's mmap2 as its source, but recorded our live gaze at every press. Scored with
+`fe-score.py captures/practice1 captures/practice2` (median degrees):
+
+| Method | Fit on practice1 | Fit within practice2 (leave-one-out) |
+| --- | --- | --- |
+| SteamVR raw | 2.86 | 2.86 |
+| SteamVR + the probe's live correction | 1.37 | 1.37 |
+| SteamVR + quadratic fit | 3.84 | 1.17 |
+| Ours, pupil only | 14.31 | 2.86 |
+| Ours, glint | 3.31 | 1.54 |
+| Ours, slip | 2.68 (live: 2.87) | 1.36 |
+
+- The re-seat moved the eyes 20-30 px in the images: pupil-only goes 14 degrees off. The
+  slip correction takes that to 2.7, but no further. The rest is partly one offset (yaw
+  -1.6, pitch +1.2; removing it leaves 1.43), and an offset from the previous 5 clicks
+  gives 1.31, the same as SteamVR's live correction (1.37).
+- Within one headset position (before the nudge, 45 clicks; after it, 68): pupil only
+  1.01 and 0.99, slip 1.18 and 1.86, SteamVR with the same fit 0.91 and 1.19. So today our
+  tracker is level with SteamVR within a position, not ahead of it as in practice1 (0.61
+  against 1.69). One session was not enough to claim a lead.
+- The slip estimate adds noise: it's worse than no correction within a position, and it
+  wandered (the right eye's jumped 18 px near the end, after the clicks). It comes from the
+  glint fit, which is itself only 1.5-3 degrees good, and the left eye's pair was seen
+  before only 21 of 124 clicks.
+- Live: fe-trackd ran 81-90 fps per eye at 2-3.6 ms a frame alongside VR (1 ms in replay);
+  ft-gaze's `own` came through on every line, about 37 ms old.
+- What would help: a geometric eye model (the eyeball centre from how the pupil ellipse
+  changes shape, as Swirski's method and Pupil Labs' pye3d do) instead of 2-D regression,
+  so that headset movement is modelled and not fitted around. practice1 and practice2
+  together (re-seat plus a nudge) are the benchmark for it.
+
+## The geometric model, and a shift taught by clicks (2026-09-29, practice1 -> practice2)
+
+All offline: calibrate on practice1, score practice2's clicks.
+
+- **Eyeball centre from the pupil ellipses (Swirski-style, weak perspective): worse.** The
+  centre it finds is steady within a session (a few px per 50 s) and moves between the
+  sessions about as the slip does, with a rotation radius of about 60 px (10-12 mm). But
+  it's off from the true shift by up to 8 px (6-7 degrees) on the right eye. Correcting
+  with it gave 4.3-5.8 median, against 2.7 for the glint slip. The cornea's refraction and
+  where you happened to look in the window likely bias it.
+- **The calibration itself carries over.** The best possible pixel shift per eye, fitted
+  on practice2's own clicks with one shift per headset position (before and after the
+  nudge), gives 1.18 held out (shift+scale 1.11, affine 1.07). So practice1's fit is fine
+  if we know the shift; the problem was only estimating it. One shift for the whole
+  session gets only 2.7-2.8, because the nudge moved the eyes again.
+- **How well each estimate finds that shift (px, right x/y, before the nudge):** true
+  (-0.7,-28.6), glints (+2.0,-25.6), eyeball centre (-6.9,-22.2). The glints are off by
+  1-4 px, which is 1-3 degrees; the eyeball centre is worse.
+- **Clicks estimate it best.** Each click says where the pupil should have been for a
+  known gaze, so pupil minus that is the shift. Scored in time order with only earlier
+  clicks:
+
+  | Shift from | Median | 90% |
+  | --- | --- | --- |
+  | Glints only, last 10 or 30 s | 2.68-2.69 | 3.78-4.13 |
+  | Last 3 clicks | 1.29 | 2.80 |
+  | **Last 5 clicks** | **1.18** | 3.09 |
+  | Last 5 clicks + glint slip since | 1.30-1.34 | 3.34-3.55 |
+  | **Last 5 clicks, glints only to catch a jump over 3 px** | **1.22** | **2.33** |
+  | SteamVR + the probe's live correction (same clicks) | 1.37 | 2.71 |
+
+  Adding the glint slip to the clicks' shift adds its noise. Using it only to notice a
+  nudge (then the shift follows the glints until clicks catch up) keeps the median and
+  cuts the tail after a nudge. That's `fe_model.Shift`, and `fe-score`'s `clicks` method
+  reproduces it (1.22 median, 2.33 90%).
+- So on this pair of sessions, ours with click correction is slightly ahead of SteamVR
+  with the probe's click correction: 1.22 against 1.37 median, 2.33 against 2.71 for the
+  worst tenth. One pair of sessions, so not yet a lead (see Test 2).
+- fe-trackd now works this way: the probe's calibration with the source "Own tracker"
+  sends each dot to fe-trackd (`calib-point`), which fits from its own pupil history
+  (`calib-fit`, which replaces the old calibration and clears the shifts), and each
+  practice release sends a `click` that teaches the shift. See fe-trackd's docstring.
+- **The live path reproduces it** (`tools/fe-replaytest captures/practice1 captures/practice2`
+  on the 7i: a scratch fe-trackd, calibrated through `calib-point` from practice1's clicks,
+  then fed practice2's clicks at the recorded pace and scored on what it published in the
+  300 ms before each press). 84 of 98 dots accepted (14 had an eye in under 15 frames),
+  fit 0.59 median. practice2: median 1.21 and 1.23 over two runs (offline 1.22), but 90%
+  3.02 and 2.86 (offline 2.33). The tail: the first click (19.7, nothing learned yet after
+  the re-seat), and two clicks at 192 s and 213 s (7.6 and 10.3) with a settled 5-click
+  shift and no jump. (Offline has the same two, 6.8 and 9.3: see the next section.) The
+  glint jump restarted the right eye's shift 9 times and the left's 4.
+
+## Wide gaze, the left pupil, and false glint jumps (2026-09-29, practice2)
+
+- **The bad clicks were all past the calibration, or right eye only.** practice1's clicks
+  reach yaw 25 and pitch 20; practice2's reach 30 and 25. Offline (median / 90%):
+
+  | Clicks | Ours | SteamVR + probe |
+  | --- | --- | --- |
+  | Inside practice1's range (104) | 1.09 / 1.97 | 1.37 / 2.71 |
+  | Outside it (18-20) | 1.80 / 5.01 | 1.19 / 2.67 |
+  | Both eyes (99) | 1.09 / 1.98 | 1.40 / 2.83 |
+  | Right eye only (23) | 1.66 / 4.05 | 0.99 / 2.47 |
+
+  A fit that goes linear past its data, more ridge, or a linear fit didn't help outside.
+- **The left eye was lost at every click past about 19 degrees left.** The pupil is still
+  mid-image (x 293-310 of 512), but the left camera's image is dark from x 0 to about 360,
+  and the 7 px closing (which heals glint holes) joined the pupil to that background, which
+  touches the edge, so it was dropped. `fe_pupil` now retries with a 3 px closing when
+  nothing is found: left eye found in 97% of the frames before practice2's clicks (was
+  79%; 181 of 217 frames at 20+ degrees, was 16), right eye unchanged, centres moved at
+  most 0.16 px. The right eye still needs the 7 px (3 px alone: 96% against 98%).
+- **Those pupils are accurate.** Within one headset position (practice2 after the nudge,
+  68 clicks, leave-one-out, so calibrated out there too): left eye alone 0.70 / 1.39 below
+  19 degrees left and 0.87 / 1.14 beyond; right eye 1.27 / 2.13 and 2.09 / 6.42; both
+  averaged 0.85 / 1.30 and 1.18 / 5.14. Calibrated where you look, the left eye is our best.
+- **But practice1's calibration has 4 clicks per eye beyond 19 degrees**, so the newly seen
+  left eye extrapolates there (3.64 median alone, right 1.78), and practice1 -> practice2
+  got a worse tail: 1.20 / 3.20 offline (1.22 / 2.33 when the left eye was simply lost
+  there). Weighting the eyes, or leaving out an eye or a click past the calibrated range,
+  didn't recover it. The fix is coverage: the probe's calibration for the Own tracker now
+  puts its dots on an oval out to the `Calibration ring` angle each way (the ring was
+  limited by the window's height and never reached the sides). A first try put them at
+  the practice area's corners, which in a large window were too far to look at while
+  facing the centre.
+- **The glint jumps.** Offline (checked once per click) there were 2 per eye, 3 of 4 real
+  (the next click found the shift the glints claimed). Live, bad glint pairs made the right
+  eye's estimate leap by up to 68 px for under a second, 20 times between clicks, and the
+  shift restarted 8-9 times. `Shift` now takes a jump only once it has held for 1 s
+  (JUMP_HOLD) and ignores ones over 40 px (JUMP_MAX). Live replay: shift restarts 1 (right)
+  and 0 (left), biggest leap between clicks 4.9 px, output steps over 10 degrees 86 -> 32.
+  Offline with the hold: 1.19 / 3.35.
+- Live replay with both changes: 94 of 98 calibration dots taken (83-84 before), practice2
+  1.28 / 3.16. The tail stays until a calibration covers the practice area.
+- `fe-score` now reads each capture's own `practice.jsonl` (cut from the probe's log by
+  `fe-score.py --clicks`, or the first scoring on the Frame), so the 7i can rebuild features.
+
+## Session 3 (2026-09-29 22:04-22:10, live, SteamVR driving)
+
+The calibration and 84 practice clicks went to SteamVR (the probe's tracker toggle was
+left on SteamVR), so fe-trackd got no dots or clicks and kept practice1's calibration. The
+probe still logged our gaze at 79 presses. SteamVR + the probe's correction: 1.19 median,
+2.61 90% (raw 2.18 / 4.30). Ours with practice1's calibration and no clicks: 12.5 median;
+with a stand-in for the click shift (the median offset of the previous 5 clicks, in gaze
+angles rather than per eye in pixels): 1.38 / 2.38. No frames were recorded.
+
+## Session 4: the Own tracker driving (2026-09-29 22:12-22:22, live)
+
+Fresh calibration from the probe with the Own tracker: 27 dots on an oval out to 20
+degrees (30 of 31 attempts accepted; one had no right eye). Then 136 practice clicks, all
+with both eyes, each teaching the shift. The probe logged SteamVR at 114 of the presses,
+and its correction learned from the same drags, so the comparison is fair:
+
+| At the same 114 presses, to where you let go | Median | 90% |
+| --- | --- | --- |
+| **Ours** | **0.59** | **1.50** |
+| SteamVR + the probe's correction | 0.83 | 2.02 |
+| SteamVR raw | 3.49 | 5.21 |
+
+Ours was closer on 76 of 114. Ours at the press (what the dot showed, all 136): 0.67
+median, 1.37 90%, and steady from the first 10 clicks (0.71) on; SteamVR's correction
+took about 30 clicks to get under 1 degree. No click changed an eye's shift by more than
+6 px. The user: "MUCH improved". No frames were recorded, and the headset wasn't nudged or
+re-seated, so this is within one position; the cross-session question is still open.
+
+## Session 5: off and on again, no recalibration (2026-09-29 22:26-22:31, live)
+
+Session 4's calibration and shifts, headset taken off and put back on, then 132 practice
+clicks with the Own tracker driving. The re-seat moved the eyes about 15 px (right) and
+33 px (left) in the images.
+
+- Before the first taught click, the glints had moved the right eye's shift to within
+  about 4 px and the left's about two thirds of the way. Clicks 1-4 were still 11-17
+  degrees off, and the probe refused to teach them (its 6-degree limit on a lesson), so
+  the first taught click was the 5th (5.4 degrees). It restarted each eye's history as
+  designed; clicks 6, 7, 8: 2.8, 1.3, 0.4.
+- After that (clicks 6 on, 127, to where you let go): ours 0.58 median, 1.42 90%, the
+  same as within one position (session 4: 0.59); SteamVR + the probe's correction 2.94 /
+  5.73 (SteamVR raw drifted from 3.5 to 4.7 through the session). Ours closer on 117 of 132.
+- Changes: the probe lets the Own tracker learn from drags up to 25 degrees
+  (OWN_LEARN_MAX), and starts on the Own tracker when fe-trackd answers; its calibration
+  header names the tracker. fe-trackd restarts an eye's shift history at the next click
+  after frames stop for 3 s (the headset off) and after its own restart, glints or not.
+  Replay regression (fe-replaytest practice1 practice2): 1.28 / 3.16, as before.
+
+## Weighting the eyes (2026-09-29, practice2 after the nudge)
+
+One headset position, 64 clicks with both eyes, leave-one-out: plain average 0.84 / 1.59;
+left eye alone 0.73 / 1.36; right alone 1.32 / 3.05; weighted by each eye's inverse
+residual variance on its own calibration 0.75 / 1.26. Not in fe-trackd yet.
+
+## Next steps (2026-09-29, after a literature search; sources in the session report)
+
+Ranked by expected gain for the effort, checked against our own numbers:
+1. Weight the eyes by each one's calibration residuals (above: 0.84 -> 0.75 median). S.
+2. A one-dot re-seat check when frames come back after a gap (Varjo recalibrates with one
+   dot at every put-on): one look and press teaches both shifts before the first real
+   click, instead of 11-17 degree first clicks. S.
+3. Our tracker as a source for the Frametop pointer (ft-gazed): session 5 beat SteamVR
+   across a re-seat. M. Done 2026-09-30 (below).
+4. Record frames during live tests (fe-session), so each can be replayed. S (disk: about
+   2 GB a minute).
+5. A less biased glint slip estimate: ours is off by 1-4 px even over hundreds of frames,
+   so it's bias, not noise; try taking out the part of the glint midpoint that follows the
+   pupil (regressed on calibration data) before using it. S-M, offline first.
+6. Smooth-pursuit calibration (a moving dot): dense labels out to the edge in about 20 s,
+   for wider coverage. M.
+7. Sub-pixel edge ellipse refit with RANSAC for the steep right eye (our weaker eye,
+   1.32 against 0.73). S-M.
+8. Later, if needed: learned pupil segmentation (EllSeg, RITnet: MIT) on the GPU through
+   ncnn, a 3-D cornea model from the two glints, or a per-user network trained on the
+   residuals across re-seats. L. Not recommended: the eyeball-centre model (tried, and our
+   steep camera and +-20 degree range are outside its published conditions). PuRe,
+   PuReST, ElSe, and ExCuSe are licensed for non-commercial use only.
+
+## Quick wins from the next steps (2026-09-29, late)
+
+- Eye weighting (1): `Calibration.spread` is each eye's RMS miss on its own calibration
+  dots, and `combine` weights by its inverse square (floor 0.3 degrees). fe-trackd, fe-score,
+  and so fe-replaytest use it; older calibrations get it from their saved dots. The
+  22:16 calibration: right 1.48, left 1.08, so the left eye counts about twice as much.
+  practice1 -> practice2 offline is unchanged (1.20 / 3.35: that tail is extrapolation).
+- Re-seat check (2): fe-trackd's status says when the next click will start an eye's shift
+  over; the probe then shows one centre dot, and a press on it sends that click. Checked
+  on the 7i (a pending re-seat at start on both eyes, cleared by one click); the probe's
+  screen for it wasn't seen (the web view didn't connect).
+- Recording (4): `tools/fe-record` copies every shared frame (9 s of replay: 1620 frames,
+  none dropped, all identical to the source); `fe-live --record NAME` runs it alongside.
+
+## The Frametop pointer, and the eyes on live clicks (2026-09-30)
+
+ft-gazed (`~/frametop/gaze`) can now use our tracker: `GAZE_TRACKER=own`, the Eye tracker
+setting on the Gaze page of Frametop Input Settings. A mouse nudge before a click reaches
+fe-trackd as a click. The nudge's raw gaze is one ft-gazed sent, so ft-gazed finds when
+that look was, and fe-trackd keeps 12 s of pupils instead of 5, because the helper sends a
+nudge up to 10 s after the look.
+
+`GAZE_EYE` (auto, left, right) weights the eyes there, from each eye's own gaze. Replayed on
+the 306 live clicks of sessions 4 and 5 (`clicks.jsonl`: each eye's pupil and shift just
+before the click, so each is a fresh test):
+- Each eye alone: left 0.96 median (mean 1.17), right 1.11 (1.26). The eyes' RMS misses
+  were about equal (1.43, 1.46), unlike practice2's leave-one-out (0.73, 1.32).
+- Both eyes: 0.65 (0.77) evenly. By the calibration's spread (the 22:16 one: left counts
+  about twice): 0.63 (0.81). By each eye's RMS miss at its last 5, 10, or 20 clicks: 0.66
+  (0.79-0.81).
+- By share of the right eye: 0.3 gives 0.68, 0.5 gives 0.65, 0.7 gives 0.81.
+- The eyes' yaw errors are correlated -0.37: they partly cancel, which is why two eyes
+  beat either one by a third.
+
+So a bias leans instead of choosing: Left or Right counts that eye twice. Auto starts
+even and weights by each eye's RMS miss at its last 20 nudges, once each has 5. On
+SteamVR's side the calibration's own fit picked the wrong eye (its dots: left 1.78, right
+1.88; new spots: left 2.50, right 1.63), so auto learns from nudges, not the fit.
+fe-trackd's own `combine` still uses the spread, for the probe.
+
+## Valve's tracker
+
+It can't be the starting point, legally or practically:
+
+- **No source.** `/opt/steamvr/tools/eyetracking/bin/linuxarm64/eyetracking` is a
+  stripped aarch64 binary. The paths left in it (`/data/src/eyetracking/eyetracklib/...`)
+  are Valve's build machine's.
+- **The net is just numbers.** `et_dsp_20250610_03136.weights` is 393,600 bytes of raw
+  floats (about 98,000 parameters), with no header or architecture. The layer layout
+  lives in the binary and in the program it loads onto the compute DSP (`CDSPGazenet`).
+  Rebuilding it would mean reverse engineering both.
+- **License.** SteamVR is Valve's proprietary software, used under the Steam Subscriber
+  Agreement. That agreement doesn't allow reverse engineering, decompiling, modifying, or
+  redistributing it, except where the law allows. `third_party_legal_notices.txt`
+  covers only the open libraries it uses (Ceres, protobuf, ...), not the tracker. Putting
+  their code or weights in a GitHub repo would be redistribution. (Not legal advice.)
+- **Not much to gain.** Their net is small and tuned to their cameras. Improving it would
+  need the same thing our own tracker needs: your eye images with known gaze, for
+  training.
+
+What we can use: its public output (the mmap, read-only), as a baseline and as labels.
+Anything published and openly licensed is also fair game: papers and open-source pupil
+detectors (check each one's license before using its code).

gaze/tracker/frametop-eyegrab.service

@@ -0,0 +1,36 @@
+# Template: gaze/tracker/install.sh fills in @UID@ and @GID@ (the Frametop user) and installs
+# it to /etc/systemd/system.
+[Unit]
+Description=Frametop eye-camera frames for our own eye tracker (read-only copies from SteamVR's eyetracking)
+Documentation=file://@REPO@/gaze/README.md
+
+[Service]
+# Idle (no frames copied, none of the tracker's buffers held) until ft-eyes or
+# ft-eyes-record touches the want file; see ft-eyegrab.c.
+ExecStart=/etc/frametop/ft-eyegrab --share /dev/shm/frametop-eyes-cams --owner @UID@:@GID@ --want /dev/shm/frametop-eyes-want
+Restart=on-failure
+RestartSec=5
+Nice=5
+# Root only for what reading another process's buffers needs: CAP_SYS_PTRACE (pidfd_getfd),
+# CAP_DAC_READ_SEARCH (its /proc/PID/fd), and CAP_CHOWN (the shared file goes to the user).
+CapabilityBoundingSet=CAP_SYS_PTRACE CAP_DAC_READ_SEARCH CAP_CHOWN
+AmbientCapabilities=
+NoNewPrivileges=yes
+ProtectSystem=strict
+ProtectHome=yes
+ReadWritePaths=/dev/shm
+PrivateNetwork=yes
+RestrictAddressFamilies=AF_UNIX
+ProtectKernelModules=yes
+ProtectKernelTunables=yes
+ProtectControlGroups=yes
+ProtectClock=yes
+ProtectHostname=yes
+RestrictNamespaces=yes
+RestrictRealtime=yes
+LockPersonality=yes
+MemoryDenyWriteExecute=yes
+SystemCallArchitectures=native
+
+[Install]
+WantedBy=multi-user.target

gaze/tracker/ft-eyegrab.c

@@ -0,0 +1,605 @@
+/*
+ * ft-eyegrab: the eye-camera frames for our own eye tracker (ft-eyes), copied read-only out
+ * of the DMA-BUFs SteamVR's eyetracking process holds. Runs as root (pidfd_getfd needs
+ * CAP_SYS_PTRACE; ptrace_scope is 1): the system service frametop-eyegrab.service runs
+ * --share, installed by gaze/tracker/install.sh. The other modes are for finding the frames
+ * again after a SteamVR update (run them with sudo).
+ *
+ *   ft-eyegrab --share PATH [--owner UID:GID] [--want FILE]
+ *                              keep the latest frames of both cameras in PATH (shared memory,
+ *                              0600, owned by UID:GID, or the sudo user) for ft-eyes; follows
+ *                              the tracker through SteamVR restarts. With --want, only while
+ *                              FILE (a regular file owned by that user) was touched in the
+ *                              last WANT_FRESH seconds: ft-eyes and ft-eyes-record touch it
+ *                              every second, so nothing is copied, and none of the tracker's
+ *                              buffers are held, while nobody reads the frames
+ *   ft-eyegrab                 list the buffers
+ *   ft-eyegrab --scan [N]      N snapshots (default 40) about 11 ms apart: which 4 KiB pages
+ *                              change, merged into regions, with byte statistics for each
+ *   ft-eyegrab --dump I OFF LEN FILE
+ *                              copy LEN bytes at OFF of buffer I (from the list) to FILE
+ *   ft-eyegrab --seq I OFF LEN FRAMES DIR
+ *                              FRAMES copies of that region, one each time it changes, to
+ *                              DIR/NNNN.raw, with DIR/times.txt (CLOCK_MONOTONIC_RAW)
+ *   ft-eyegrab --rec SECONDS DIR
+ *                              every new eye-camera frame for SECONDS: DIR/frames.raw (512x400
+ *                              8-bit frames back to back) and DIR/index.txt, one line per frame:
+ *                              "<n> <slot> <camera 0|1> <CLOCK_MONOTONIC_RAW time seen>"
+ *                              (lab/ft-eyes-record does the same from the shared frames,
+ *                              without root)
+ *
+ * The eye frames (found with --scan): in the 16 MiB buffer, eight slots 0x40000 apart from
+ * 0x230000, four per camera (slots 0-3, 4-7). Each slot starts with a small block, then a
+ * 512x400 8-bit image at 0x40c0 + 0x40 per slot, and one more 0x40 for the second camera's.
+ *
+ * Only reads the tracker's buffers. They are borrowed with pidfd_getfd and mapped PROT_READ; nothing is
+ * written, and the process isn't stopped or signalled. Reads can tear while the DSP writes.
+ */
+#define _GNU_SOURCE
+#include <dirent.h>
+#include <errno.h>
+#include <fcntl.h>
+#include <pthread.h>
+#include <signal.h>
+#include <stdint.h>
+#include <stdio.h>
+#include <stdlib.h>
+#include <string.h>
+#include <sys/mman.h>
+#include <sys/stat.h>
+#include <sys/syscall.h>
+#include <time.h>
+#include <unistd.h>
+
+#define MAXBUF 32
+#define PAGE 4096
+
+typedef struct {
+    int xfd, fd;
+    size_t size;
+    unsigned long ino;
+    const uint8_t *p;
+} buf_t;
+
+static buf_t bufs[MAXBUF];
+static int nbufs;
+
+static double now(void) {
+    struct timespec ts;
+    clock_gettime(CLOCK_MONOTONIC_RAW, &ts);
+    return ts.tv_sec + ts.tv_nsec * 1e-9;
+}
+
+static int find_tracker(void) {
+    DIR *d = opendir("/proc");
+    struct dirent *e;
+    int pid = -1;
+    while (d && (e = readdir(d))) {
+        char path[300], cmd[512];
+        if (e->d_name[0] < '0' || e->d_name[0] > '9') continue;
+        snprintf(path, sizeof path, "/proc/%s/cmdline", e->d_name);
+        FILE *f = fopen(path, "r");
+        if (!f) continue;
+        size_t n = fread(cmd, 1, sizeof cmd - 1, f);
+        fclose(f);
+        cmd[n] = 0;
+        if (strstr(cmd, "tools/eyetracking/bin/") && strstr(cmd, "/eyetracking")) {
+            pid = atoi(e->d_name);
+            break;
+        }
+    }
+    if (d) closedir(d);
+    return pid;
+}
+
+static int open_bufs(int pid) {
+    int pidfd = syscall(SYS_pidfd_open, pid, 0);
+    if (pidfd < 0) {
+        perror("pidfd_open");
+        return -1;
+    }
+    char dir[64];
+    snprintf(dir, sizeof dir, "/proc/%d/fd", pid);
+    DIR *d = opendir(dir);
+    struct dirent *e;
+    while (d && (e = readdir(d)) && nbufs < MAXBUF) {
+        char link[320], target[256];
+        if (e->d_name[0] == '.') continue;
+        snprintf(link, sizeof link, "%s/%s", dir, e->d_name);
+        ssize_t n = readlink(link, target, sizeof target - 1);
+        if (n <= 0) continue;
+        target[n] = 0;
+        if (strncmp(target, "/dmabuf:", 8) != 0) continue;
+        int xfd = atoi(e->d_name);
+        int fd = syscall(SYS_pidfd_getfd, pidfd, xfd, 0);
+        if (fd < 0) {
+            fprintf(stderr, "pidfd_getfd %d: %s\n", xfd, strerror(errno));
+            continue;
+        }
+        struct stat st;
+        fstat(fd, &st);
+        off_t size = lseek(fd, 0, SEEK_END);
+        void *p = mmap(NULL, size, PROT_READ, MAP_SHARED, fd, 0);
+        if (p == MAP_FAILED) {
+            fprintf(stderr, "mmap fd %d (%lld bytes): %s\n", xfd, (long long)size, strerror(errno));
+            close(fd);
+            continue;
+        }
+        bufs[nbufs++] = (buf_t){xfd, fd, (size_t)size, (unsigned long)st.st_ino, p};
+    }
+    if (d) closedir(d);
+    close(pidfd);
+    return nbufs;
+}
+
+static uint64_t page_hash(const uint8_t *p) {
+    const uint64_t *q = (const uint64_t *)p;
+    uint64_t h = 1469598103934665603ull;
+    for (int i = 0; i < PAGE / 8; i += 4) h = (h ^ q[i]) * 1099511628211ull;  // every 4th word
+    return h;
+}
+
+static void stats(const uint8_t *p, size_t n, double *mean, int *lo, int *hi, double *nonzero) {
+    uint64_t sum = 0, nz = 0;
+    int a = 255, b = 0;
+    for (size_t i = 0; i < n; i++) {
+        sum += p[i];
+        nz += p[i] != 0;
+        if (p[i] < a) a = p[i];
+        if (p[i] > b) b = p[i];
+    }
+    *mean = n ? (double)sum / n : 0;
+    *lo = a, *hi = b, *nonzero = n ? (double)nz / n : 0;
+}
+
+static void scan(int snaps) {
+    for (int b = 0; b < nbufs; b++) {
+        size_t pages = bufs[b].size / PAGE;
+        uint64_t *prev = calloc(pages, 8), *cur = calloc(pages, 8);
+        int *changes = calloc(pages, sizeof(int));
+        for (size_t i = 0; i < pages; i++) prev[i] = page_hash(bufs[b].p + i * PAGE);
+        double t0 = now();
+        for (int s = 1; s < snaps; s++) {
+            usleep(11000);
+            for (size_t i = 0; i < pages; i++) {
+                cur[i] = page_hash(bufs[b].p + i * PAGE);
+                if (cur[i] != prev[i]) changes[i]++;
+                prev[i] = cur[i];
+            }
+        }
+        double dt = now() - t0;
+        printf("buffer %d (fd %d, %zu bytes, ino %lu): %d snapshots over %.2f s\n", b, bufs[b].xfd, bufs[b].size,
+               bufs[b].ino, snaps, dt);
+        // Regions: runs of pages that changed at least once (gaps of up to 2 pages merged).
+        size_t i = 0;
+        int regions = 0;
+        while (i < pages) {
+            if (!changes[i]) {
+                i++;
+                continue;
+            }
+            size_t start = i, end = i, gap = 0;
+            int most = 0;
+            long total = 0;
+            for (; i < pages; i++) {
+                if (changes[i]) {
+                    end = i, gap = 0;
+                    total += changes[i];
+                    if (changes[i] > most) most = changes[i];
+                } else if (++gap > 2) {
+                    break;
+                }
+            }
+            size_t off = start * PAGE, len = (end - start + 1) * PAGE;
+            double mean, nz;
+            int lo, hi;
+            stats(bufs[b].p + off, len, &mean, &lo, &hi, &nz);
+            printf("  region 0x%08zx +0x%zx (%zu KiB): changed in up to %d of %d intervals (avg %.1f); "
+                   "bytes mean %.1f min %d max %d nonzero %.0f%%\n",
+                   off, len, len / 1024, most, snaps - 1, (double)total / (end - start + 1), mean, lo, hi, nz * 100);
+            regions++;
+        }
+        if (!regions) {
+            double mean, nz;
+            int lo, hi;
+            stats(bufs[b].p, bufs[b].size, &mean, &lo, &hi, &nz);
+            printf("  no change; bytes mean %.1f min %d max %d nonzero %.1f%%\n", mean, lo, hi, nz * 100);
+        }
+        free(prev), free(cur), free(changes);
+    }
+}
+
+#define EYE_W 512
+#define EYE_H 400
+#define EYE_SLOTS 8
+
+static size_t slot_start(int k) {
+    return 0x230000 + (size_t)k * 0x40000 + 0x40c0 + (size_t)k * 0x40 + (k >= 4 ? 0x40 : 0);
+}
+
+// A cheap fingerprint of a frame: 256 words spread over it (a new frame changes nearly all).
+static uint64_t frame_sig(const uint8_t *p) {
+    uint64_t h = 1469598103934665603ull, w;
+    for (int i = 0; i < 256; i++) {
+        memcpy(&w, p + (size_t)i * (EYE_W * EYE_H / 256), 8);
+        h = (h ^ w) * 1099511628211ull;
+    }
+    return h;
+}
+
+static volatile sig_atomic_t stop_rec;
+static void on_stop(int sig) { (void)sig; stop_rec = 1; }
+
+// The poller copies finished frames into a ring; a writer thread saves them, so a slow disk
+// write never delays the polling.
+#define RING 128
+static struct {
+    uint8_t *frames;
+    int slot[RING];
+    double time[RING];
+    size_t head, tail, dropped;  // head: next to fill (poller); tail: next to save (writer)
+    int done;
+    pthread_mutex_t mu;
+    pthread_cond_t cv;
+    FILE *f, *ix;
+} ring = {.mu = PTHREAD_MUTEX_INITIALIZER, .cv = PTHREAD_COND_INITIALIZER};
+
+static void *ring_writer(void *arg) {
+    (void)arg;
+    size_t fsize = EYE_W * EYE_H, n = 0;
+    pthread_mutex_lock(&ring.mu);
+    for (;;) {
+        while (ring.tail == ring.head && !ring.done) pthread_cond_wait(&ring.cv, &ring.mu);
+        if (ring.tail == ring.head) break;
+        size_t i = ring.tail % RING;
+        pthread_mutex_unlock(&ring.mu);
+        fwrite(ring.frames + i * fsize, 1, fsize, ring.f);
+        fprintf(ring.ix, "%zu %d %d %.6f\n", n++, ring.slot[i], ring.slot[i] >= 4, ring.time[i]);
+        pthread_mutex_lock(&ring.mu);
+        ring.tail++;
+    }
+    pthread_mutex_unlock(&ring.mu);
+    return NULL;
+}
+
+static void ring_put(const uint8_t *frame, int slot, double t) {
+    size_t fsize = EYE_W * EYE_H;
+    pthread_mutex_lock(&ring.mu);
+    int full = ring.head - ring.tail >= RING;
+    pthread_mutex_unlock(&ring.mu);
+    if (full) {
+        ring.dropped++;
+        return;
+    }
+    size_t i = ring.head % RING;
+    memcpy(ring.frames + i * fsize, frame, fsize);
+    ring.slot[i] = slot, ring.time[i] = t;
+    pthread_mutex_lock(&ring.mu);
+    ring.head++;
+    pthread_cond_signal(&ring.cv);
+    pthread_mutex_unlock(&ring.mu);
+}
+
+static int eye_buffer(void) {
+    for (int i = 0; i < nbufs; i++)
+        if (bufs[i].size == 16777216) return i;
+    return -1;
+}
+
+// Calls done(frame, slot, time) for every complete eye-camera frame until `seconds` pass
+// (forever if negative), a stop signal comes, the tracker process goes away, or keep()
+// (checked about every 0.25 s, when given) says to stop.
+//
+// A frame lands over several milliseconds, in bursts, and its last bursts can come after
+// the camera has started its next frame. A slot isn't rewritten until at least three frames
+// later (camera 0 cycles 3,0,1,2; camera 1 7,5,4,6,5,7,6,4), so a frame is passed on when
+// its camera starts the frame after next. Changes to the slot just finished are late bursts,
+// not a new frame. A frame's time is when its slot first changed.
+static void poll_frames(int b, double seconds, int pid, void (*done)(const uint8_t *, int, double),
+                        int (*keep)(void)) {
+    uint64_t sig[EYE_SLOTS];
+    double first[EYE_SLOTS];
+    int cur[2] = {-1, -1}, prev[2] = {-1, -1};
+    for (int k = 0; k < EYE_SLOTS; k++) sig[k] = frame_sig(bufs[b].p + slot_start(k)), first[k] = 0;
+    double start = now(), checked = start, kept = start;
+    char proc[64];
+    snprintf(proc, sizeof proc, "/proc/%d", pid);
+    while ((seconds < 0 || now() - start < seconds) && !stop_rec) {
+        double t = now();
+        if (t - checked > 1.0) {  // the tracker restarted: its buffers are stale
+            struct stat st;
+            if (stat(proc, &st) != 0) return;
+            checked = t;
+        }
+        if (keep && t - kept > 0.25) {
+            if (!keep()) return;
+            kept = t;
+        }
+        for (int k = 0; k < EYE_SLOTS; k++) {
+            uint64_t s = frame_sig(bufs[b].p + slot_start(k));
+            if (s == sig[k]) continue;
+            sig[k] = s;
+            int cam = k >= 4;
+            if (k == cur[cam] || k == prev[cam]) continue;  // landing, or a late burst
+            if (prev[cam] >= 0) done(bufs[b].p + slot_start(prev[cam]), prev[cam], first[prev[cam]]);
+            prev[cam] = cur[cam];
+            cur[cam] = k;
+            first[k] = t;
+        }
+        usleep(300);
+    }
+}
+
+static void rec_frame(const uint8_t *frame, int slot, double t) { ring_put(frame, slot, t); }
+
+static int rec(double seconds, const char *dir, int pid) {
+    int b = eye_buffer();
+    if (b < 0) {
+        fprintf(stderr, "no 16 MiB buffer\n");
+        return 1;
+    }
+    // Frames stream to disk (about 37 MB/s), so a long recording doesn't fill memory.
+    // Ctrl-C or SIGTERM ends it early and keeps what was recorded.
+    char path[512];
+    snprintf(path, sizeof path, "%s/frames.raw", dir);
+    ring.f = fopen(path, "wb");
+    snprintf(path, sizeof path, "%s/index.txt", dir);
+    ring.ix = fopen(path, "w");
+    ring.frames = malloc((size_t)RING * EYE_W * EYE_H);
+    if (!ring.f || !ring.ix || !ring.frames) {
+        perror(dir);
+        return 1;
+    }
+    setvbuf(ring.f, NULL, _IOFBF, 4 << 20);
+    signal(SIGINT, on_stop);
+    signal(SIGTERM, on_stop);
+    pthread_t writer;
+    pthread_create(&writer, NULL, ring_writer, NULL);
+    double start = now();
+    poll_frames(b, seconds, pid, rec_frame, NULL);
+    pthread_mutex_lock(&ring.mu);
+    ring.done = 1;
+    pthread_cond_signal(&ring.cv);
+    pthread_mutex_unlock(&ring.mu);
+    pthread_join(writer, NULL);
+    fclose(ring.f), fclose(ring.ix);
+    printf("%zu frames in %.1f s to %s", ring.head, now() - start, dir);
+    if (ring.dropped) printf(" (%zu dropped: disk too slow)", ring.dropped);
+    printf("\n");
+    free(ring.frames);
+    return 0;
+}
+
+// --- --share: the latest frames in shared memory for the live tracker ---
+//
+// The file (SHARE_PATH, mode 0600, owned by the --owner user) is a header, then SHARE_SLOTS
+// entries per camera. Each entry is a 64-byte head and one 512x400 frame. Frame n of camera
+// c goes in entry c * SHARE_SLOTS + n % SHARE_SLOTS. The head's `seq` is odd while it's
+// written (read it before and after copying, and retry if it changed or was odd), and
+// count[c] is how many frames camera c has published. tracker_pid is 0 while no frames
+// come (nobody wants them, or SteamVR's tracker isn't running).
+//
+// This keeps the tracker's own buffers behind root: the user side only ever sees copies.
+#define SHARE_SLOTS 8
+#define SHARE_MAGIC 0x31434546u  // "FEC1"
+#define WANT_FRESH 3.0           // seconds a touch of the --want file lasts
+
+typedef struct {
+    uint32_t magic, version, width, height, slots, entry_size;
+    volatile uint64_t count[2];
+    uint32_t tracker_pid, pad0;
+    uint8_t pad[16];
+} share_head_t;
+
+typedef struct {
+    volatile uint64_t seq;
+    double t;
+    uint64_t n;
+    uint32_t cam, slot;
+    uint8_t pad[32];
+} share_entry_t;
+
+_Static_assert(sizeof(share_head_t) == 64, "share header");
+_Static_assert(sizeof(share_entry_t) == 64, "share entry");
+
+static uint8_t *share;
+static const char *want_path;
+static uid_t owner_uid = (uid_t)-1;
+static gid_t owner_gid = (gid_t)-1;
+
+static void share_frame(const uint8_t *frame, int slot, double t) {
+    share_head_t *h = (share_head_t *)share;
+    int cam = slot >= 4;
+    uint64_t n = h->count[cam];
+    size_t esize = sizeof(share_entry_t) + EYE_W * EYE_H;
+    share_entry_t *e = (share_entry_t *)(share + sizeof *h + (cam * SHARE_SLOTS + n % SHARE_SLOTS) * esize);
+    e->seq++;
+    __atomic_thread_fence(__ATOMIC_RELEASE);
+    memcpy((uint8_t *)(e + 1), frame, EYE_W * EYE_H);
+    e->t = t, e->n = n, e->cam = cam, e->slot = slot;
+    __atomic_thread_fence(__ATOMIC_RELEASE);
+    e->seq++;
+    __atomic_thread_fence(__ATOMIC_RELEASE);
+    h->count[cam] = n + 1;
+}
+
+// Someone reads the frames: the want file was touched lately. It must be a regular file
+// (lstat: a link isn't followed) owned by the frames' owner, so no one else can turn this on.
+static int wanted(void) {
+    if (!want_path) return 1;
+    struct stat st;
+    if (lstat(want_path, &st) != 0 || !S_ISREG(st.st_mode)) return 0;
+    if (owner_uid != (uid_t)-1 && st.st_uid != owner_uid) return 0;
+    struct timespec ts;
+    clock_gettime(CLOCK_REALTIME, &ts);
+    double age = (ts.tv_sec - st.st_mtim.tv_sec) + (ts.tv_nsec - st.st_mtim.tv_nsec) * 1e-9;
+    return age < WANT_FRESH;
+}
+
+static void close_bufs(void) {
+    for (int i = 0; i < nbufs; i++) munmap((void *)bufs[i].p, bufs[i].size), close(bufs[i].fd);
+    nbufs = 0;
+}
+
+static int share_loop(const char *path) {
+    size_t esize = sizeof(share_entry_t) + EYE_W * EYE_H;
+    size_t size = sizeof(share_head_t) + 2 * SHARE_SLOTS * esize;
+    unlink(path);
+    int fd = open(path, O_RDWR | O_CREAT | O_EXCL | O_NOFOLLOW | O_CLOEXEC, 0600);
+    if (fd < 0 || ftruncate(fd, size) != 0) {
+        perror(path);
+        return 1;
+    }
+    if (owner_uid != (uid_t)-1 && fchown(fd, owner_uid, owner_gid) != 0) perror("fchown");
+    share = mmap(NULL, size, PROT_READ | PROT_WRITE, MAP_SHARED, fd, 0);
+    close(fd);
+    if (share == MAP_FAILED) {
+        perror("mmap");
+        return 1;
+    }
+    share_head_t *h = (share_head_t *)share;
+    *h = (share_head_t){.magic = SHARE_MAGIC, .version = 1, .width = EYE_W, .height = EYE_H,
+                        .slots = SHARE_SLOTS, .entry_size = (uint32_t)esize};
+    signal(SIGINT, on_stop);
+    signal(SIGTERM, on_stop);
+    fprintf(stderr, "ft-eyegrab: sharing frames in %s%s%s\n", path, want_path ? " while wanted by " : "",
+            want_path ? want_path : "");
+    int pid = -1, idle = -1, missing = 0;
+    while (!stop_rec) {
+        if (!wanted()) {
+            // Nobody reads the frames: copy nothing, and let go of the tracker's buffers.
+            if (idle != 1) fprintf(stderr, "ft-eyegrab: idle (nobody wants frames)\n"), idle = 1;
+            close_bufs();
+            pid = -1;
+            h->tracker_pid = 0;
+            usleep(250000);
+            continue;
+        }
+        if (nbufs == 0 && ((pid = find_tracker()) < 0 || open_bufs(pid) <= 0 || eye_buffer() < 0)) {
+            // SteamVR's tracker isn't running (yet, or again).
+            if (!missing) fprintf(stderr, "ft-eyegrab: waiting for SteamVR's eyetracking\n"), missing = 1;
+            close_bufs();
+            h->tracker_pid = 0;
+            sleep(2);
+            continue;
+        }
+        if (idle != 0 || missing) fprintf(stderr, "ft-eyegrab: copying frames from eyetracking %d\n", pid);
+        idle = 0, missing = 0;
+        h->tracker_pid = pid;
+        poll_frames(eye_buffer(), -1, pid, share_frame, wanted);
+        struct stat st;
+        char proc[64];
+        snprintf(proc, sizeof proc, "/proc/%d", pid);
+        if (!stop_rec && stat(proc, &st) != 0) {
+            fprintf(stderr, "ft-eyegrab: eyetracking %d went away; waiting for it\n", pid);
+            close_bufs();
+            h->tracker_pid = 0;
+        }
+    }
+    close_bufs();
+    unlink(path);
+    return 0;
+}
+
+static int dump(int b, size_t off, size_t len, const char *file) {
+    if (b < 0 || b >= nbufs || off + len > bufs[b].size) {
+        fprintf(stderr, "out of range\n");
+        return 1;
+    }
+    FILE *f = fopen(file, "wb");
+    if (!f) {
+        perror(file);
+        return 1;
+    }
+    fwrite(bufs[b].p + off, 1, len, f);
+    fclose(f);
+    printf("wrote %zu bytes to %s\n", len, file);
+    return 0;
+}
+
+static int seq(int b, size_t off, size_t len, int frames, const char *dir) {
+    if (b < 0 || b >= nbufs || off + len > bufs[b].size) {
+        fprintf(stderr, "out of range\n");
+        return 1;
+    }
+    char path[512];
+    snprintf(path, sizeof path, "%s/times.txt", dir);
+    FILE *times = fopen(path, "w");
+    if (!times) {
+        perror(path);
+        return 1;
+    }
+    uint8_t *copy = malloc(len);
+    uint64_t last = 0;
+    int got = 0;
+    double start = now();
+    while (got < frames && now() - start < 30) {
+        uint64_t h = 0;
+        for (size_t i = 0; i + PAGE <= len; i += PAGE * 8) h ^= page_hash(bufs[b].p + off + i) + i;
+        if (h != last) {
+            last = h;
+            double t = now();
+            memcpy(copy, bufs[b].p + off, len);
+            snprintf(path, sizeof path, "%s/%04d.raw", dir, got);
+            FILE *f = fopen(path, "wb");
+            if (f) fwrite(copy, 1, len, f), fclose(f);
+            fprintf(times, "%d %.6f\n", got, t);
+            got++;
+        }
+        usleep(1000);
+    }
+    fclose(times);
+    free(copy);
+    printf("%d frames in %s\n", got, dir);
+    return 0;
+}
+
+static void usage(void) {
+    fprintf(stderr, "usage: ft-eyegrab [--share PATH [--owner UID:GID] [--want FILE] | --scan [N] | --dump I OFF LEN FILE |\n"
+                    "                   --seq I OFF LEN FRAMES DIR | --rec SECONDS DIR]\n");
+}
+
+int main(int argc, char **argv) {
+    if (argc >= 3 && strcmp(argv[1], "--share") == 0) {
+        const char *uid = getenv("SUDO_UID"), *gid = getenv("SUDO_GID");
+        if (uid && gid) owner_uid = (uid_t)atoi(uid), owner_gid = (gid_t)atoi(gid);
+        for (int i = 3; i < argc; i++) {
+            unsigned u, g;
+            if (strcmp(argv[i], "--owner") == 0 && i + 1 < argc && sscanf(argv[i + 1], "%u:%u", &u, &g) == 2) {
+                owner_uid = u, owner_gid = g, i++;
+            } else if (strcmp(argv[i], "--want") == 0 && i + 1 < argc) {
+                want_path = argv[++i];
+            } else {
+                usage();
+                return 2;
+            }
+        }
+        return share_loop(argv[2]);
+    }
+    int pid = find_tracker();
+    if (pid < 0) {
+        fprintf(stderr, "SteamVR's eyetracking process isn't running\n");
+        return 1;
+    }
+    if (open_bufs(pid) <= 0) {
+        fprintf(stderr, "no buffers (run as root)\n");
+        return 1;
+    }
+    if (argc >= 2 && strcmp(argv[1], "--scan") == 0) {
+        scan(argc >= 3 ? atoi(argv[2]) : 40);
+    } else if (argc == 6 && strcmp(argv[1], "--dump") == 0) {
+        return dump(atoi(argv[2]), strtoul(argv[3], NULL, 0), strtoul(argv[4], NULL, 0), argv[5]);
+    } else if (argc == 4 && strcmp(argv[1], "--rec") == 0) {
+        return rec(atof(argv[2]), argv[3], pid);
+    } else if (argc == 7 && strcmp(argv[1], "--seq") == 0) {
+        return seq(atoi(argv[2]), strtoul(argv[3], NULL, 0), strtoul(argv[4], NULL, 0), atoi(argv[5]), argv[6]);
+    } else if (argc == 1) {
+        printf("eyetracking pid %d\n", pid);
+        for (int b = 0; b < nbufs; b++)
+            printf("buffer %d: fd %d, %zu bytes, ino %lu\n", b, bufs[b].xfd, bufs[b].size, bufs[b].ino);
+    } else {
+        usage();
+        return 2;
+    }
+    return 0;
+}

gaze/tracker/ft-eyes

@@ -0,0 +1,453 @@
+#!/usr/bin/env python3
+"""ft-eyes: our own eye tracker, live.
+
+Reads the eye-camera frames that ft-eyegrab (the root service frametop-eyegrab, installed by
+gaze/tracker/install.sh) keeps in /dev/shm/frametop-eyes-cams, finds each eye's pupil and
+glint pair (eyes_pupil.py), turns them into a gaze with the saved calibration and a running
+slip estimate (eyes_model.py), and publishes the result in /dev/shm/frametop-eyes-gaze,
+where ft-gaze reads it as the source "own". It touches /dev/shm/frametop-eyes-want every
+second, and ft-eyegrab copies frames only while someone does.
+
+The gaze service (gaze/ft-gazed) runs it in the dev container, with --watch-stdin (it quits
+when its stdin closes), while Eye tracker is Own tracker or the gaze probe uses it. The
+probe calibrates and teaches it; the gaze pointer's nudges reach it as clicks, from ft-gazed.
+By hand: distrobox enter dev -- python3 gaze/tracker/ft-eyes -v
+
+Calibration: ~/.local/state/frametop/gaze/eyes/calibration.json, made by the gaze probe's
+calibration with the tracker toggle on Own tracker (or lab/ft-eyes-score --save CAPTURE).
+Each eye's shift since the calibration (eyes_model.Shift, taught by clicks) is kept in
+state.json next to it. After a restart, or frames stopping for GAP seconds (the headset
+off), the next click starts that eye's shift over, since the headset may sit differently now.
+
+Control socket: abstract datagram "@ft_eyes"; each command gets one reply line.
+  status                       JSON: calibration, and per eye its shift, clicks, whether a
+                               glint jump is applied, and "reseat" (the next click starts
+                               the shift over: the probe asks for a one-dot check then)
+  calib-start                  a new calibration: collect dots from now on
+  calib-point T0 T1 YAW PITCH  a dot you looked at from T0 to T1 (CLOCK_MONOTONIC_RAW) in
+                               that direction (head-relative degrees): "ok N0 N1 SD0 SD1"
+                               (frames and spread in px per eye, right first) or "fail WHY"
+  calib-fit                    fit the dots, save, and start the shifts and clicks over
+  click T YAW PITCH            a click: you were looking there just before T; teaches the
+                               shift: "ok DX0 DY0 DX1 DY1" (the shift each eye measured)
+
+Environment, for replays (lab/ft-eyes-e2e): FT_EYES_CAMS, FT_EYES_GAZE, FT_EYES_STATE (the
+state folder), FT_EYES_SOCKET (the socket's name). With FT_EYES_CAMS set, the want file isn't
+touched.
+
+/dev/shm/frametop-eyes-gaze, 128 bytes, little-endian (mirrored in ft-gaze.cpp):
+   0 u32 seq      odd while it's being written: read it before and after, retry if it moved
+   4 u32 version  1
+   8 f64 t        the newest frame's time, CLOCK_MONOTONIC_RAW seconds
+  16 f32 yaw, pitch  the gaze, head-relative degrees (yaw +left, pitch +up), eyes averaged
+  24 u32 flags    bit 0: right eye in it, 1: left eye in it, 2: right shift from clicks, 3: left
+  28 u32 n        samples published
+  32 f32 x4       right yaw, pitch, left yaw, pitch (NaN when that eye isn't seen)
+  48 f32 x4       each eye's shift since the calibration, pixels: right x, y, left x, y
+  64 f32 x4       pupil centre, pixels: right x, y, left x, y
+"""
+import json
+import math
+import mmap
+import os
+import socket
+import struct
+import sys
+import threading
+import time
+from collections import deque
+from pathlib import Path
+
+import numpy as np
+
+sys.path.insert(0, str(Path(__file__).resolve().parent))
+import eyes_model  # noqa: E402
+import eyes_pupil  # noqa: E402
+
+CAMS = os.environ.get("FT_EYES_CAMS", "/dev/shm/frametop-eyes-cams")  # overrides for replays
+OUT = os.environ.get("FT_EYES_GAZE", "/dev/shm/frametop-eyes-gaze")
+WANT = None if "FT_EYES_CAMS" in os.environ else Path("/dev/shm/frametop-eyes-want")
+OUT_SIZE = 128
+CALIBRATION = Path(os.environ.get("FT_EYES_STATE", Path.home() / ".local/state/frametop/gaze/eyes")) / "calibration.json"
+W, H = 512, 400
+FRESH = 0.03          # an eye's reading counts toward the output for this long (s)
+LOST_EVERY = 3        # while an eye is lost, search the whole frame only every 3rd frame
+EYES = ("right", "left")
+STATE = CALIBRATION.parent / "state.json"
+CLICKS = CALIBRATION.parent / "clicks.jsonl"
+SOCKET = "\0" + os.environ.get("FT_EYES_SOCKET", "ft_eyes")
+HISTORY = 12.0        # seconds of pupil positions kept per eye, for dots and clicks (the pointer's
+                      # clicks come from ft-gazed up to 10 s after the look)
+GAP = 3.0             # s without frames: the headset was off, and may sit differently now
+CLICK_BEFORE = 0.3    # a click's frames: the 300 ms before it (like the probe's fixation)
+CALIB_MIN = 15        # frames an eye needs in a calibration dot's window
+CALIB_SPREAD = 4.0    # px: more than this and the eye moved during the dot
+
+
+class Cams:
+    """The shared frames. Header and entry layout: ft-eyegrab.c, share_head_t/share_entry_t."""
+
+    def __init__(self):
+        fd = os.open(CAMS, os.O_RDONLY)
+        try:
+            self.ino = os.fstat(fd).st_ino
+            self.mm = mmap.mmap(fd, 0, prot=mmap.PROT_READ)
+        finally:
+            os.close(fd)
+        magic, version, w, h, self.slots, self.esize = struct.unpack_from("<6I", self.mm, 0)
+        if magic != 0x31434546 or version != 1 or (w, h) != (W, H):
+            raise RuntimeError(f"{CAMS}: unexpected header")
+
+    def replaced(self):
+        """ft-eyegrab restarted: it makes a new file, and this one is stale."""
+        try:
+            return os.stat(CAMS).st_ino != self.ino
+        except OSError:
+            return True
+
+    def count(self, cam):
+        return struct.unpack_from("<Q", self.mm, 24 + 8 * cam)[0]
+
+    def tracker(self):
+        return struct.unpack_from("<I", self.mm, 40)[0]
+
+    def frame(self, cam, n):
+        """Frame n of a camera as (time, array), or None if it was overwritten meanwhile."""
+        off = 64 + (cam * self.slots + n % self.slots) * self.esize
+        for _ in range(3):
+            seq = struct.unpack_from("<Q", self.mm, off)[0]
+            if seq & 1:
+                continue
+            img = np.frombuffer(self.mm, np.uint8, W * H, off + 64).reshape(H, W).copy()
+            t, got = struct.unpack_from("<dQ", self.mm, off + 8)
+            if struct.unpack_from("<Q", self.mm, off)[0] == seq and got == n:
+                return t, img
+        return None
+
+
+class Out:
+    def __init__(self):
+        fd = os.open(OUT, os.O_RDWR | os.O_CREAT | os.O_NOFOLLOW, 0o600)
+        try:
+            os.ftruncate(fd, OUT_SIZE)
+            self.mm = mmap.mmap(fd, OUT_SIZE)
+        finally:
+            os.close(fd)
+        self.seq = (struct.unpack_from("<I", self.mm, 0)[0] + 1) & ~1  # even: at rest
+        self.n = 0
+
+    def write(self, t, gaze, flags, eyes, slips, pupils):
+        struct.pack_into("<I", self.mm, 0, self.seq + 1)  # odd while writing
+        self.n += 1
+        struct.pack_into("<IdffII12f", self.mm, 4, 1, t, gaze[0], gaze[1], flags, self.n,
+                         *eyes, *slips, *pupils)
+        self.seq = (self.seq + 2) & 0xFFFFFFFE
+        struct.pack_into("<I", self.mm, 0, self.seq)
+
+
+class Eye:
+    def __init__(self, eye):
+        self.eye = eye
+        self.cal = None
+        self.slip = None
+        self.shift = eyes_model.Shift()
+        self.history = deque()  # (t, x, y, glint mid x, y)
+        self.last = None        # the previous pupil (window hint)
+        self.gaze = None        # (t, yaw, pitch, x, y)
+        self.lost = 0
+        self.frames = self.found = 0
+        self.work = 0.0
+        self.last_t = None      # the previous frame's time
+
+    def use(self, cal, shift=None):
+        self.cal = cal if cal is not None and cal.has("pupil", self.eye) else None
+        self.slip = eyes_model.SlipTracker(cal, self.eye, window=eyes_model.JUMP_WINDOW) if self.cal else None
+        self.shift = shift or eyes_model.Shift()
+        self.gaze = None
+
+    def feed(self, t, img):
+        self.frames += 1
+        if self.last_t is not None and t - self.last_t > GAP:
+            self.shift.reseat()
+        self.last_t = t
+        if self.last is None:
+            self.lost += 1
+            if self.lost % LOST_EVERY:
+                return
+        t0 = time.perf_counter()
+        p = eyes_pupil.find_pupil(img, self.last)
+        self.last = p
+        if p is not None:
+            self.found += 1
+            self.lost = 0
+            pair = eyes_pupil.glint_pair(p)
+            mid = eyes_model.pair_mid(pair) if pair else (math.nan, math.nan)
+            self.history.append((t, p["x"], p["y"], mid[0], mid[1]))
+            while self.history and self.history[0][0] < t - HISTORY:
+                self.history.popleft()
+            if self.cal:
+                if pair:
+                    self.slip.add(t, (p["x"], p["y"]), mid)
+                self.shift.glint(self.slip.get(), t)
+                g = self.cal.gaze(self.eye, p["x"], p["y"], self.shift.value)
+                self.gaze = (t, float(g[0]), float(g[1]), p["x"], p["y"])
+        self.work += time.perf_counter() - t0
+
+    def window(self, t0, t1):
+        """Median pupil and glint midpoint over [t0, t1], the frame count, and the spread."""
+        rows = np.array([r for r in self.history if t0 <= r[0] <= t1]).reshape(-1, 5)
+        if len(rows) == 0:
+            return None
+        pupil = np.median(rows[:, 1:3], axis=0)
+        spread = float(np.median(np.hypot(*(rows[:, 1:3] - pupil).T)))
+        mids = rows[~np.isnan(rows[:, 3]), 3:5]
+        mid = np.median(mids, axis=0) if len(mids) >= 3 else None
+        return dict(pupil=pupil, mid=mid, n=len(rows), spread=spread)
+
+
+class Tracker:
+    def __init__(self):
+        self.eyes = [Eye(0), Eye(1)]
+        self.cal = None
+        self.dots = []  # calibration dots so far, in ft-eyes-score's click form
+        self.calibrating = False
+        if CALIBRATION.exists():
+            self.cal = eyes_model.Calibration.load(CALIBRATION)
+            if not self.cal.spread:
+                self.cal.spread = spread_from_dots(self.cal)
+        shifts = {}
+        try:
+            d = json.loads(STATE.read_text())
+            if self.cal and d.get("calibration") == self.cal.info.get("made"):
+                shifts = {int(k): eyes_model.Shift.from_json(v) for k, v in d.get("shift", {}).items()}
+        except (OSError, ValueError):
+            pass
+        for e in self.eyes:
+            e.use(self.cal, shifts.get(e.eye))
+            # Kept from the last run, but the headset may have been off since: the first
+            # click starts the history over (the saved shift is used until then).
+            e.shift.reseat()
+
+    def save_state(self):
+        d = {"calibration": self.cal.info.get("made") if self.cal else None,
+             "shift": {e.eye: e.shift.to_json() for e in self.eyes}}
+        tmp = STATE.with_suffix(".tmp")
+        tmp.write_text(json.dumps(d))
+        tmp.replace(STATE)
+
+    def command(self, line):
+        w = line.split()
+        if not w:
+            return "fail empty"
+        if w[0] == "status":
+            return json.dumps(self.status())
+        if w[0] == "calib-start":
+            self.dots, self.calibrating = [], True
+            return "ok"
+        if w[0] == "calib-point" and len(w) == 5:
+            if not self.calibrating:
+                return "fail no calibration started"
+            t0, t1, yaw, pitch = map(float, w[1:])
+            got = {e.eye: e.window(t0, t1) for e in self.eyes}
+            for c, g in got.items():
+                if g is None or g["n"] < CALIB_MIN:
+                    return f"fail the {EYES[c]} eye was seen in only {0 if g is None else g['n']} frames"
+                if g["spread"] > CALIB_SPREAD:
+                    return f"fail the {EYES[c]} eye moved ({g['spread']:.1f} px)"
+            self.dots.append(dict(truth=(yaw, pitch), eye={c: dict(pupil=g["pupil"], mid=g["mid"]) for c, g in got.items()}))
+            return "ok {} {} {:.2f} {:.2f}".format(got[0]["n"], got[1]["n"], got[0]["spread"], got[1]["spread"])
+        if w[0] == "calib-fit":
+            if len(self.dots) < eyes_model.MIN_CLICKS:
+                return f"fail only {len(self.dots)} dots (need {eyes_model.MIN_CLICKS})"
+            cal = eyes_model.Calibration.fit(self.dots, {"made": time.strftime("%Y-%m-%d %H:%M:%S"),
+                                                       "dots": len(self.dots), "from": "probe calibration"})
+            if not all(cal.has(n, c) for n in ("pupil", "where") for c in (0, 1)):
+                return "fail not enough dots with both eyes"
+            errs = [float(np.hypot(*(np.mean([cal.gaze(c, *k["eye"][c]["pupil"]) for c in (0, 1)], axis=0)
+                                     - k["truth"]))) for k in self.dots]
+            if CALIBRATION.exists():
+                CALIBRATION.replace(CALIBRATION.with_name(time.strftime("calibration-%Y%m%d-%H%M%S.json")))
+            cal.save(CALIBRATION)
+            self.cal, self.calibrating = cal, False
+            for e in self.eyes:
+                e.use(cal)
+            self.save_state()
+            with open(CALIBRATION.with_name("calibration-dots.jsonl"), "a") as f:
+                for k in self.dots:
+                    f.write(json.dumps({"made": cal.info["made"], "truth": k["truth"],
+                                        "eye": {c: {"pupil": v["pupil"].tolist(),
+                                                    "mid": None if v["mid"] is None else v["mid"].tolist()}
+                                                for c, v in k["eye"].items()}}) + "\n")
+            return (f"ok {len(self.dots)} dots, fit median {np.median(errs):.2f} deg, eyes "
+                    + ", ".join(f"{EYES[c]} {cal.spread[c]:.2f}" for c in sorted(cal.spread)))
+        if w[0] == "click" and len(w) == 4:
+            if not self.cal:
+                return "fail not calibrated"
+            t, yaw, pitch = map(float, w[1:])
+            out, rec = [], {"time": time.time(), "t": t, "truth": [yaw, pitch], "eyes": {}}
+            for e in self.eyes:
+                g = e.window(t - CLICK_BEFORE, t)
+                if g is None or g["n"] < 5 or not e.cal:
+                    out += ["nan", "nan"]
+                    continue
+                d = self.cal.click_shift(e.eye, g["pupil"], (yaw, pitch))
+                before = e.shift.value.tolist()
+                e.shift.click(d, e.slip.value if e.slip else None)
+                rec["eyes"][e.eye] = {"pupil": g["pupil"].tolist(), "measured": d.tolist(), "before": before,
+                                      "after": e.shift.value.tolist()}
+                out += [f"{d[0]:.2f}", f"{d[1]:.2f}"]
+            self.save_state()
+            with open(CLICKS, "a") as f:
+                f.write(json.dumps(rec) + "\n")
+            return "ok " + " ".join(out)
+        return f"fail unknown command {w[0]}"
+
+    def status(self):
+        return {"calibration": self.cal.info if self.cal else None, "calibrating": self.calibrating,
+                "dots": len(self.dots),
+                "eyes": {EYES[e.eye]: {"shift": e.shift.value.tolist(), "clicks": len(e.shift.meas),
+                                       "jump": bool(np.any(e.shift.jump)),
+                                       "reseat": e.shift.reseated} for e in self.eyes}}
+
+
+def spread_from_dots(cal):
+    """The eyes' fit spreads for a calibration saved without them, from its dots in
+    calibration-dots.jsonl ({} if they aren't there: the eyes are then weighted alike)."""
+    try:
+        lines = CALIBRATION.with_name("calibration-dots.jsonl").read_text().splitlines()
+    except OSError:
+        return {}
+    dots = []
+    for line in lines:
+        d = json.loads(line)
+        if d.get("made") == cal.info.get("made"):
+            dots.append(dict(truth=d["truth"], eye={
+                int(c): dict(pupil=np.array(v["pupil"]), mid=None if v["mid"] is None else np.array(v["mid"]))
+                for c, v in d["eye"].items()}))
+    return eyes_model.Calibration.fit(dots).spread if dots else {}
+
+
+class Want:
+    """Touches the want file every second, so ft-eyegrab keeps copying frames."""
+
+    def __init__(self):
+        self.at = 0.0
+
+    def __call__(self):
+        if WANT is None or time.monotonic() - self.at < 1.0:
+            return
+        self.at = time.monotonic()
+        try:
+            fd = os.open(WANT, os.O_WRONLY | os.O_CREAT | os.O_NOFOLLOW | os.O_CLOEXEC, 0o600)
+            os.utime(fd)
+            os.close(fd)
+        except OSError as e:
+            print(f"ft-eyes: {WANT}: {e}", file=sys.stderr, flush=True)
+
+
+def wait_for_cams(sock, tracker, want):
+    while True:
+        want()
+        try:
+            return Cams()
+        except (OSError, ValueError, RuntimeError):
+            serve(sock, tracker)
+            time.sleep(0.2)
+
+
+def serve(sock, tracker):
+    while True:
+        try:
+            data, addr = sock.recvfrom(512)
+        except BlockingIOError:
+            return
+        try:
+            reply = tracker.command(data.decode(errors="replace").strip())
+        except Exception as ex:  # a bad command must not take the tracker down
+            reply = f"fail {type(ex).__name__}: {ex}"
+        if addr:
+            try:
+                sock.sendto(reply.encode(), addr)
+            except OSError:
+                pass
+
+
+def main():
+    verbose = "-v" in sys.argv
+    if "--watch-stdin" in sys.argv:
+        # Run by ft-gazed through distrobox, which doesn't pass a stop on: quit when our
+        # stdin (its pipe) closes.
+        def watch():
+            while sys.stdin.buffer.read(4096):
+                pass
+            os._exit(0)
+        threading.Thread(target=watch, daemon=True).start()
+    want = Want()
+    CALIBRATION.parent.mkdir(parents=True, exist_ok=True)
+    tracker = Tracker()
+    eyes = tracker.eyes
+    out = Out()
+    sock = socket.socket(socket.AF_UNIX, socket.SOCK_DGRAM)
+    sock.bind(SOCKET)
+    sock.setblocking(False)
+    cal = tracker.cal
+    print("ft-eyes: " + (f"calibration from {cal.info.get('made')} ({cal.info.get('from', cal.info.get('capture'))})"
+                           if cal else "not calibrated: run the probe's calibration with the Own tracker")
+          + f"; waiting for {CAMS}", file=sys.stderr, flush=True)
+    cams = wait_for_cams(sock, tracker, want)
+    print("ft-eyes: frames found, tracking", file=sys.stderr, flush=True)
+    seen = [cams.count(0), cams.count(1)]
+    report = time.monotonic()
+    while True:
+        serve(sock, tracker)
+        want()
+        new = False
+        for c in (0, 1):
+            n = cams.count(c)
+            if n == seen[c]:
+                continue
+            seen[c] = n
+            got = cams.frame(c, n - 1)  # only the newest: never fall behind
+            if got:
+                eyes[c].feed(*got)
+                new = True
+        if new:
+            latest = max((e.gaze[0] for e in eyes if e.gaze), default=None)
+            use = [e for e in eyes if e.gaze and latest - e.gaze[0] < FRESH]
+            if use:
+                yaw, pitch = tracker.cal.combine({e.eye: e.gaze[1:3] for e in use})
+                flags, per, shifts, pupils = 0, [], [], []
+                for i, e in enumerate(eyes):
+                    fresh = e in use
+                    flags |= (1 << i) if fresh else 0
+                    flags |= (4 << i) if e.shift.meas else 0
+                    per += [e.gaze[1], e.gaze[2]] if fresh else [math.nan, math.nan]
+                    shifts += [float(v) for v in e.shift.value]
+                    pupils += [e.gaze[3], e.gaze[4]] if fresh else [math.nan, math.nan]
+                out.write(latest, (yaw, pitch), flags, per, shifts, pupils)
+        else:
+            time.sleep(0.001)
+        now = time.monotonic()
+        if now - report >= 5:
+            if verbose:
+                parts = []
+                for e in eyes:
+                    s = e.shift.value
+                    parts.append(f"{EYES[e.eye]} {e.frames / 5:.0f} fps, found {e.found / max(e.frames, 1):.0%}, "
+                                 f"{e.work / max(e.frames, 1) * 1000:.2f} ms/frame, shift ({s[0]:+.1f},{s[1]:+.1f})"
+                                 f" from {len(e.shift.meas)} clicks" + (", jump" if np.any(e.shift.jump) else ""))
+                    e.frames = e.found = 0
+                    e.work = 0.0
+                print("ft-eyes: " + "; ".join(parts), file=sys.stderr, flush=True)
+            report = now
+            if cams.replaced():
+                print("ft-eyes: frames went away; waiting", file=sys.stderr, flush=True)
+                cams = wait_for_cams(sock, tracker, want)
+                seen = [cams.count(0), cams.count(1)]
+
+
+if __name__ == "__main__":
+    try:
+        main()
+    except KeyboardInterrupt:
+        pass

gaze/tracker/install.sh

@@ -0,0 +1,58 @@
+#!/usr/bin/env bash
+# Install (or remove) the frame grabber our own eye tracker needs: ft-eyegrab, as the system
+# service frametop-eyegrab.service. It copies the eye-camera frames, read-only, out of
+# SteamVR's eyetracking process into /dev/shm/frametop-eyes-cams for ft-eyes, and only while
+# ft-eyes wants them. The gaze service (gaze/ft-gazed) runs ft-eyes itself, when Eye tracker
+# is Own tracker or the gaze probe uses it.
+# Needs host sudo, for the binary (/etc/frametop/ft-eyegrab, root's) and the unit. On the
+# Frame, sudo asks for the password in the terminal, or runs SUDO_ASKPASS when that's set.
+# From a PC (or with no terminal), the password comes from steamos_root_pwd in the repo's .env
+# and is sent to sudo -S on stdin, never on a command line.
+# Usage: gaze/tracker/install.sh [install|uninstall|status|log [lines]]
+set -euo pipefail
+
+root=$(cd "$(dirname "${BASH_SOURCE[0]}")/../.." && pwd)
+. "$root/scripts/_env.sh"
+src=$FRAME_REPO/gaze/tracker
+unit=frametop-eyegrab.service
+
+sudo_run() {
+  if [ "$FRAME_LOCAL" = 1 ] && [ -n "${SUDO_ASKPASS:-}" ]; then
+    sudo -A bash -c "$1"  # SUDO_ASKPASS supplies the password
+    return
+  fi
+  if [ "$FRAME_LOCAL" = 1 ] && [ -t 0 ]; then
+    sudo bash -c "$1"  # asks for the password here
+    return
+  fi
+  local pw
+  pw=$(sed -n 's/^steamos_root_pwd=//p' "$root/.env" 2>/dev/null)
+  pw=${pw#[\"\']}; pw=${pw%[\"\']}  # .env values may be quoted
+  [ -n "$pw" ] || { echo "no terminal for sudo, and steamos_root_pwd is missing from $root/.env" >&2; exit 1; }
+  printf '%s\n' "$pw" | on_frame "sudo -S -p '' bash -c $(printf %q "$1")"
+}
+
+case ${1:-install} in
+  install)
+    "$root/gaze/tracker/build.sh"
+    ids=$(on_frame 'echo "$(id -u):$(id -g)"')
+    fill_template "$root/gaze/tracker/$unit" | sed "s|@UID@|${ids%:*}|g; s|@GID@|${ids#*:}|g" |
+      on_frame "cat > /tmp/$unit"
+    sudo_run "set -e
+install -D -m 0755 -o root -g root $src/build/ft-eyegrab /etc/frametop/ft-eyegrab
+install -D -m 0644 -o root -g root /tmp/$unit /etc/systemd/system/$unit
+rm -f /tmp/$unit
+systemctl daemon-reload
+systemctl enable $unit
+systemctl restart $unit
+sleep 1
+echo \"$unit: \$(systemctl is-active $unit)\""
+    ;;
+  uninstall)
+    sudo_run "systemctl disable --now $unit 2>/dev/null
+rm -f /etc/systemd/system/$unit /etc/frametop/ft-eyegrab
+rmdir /etc/frametop 2>/dev/null; systemctl daemon-reload; echo removed" ;;
+  status) on_frame "systemctl is-active $unit; ls -l /dev/shm/frametop-eyes-cams 2>/dev/null" || true ;;
+  log) on_frame "journalctl -u $unit --no-pager -o cat -n ${2:-20}" ;;
+  *) echo "usage: $0 [install|uninstall|status|log [lines]]" >&2; exit 2 ;;
+esac

gaze/tracker/lab/eyes_lab.py

@@ -0,0 +1,31 @@
+"""What the lab tools share: where recordings are kept, and the tracker's modules.
+
+Recordings of the eye cameras are biometric data. They're kept outside the repo, in
+~/.local/share/frametop/eyes/captures (FT_EYES_CAPTURES overrides), one folder each, 0700,
+and never leave the Frame except for the 7i's copies frame-job makes for offline jobs.
+"""
+import os
+import sys
+from pathlib import Path
+
+TRACKER = Path(__file__).resolve().parents[1]  # gaze/tracker: ft-eyes, eyes_model, eyes_pupil
+LAB = Path(__file__).resolve().parent
+CAPTURES = Path(os.environ.get("FT_EYES_CAPTURES", Path.home() / ".local/share/frametop/eyes/captures"))
+sys.path.insert(0, str(TRACKER))
+
+
+def capture(arg):
+    """A recording's folder: a path as given, or a bare name in CAPTURES."""
+    p = Path(arg).expanduser()
+    return p if p.exists() or os.sep in arg else CAPTURES / arg
+
+
+def new_capture(name):
+    """A new, private recording folder in CAPTURES; exits if it's already there."""
+    out = CAPTURES / name
+    if out.exists():
+        sys.exit(f"{out} exists")
+    out.mkdir(parents=True)
+    for d in (CAPTURES, out):
+        d.chmod(0o700)
+    return out

gaze/tracker/lab/eyes_track.py

@@ -0,0 +1,41 @@
+"""Per-frame pupil ellipses through a recording, cached in the capture (numbers only).
+
+ellipses(cap) -> {camera: array of rows (t, x, y, a, b, major, fill, glint mid x, y)}, every
+EVERY-th frame of each camera; the glint midpoint is NaN when the pair isn't seen.
+"""
+import numpy as np
+
+import eyes_lab  # noqa: F401  (puts gaze/tracker on the path)
+import eyes_pupil
+
+EVERY = 2
+VERSION = 2
+
+
+def load_index(cap):
+    return np.array([[float(v) for v in l.split()]
+                     for l in (cap / "index.txt").read_text().splitlines() if len(l.split()) == 4])
+
+
+def ellipses(cap):
+    cache = cap / f"ellipses-v{VERSION}.npz"
+    if cache.exists():
+        z = np.load(cache)
+        return {0: z["cam0"], 1: z["cam1"]}
+    idx = load_index(cap)
+    frames = np.memmap(cap / "frames.raw", dtype=np.uint8, mode="r").reshape(-1, 400, 512)
+    idx = idx[:len(frames)]
+    out = {}
+    for c in (0, 1):
+        rows, prev = [], None
+        for i in np.where(idx[:, 2] == c)[0][::EVERY]:
+            p = eyes_pupil.find_pupil(frames[i], prev)
+            prev = p
+            if p is None:
+                continue
+            pair = eyes_pupil.glint_pair(p)
+            mx, my = ((pair[0][0] + pair[1][0]) / 2, (pair[0][1] + pair[1][1]) / 2) if pair else (np.nan, np.nan)
+            rows.append((idx[i, 3], p["x"], p["y"], p["a"], p["b"], p["major"], p["fill"], mx, my))
+        out[c] = np.array(rows).reshape(-1, 9)
+    np.savez(cache, cam0=out[0], cam1=out[1])
+    return out

gaze/tracker/lab/ft-eyes-e2e

@@ -0,0 +1,183 @@
+#!/usr/bin/env python3
+"""ft-eyes-e2e: the live path end to end on two recordings, without the headset.
+
+Starts a scratch ft-eyes (its own shared memory, socket, and state folder, so the real
+calibration is untouched), then:
+  1. plays CALIB into it and sends each of its practice clicks as a calibration dot (the
+     300 ms before the press), as the probe's calibration would, and fits;
+  2. plays TEST into it and, at each of its practice clicks, scores what ft-eyes was
+     publishing in the 300 ms before the press, then sends the click, as the probe does.
+So every TEST click is scored with only earlier data, like ft-eyes-score's `clicks` method.
+
+Usage: frame-job -- lab/py lab/ft-eyes-e2e CALIB TEST [--for S] [--dump FILE]
+CALIB and TEST are recordings (a bare name is in eyes_lab.CAPTURES; give full paths for
+frame-job to copy them to the 7i). Runs at the recorded pace (about the two recordings'
+length). --dump saves everything ft-eyes published during TEST (OUT_FIELDS per row) and each
+click's score, as a pickle, for looking into the bad clicks.
+"""
+import json
+import mmap
+import os
+import pickle
+import re
+import shutil
+import socket
+import struct
+import subprocess
+import sys
+import tempfile
+import time
+from pathlib import Path
+
+import numpy as np
+
+sys.path.insert(0, str(Path(__file__).resolve().parent))
+from eyes_lab import LAB, TRACKER, capture  # noqa: E402
+
+BEFORE = 0.3  # the probe's fixation window before a press (s)
+# ft-eyes' output after its seq and version (ft-eyes' docstring): one row per sample.
+OUT_FORMAT = "<dffII12f"
+OUT_FIELDS = ("t", "yaw", "pitch", "flags", "n", "r_yaw", "r_pitch", "l_yaw", "l_pitch",
+              "r_shift_x", "r_shift_y", "l_shift_x", "l_shift_y", "r_pupil_x", "r_pupil_y", "l_pupil_x", "l_pupil_y")
+
+
+class Run:
+    def __init__(self):
+        tag = f"ft-eyes-e2e-{os.getpid()}"
+        self.state = Path(tempfile.mkdtemp(prefix=tag + "-"))
+        self.env = dict(os.environ, FT_EYES_CAMS=f"/dev/shm/{tag}-cams", FT_EYES_GAZE=f"/dev/shm/{tag}-gaze",
+                        FT_EYES_STATE=str(self.state), FT_EYES_SOCKET=tag)
+        self.log = self.state / "ft-eyes.log"
+        self.trackd = subprocess.Popen([sys.executable, str(TRACKER / "ft-eyes"), "-v"], env=self.env,
+                                       stdout=subprocess.DEVNULL, stderr=open(self.log, "w"))
+        self.sock = socket.socket(socket.AF_UNIX, socket.SOCK_DGRAM)
+        self.sock.bind("\0" + tag + "-client")
+        self.sock.settimeout(2)
+        self.to = "\0" + tag
+        self.gaze = None
+
+    def cmd(self, line):
+        for _ in range(50):  # ft-eyes may not have bound its socket yet
+            try:
+                self.sock.sendto(line.encode(), self.to)
+                return self.sock.recv(4096).decode()
+            except ConnectionRefusedError:
+                time.sleep(0.2)
+        raise RuntimeError("ft-eyes never answered")
+
+    def latest_frame_t(self):
+        """The newest replayed frame's time, or None before the replay starts."""
+        try:
+            with open(self.env["FT_EYES_CAMS"], "rb") as f:
+                mm = mmap.mmap(f.fileno(), 0, prot=mmap.PROT_READ)
+        except (OSError, ValueError):
+            return None
+        slots, esize = struct.unpack_from("<2I", mm, 16)
+        best = None
+        for cam in (0, 1):
+            n = struct.unpack_from("<Q", mm, 24 + 8 * cam)[0]
+            if n:
+                t = struct.unpack_from("<d", mm, 64 + (cam * slots + (n - 1) % slots) * esize + 8)[0]
+                best = t if best is None else max(best, t)
+        return best
+
+    def published(self):
+        """ft-eyes' newest output (OUT_FIELDS), or None."""
+        if self.gaze is None:
+            try:
+                with open(self.env["FT_EYES_GAZE"], "rb") as f:
+                    self.gaze = mmap.mmap(f.fileno(), 128, prot=mmap.PROT_READ)
+            except (OSError, ValueError):
+                return None
+        for _ in range(3):
+            seq = struct.unpack_from("<I", self.gaze, 0)[0]
+            v = struct.unpack_from(OUT_FORMAT, self.gaze, 8)
+            if not seq & 1 and struct.unpack_from("<I", self.gaze, 0)[0] == seq:
+                return v
+        return None
+
+    def stage(self, cap, secs, handle):
+        """Play `cap` and call handle(click, samples) as each click's press time goes by.
+        Returns everything ft-eyes published meanwhile."""
+        clicks = pickle.load(open(cap / "features.pkl", "rb"))["clicks"]
+        replay = subprocess.Popen([sys.executable, str(LAB / "ft-eyes-replay"), str(cap), self.env["FT_EYES_CAMS"],
+                                   "--for", str(secs)], stdout=subprocess.DEVNULL)
+        todo, samples = list(clicks), []
+        while replay.poll() is None:
+            t = self.latest_frame_t()
+            v = self.published()
+            if v and v[0] > 0 and (not samples or v[0] != samples[-1][0]):
+                samples.append(v)
+            while t and todo and t > todo[0]["t"] + 0.05:
+                handle(todo.pop(0), samples)
+            time.sleep(0.003)
+        return samples
+
+    def close(self):
+        self.trackd.terminate()
+        self.trackd.wait()
+        for p in (self.env["FT_EYES_CAMS"], self.env["FT_EYES_GAZE"]):
+            if os.path.exists(p):
+                os.unlink(p)
+        shutil.rmtree(self.state, ignore_errors=True)
+
+
+def main(argv):
+    args = [a for i, a in enumerate(argv) if not a.startswith("--") and (i == 0 or argv[i - 1] not in ("--for", "--dump"))]
+    if len(args) != 2:
+        sys.exit(__doc__)
+    calib, test = map(capture, args)
+    secs = argv[argv.index("--for") + 1] if "--for" in argv else "1e9"
+    dump = Path(argv[argv.index("--dump") + 1]) if "--dump" in argv else None
+    run = Run()
+    try:
+        print("calib-start:", run.cmd("calib-start"), flush=True)
+        dots = []
+        run.stage(calib, secs, lambda k, _s: dots.append(
+            run.cmd(f"calib-point {k['t'] - BEFORE} {k['t']} {k['truth'][0]} {k['truth'][1]}")))
+        fails = [d for d in dots if not d.startswith("ok")]
+        print(f"{calib.name}: {len(dots) - len(fails)} of {len(dots)} clicks taken as dots", flush=True)
+        whys = [re.sub(r"[\d.]+", "N", f) for f in fails]
+        for why in sorted(set(whys)):
+            print(f"  {whys.count(why)} x {why}")
+        print("calib-fit:", run.cmd("calib-fit"), flush=True)
+        # ft-eyes-replay removes its file at the end; ft-eyes notices within 5 s and waits for the next.
+        time.sleep(6)
+        scored = []
+
+        def click(k, samples):
+            s = np.array([v for v in samples if k["t"] - BEFORE <= v[0] <= k["t"]]).reshape(-1, len(OUT_FIELDS))
+            err = float(np.hypot(*(np.median(s[:, 1:3], axis=0) - k["truth"]))) if len(s) >= 5 else None
+            reply = run.cmd(f"click {k['t']} {k['truth'][0]} {k['truth'][1]}")
+            st = json.loads(run.cmd("status"))["eyes"]
+            scored.append((k["t"], err, reply, [(v["clicks"], v["jump"]) for v in st.values()]))
+
+        test_samples = run.stage(test, secs, click)
+        if dump:
+            with open(dump, "wb") as f:
+                pickle.dump({"fields": OUT_FIELDS, "samples": np.array(test_samples, float),
+                             "clicks": [dict(t=x[0], err=x[1], reply=x[2], eyes=x[3]) for x in scored]}, f)
+            print("dumped to", dump)
+        e = np.array([x[1] for x in scored if x[1] is not None])
+        print(f"{test.name}: {len(e)} of {len(scored)} clicks scored live", flush=True)
+        if len(e):
+            print(f"  median {np.median(e):.2f} deg, 90% {np.percentile(e, 90):.2f}, "
+                  f"after the first 5: median {np.median(e[5:]):.2f}")
+        print("  clicks ft-eyes refused:", sum(not x[2].startswith("ok") for x in scored))
+        t0 = scored[0][0] if scored else 0
+        print("  clicks that started an eye's shift over after a jump: right {}, left {}".format(
+            *(sum(x[3][c][0] == 1 for x in scored[1:]) for c in (0, 1))))
+        print("  by time (s): " + ", ".join(
+            f"{lo}-{lo + 30}: {np.median(b):.2f}" for lo in range(0, 300, 30)
+            if len(b := [x[1] for x in scored if x[1] is not None and lo <= x[0] - t0 < lo + 30])))
+        print("  worst: " + ", ".join(
+            f"{x[0] - t0:.0f}s {x[1]:.1f} (clicks/jump R {x[3][0][0]}/{x[3][0][1]:d} L {x[3][1][0]}/{x[3][1][1]:d})"
+            for x in sorted((x for x in scored if x[1] is not None), key=lambda x: -x[1])[:10]))
+        print("status:", run.cmd("status"))
+        print("ft-eyes' last report:", run.log.read_text().strip().splitlines()[-1:])
+    finally:
+        run.close()
+
+
+if __name__ == "__main__":
+    main(sys.argv[1:])

gaze/tracker/lab/ft-eyes-record

@@ -0,0 +1,143 @@
+#!/usr/bin/env python3
+"""ft-eyes-record: record a live session from the shared frames, so it can be replayed and
+scored later (ft-eyes-score, ft-eyes-e2e), without root and alongside ft-eyes.
+
+Reads /dev/shm/frametop-eyes-cams (ft-eyegrab, frametop-eyegrab.service) and writes every
+frame of both cameras to a new recording NAME in eyes_lab.CAPTURES: frames.raw, index.txt
+("<n> <slot> <camera> <time>", as ft-eyegrab --rec), and clocks.txt (wall clock and
+CLOCK_MONOTONIC_RAW, read together). It touches /dev/shm/frametop-eyes-want every second, so
+ft-eyegrab copies frames even without ft-eyes. About 2 GB a minute. Stops after SECONDS
+(default 900), on Ctrl-C or SIGTERM, or when the disk gets below MIN_FREE_GB. The probe's
+clicks are added later, on the Frame: `lab/py lab/ft-eyes-score --clicks NAME`.
+
+Usage: lab/ft-eyes-record NAME [SECONDS]   (host Python is enough: no numpy)
+"""
+import mmap
+import os
+import shutil
+import signal
+import struct
+import sys
+import time
+from pathlib import Path
+
+sys.path.insert(0, str(Path(__file__).resolve().parent))
+from eyes_lab import new_capture  # noqa: E402
+
+CAMS = os.environ.get("FT_EYES_CAMS", "/dev/shm/frametop-eyes-cams")
+WANT = "/dev/shm/frametop-eyes-want"
+W, H = 512, 400
+MIN_FREE_GB = 20
+
+
+class Share:
+    """The shared frames. Layout: ft-eyegrab.c, share_head_t/share_entry_t."""
+
+    def __init__(self):
+        fd = os.open(CAMS, os.O_RDONLY)
+        try:
+            self.ino = os.fstat(fd).st_ino
+            self.mm = mmap.mmap(fd, 0, prot=mmap.PROT_READ)
+        finally:
+            os.close(fd)
+        magic, version, w, h, self.slots, self.esize = struct.unpack_from("<6I", self.mm, 0)
+        if magic != 0x31434546 or version != 1 or (w, h) != (W, H):
+            raise RuntimeError(f"{CAMS}: unexpected header")
+
+    def replaced(self):
+        try:
+            return os.stat(CAMS).st_ino != self.ino
+        except OSError:
+            return True
+
+    def count(self, cam):
+        return struct.unpack_from("<Q", self.mm, 24 + 8 * cam)[0]
+
+    def frame(self, cam, n):
+        """(time, slot, bytes) of frame n of a camera, or None if it was overwritten."""
+        off = 64 + (cam * self.slots + n % self.slots) * self.esize
+        for _ in range(3):
+            seq = struct.unpack_from("<Q", self.mm, off)[0]
+            if seq & 1:
+                continue
+            data = self.mm[off + 64:off + 64 + W * H]
+            t, got, _cam, slot = struct.unpack_from("<dQII", self.mm, off + 8)
+            if struct.unpack_from("<Q", self.mm, off)[0] == seq and got == n:
+                return t, slot, data
+        return None
+
+
+def touch_want():
+    """Tell ft-eyegrab someone wants frames (it idles otherwise)."""
+    if "FT_EYES_CAMS" in os.environ:
+        return
+    try:
+        fd = os.open(WANT, os.O_WRONLY | os.O_CREAT | os.O_NOFOLLOW | os.O_CLOEXEC, 0o600)
+        os.utime(fd)
+        os.close(fd)
+    except OSError:
+        pass
+
+
+def open_share(deadline):
+    while time.monotonic() < deadline:
+        touch_want()
+        try:
+            return Share()
+        except (OSError, ValueError, RuntimeError):
+            time.sleep(0.5)
+    sys.exit(f"ft-eyes-record: no {CAMS} (is frametop-eyegrab.service running? gaze/tracker/install.sh)")
+
+
+def main(argv):
+    if not argv or argv[0].startswith("-"):
+        sys.exit(__doc__)
+    secs = float(argv[1]) if len(argv) > 1 else 900.0
+    out = new_capture(argv[0])
+    stop = []
+    for sig in (signal.SIGINT, signal.SIGTERM):
+        signal.signal(sig, lambda *_: stop.append(1))
+    share = open_share(time.monotonic() + 10)
+    (out / "clocks.txt").write_text(f"{time.time()} {time.clock_gettime(time.CLOCK_MONOTONIC_RAW)}\n")
+    seen = [share.count(0), share.count(1)]
+    written = dropped = 0
+    end = time.monotonic() + secs
+    check = touched = time.monotonic()
+    with open(out / "frames.raw", "wb") as frames, open(out / "index.txt", "w") as index:
+        while not stop and time.monotonic() < end:
+            new = []
+            for c in (0, 1):
+                n = share.count(c)
+                if n - seen[c] > share.slots:  # fell behind: those frames are gone
+                    dropped += n - seen[c] - share.slots
+                    seen[c] = n - share.slots
+                for i in range(seen[c], n):
+                    f = share.frame(c, i)
+                    if f is None:
+                        dropped += 1
+                    else:
+                        new.append((f[0], f[1], c, f[2]))
+                seen[c] = n
+            for t, slot, c, data in sorted(new, key=lambda f: f[0]):
+                frames.write(data)
+                index.write(f"{written} {slot} {c} {t:.6f}\n")
+                written += 1
+            if not new:
+                time.sleep(0.002)
+            if time.monotonic() - touched > 1:
+                touched = time.monotonic()
+                touch_want()
+            if time.monotonic() - check > 5:
+                check = time.monotonic()
+                if shutil.disk_usage(out).free < MIN_FREE_GB * 1e9:
+                    print(f"ft-eyes-record: under {MIN_FREE_GB} GB free, stopping", file=sys.stderr)
+                    break
+                if share.replaced():
+                    print("ft-eyes-record: the frame share was restarted; following it", file=sys.stderr)
+                    share = open_share(time.monotonic() + 10)
+                    seen = [share.count(0), share.count(1)]
+    print(f"ft-eyes-record: {written} frames ({dropped} dropped) in {out}", file=sys.stderr)
+
+
+if __name__ == "__main__":
+    main(sys.argv[1:])

gaze/tracker/lab/ft-eyes-replay

@@ -0,0 +1,71 @@
+#!/usr/bin/env python3
+"""ft-eyes-replay: play a recording into the shared-frame layout, as ft-eyegrab --share
+would, at the recorded pace, to test ft-eyes without the headset.
+
+Usage: lab/py lab/ft-eyes-replay NAME [PATH] [--from S] [--for S]
+NAME is a recording (a bare name is in eyes_lab.CAPTURES). PATH defaults to
+/dev/shm/frametop-eyes-cams-replay; run ft-eyes with FT_EYES_CAMS=PATH (and FT_EYES_GAZE=...
+so it doesn't overwrite the live output).
+"""
+import mmap
+import os
+import struct
+import sys
+import time
+from pathlib import Path
+
+import numpy as np
+
+sys.path.insert(0, str(Path(__file__).resolve().parent))
+from eyes_lab import capture  # noqa: E402
+
+W, H, SLOTS = 512, 400, 8
+ESIZE = 64 + W * H
+
+
+def main(argv):
+    cap = capture(argv[0])
+    path = argv[1] if len(argv) > 1 and not argv[1].startswith("--") else "/dev/shm/frametop-eyes-cams-replay"
+    start = float(argv[argv.index("--from") + 1]) if "--from" in argv else 0.0
+    length = float(argv[argv.index("--for") + 1]) if "--for" in argv else 1e9
+    idx = np.array([[float(v) for v in l.split()] for l in (cap / "index.txt").read_text().splitlines()
+                    if len(l.split()) == 4])
+    frames = np.memmap(cap / "frames.raw", dtype=np.uint8, mode="r").reshape(-1, H, W)
+    size = 64 + 2 * SLOTS * ESIZE
+    if os.path.exists(path):
+        os.unlink(path)
+    fd = os.open(path, os.O_RDWR | os.O_CREAT | os.O_EXCL, 0o600)
+    os.ftruncate(fd, size)
+    mm = mmap.mmap(fd, size)
+    os.close(fd)
+    struct.pack_into("<6I2QI", mm, 0, 0x31434546, 1, W, H, SLOTS, ESIZE, 0, 0, os.getpid())
+    count = [0, 0]
+    t0 = idx[0, 3] + start
+    wall0 = time.monotonic()
+    try:
+        for i in range(len(frames)):
+            t = idx[i, 3]
+            if t < t0:
+                continue
+            if t - t0 > length:
+                break
+            delay = (t - t0) - (time.monotonic() - wall0)
+            if delay > 0:
+                time.sleep(delay)
+            cam = int(idx[i, 2])
+            n = count[cam]
+            off = 64 + (cam * SLOTS + n % SLOTS) * ESIZE
+            seq = struct.unpack_from("<Q", mm, off)[0]
+            struct.pack_into("<Q", mm, off, seq + 1)
+            mm[off + 64:off + 64 + W * H] = frames[i].tobytes()
+            struct.pack_into("<dQII", mm, off + 8, t, n, cam, int(idx[i, 1]))
+            struct.pack_into("<Q", mm, off, seq + 2)
+            count[cam] = n + 1
+            struct.pack_into("<Q", mm, 24 + 8 * cam, n + 1)
+    finally:
+        os.unlink(path)
+    print(f"replayed {sum(count)} frames")
+
+
+if __name__ == "__main__":
+    main(sys.argv[1:])

gaze/tracker/lab/ft-eyes-score

@@ -0,0 +1,291 @@
+#!/usr/bin/env python3
+"""ft-eyes-score: score our pupil tracker and SteamVR against the gaze probe's practice clicks.
+
+Usage (from gaze/tracker; A and B are recordings: a bare name is in eyes_lab.CAPTURES):
+  frame-job -- lab/py lab/ft-eyes-score A        fit and test on A, leave-one-out
+  frame-job -- lab/py lab/ft-eyes-score A B      fit on A, test on B
+  lab/py lab/ft-eyes-score --save A              fit on A, save it for ft-eyes (on the Frame)
+  lab/py lab/ft-eyes-score --clicks A...         on the Frame: copy each capture's practice
+      clicks from the probe's log into it (the first scoring does it too)
+For frame-job to copy a recording to the 7i, give its full path, e.g.
+~/.local/share/frametop/eyes/captures/A.
+
+Each practice click gives a known gaze direction: SteamVR's raw gaze at the press plus the
+angle from it to where you released (you were looking there). For each click we take the
+frames from just before the press and find each eye's pupil and glint pair.
+
+Methods, each a quadratic fit per eye, both eyes averaged when both are seen:
+  pupil   the pupil centre alone. Breaks when the headset slips on the face.
+  glint   pupil minus the glint pair's midpoint. Slip moves both alike, so this holds up,
+          but the right eye's pair is often off the cornea.
+  clicks  the pupil centre minus the shift the earlier clicks measured, with the glints
+          only noticing a sudden jump (eyes_model.Shift). The one ft-eyes uses.
+  slip    the pupil centre minus a slip estimate. Wherever the pair is seen, the glint
+          method gives the gaze, the fit says where the pupil should be for that gaze, and
+          the difference is the slip. Slip changes slowly, so the median over the last
+          30 seconds applies to every frame, with or without glints (see eyes_model.py).
+SteamVR gets the same quadratic fit on its raw gaze.
+"""
+import json
+import pickle
+import sys
+import time
+from pathlib import Path
+
+import numpy as np
+
+sys.path.insert(0, str(Path(__file__).resolve().parent))
+from eyes_lab import capture  # noqa: E402
+import eyes_model  # noqa: E402
+import eyes_pupil  # noqa: E402
+
+PRACTICE = Path.home() / ".local/state/frametop/gaze/practice.jsonl"
+BEFORE = (0.25, 0.02)   # frames from 250 ms to 20 ms before the press
+EYES = {0: "right", 1: "left"}
+MIN_FRAMES = 5
+TRACK_EVERY = 9         # the slip track uses every 9th frame per camera (10 a second)
+VERSION = 4             # bump when the features change, to rebuild the caches
+
+
+# --- Features -------------------------------------------------------------------------
+
+def load_index(cap):
+    # Skip a half-written last line (the recorder may still be running).
+    return np.array([[float(v) for v in l.split()]
+                     for l in (cap / "index.txt").read_text().splitlines() if len(l.split()) == 4])
+
+
+def eye_features(frames):
+    """Median pupil centre and glint-pair midpoint over some frames of one eye."""
+    ps = [p for p in map(eyes_pupil.find_pupil, frames) if p]
+    if len(ps) < MIN_FRAMES:
+        return None
+    pupil = np.median([(p["x"], p["y"]) for p in ps], axis=0)
+    mids = []
+    for p in ps:
+        pair = eyes_pupil.glint_pair(p)
+        if pair:
+            mids.append(((pair[0][0] + pair[1][0]) / 2, (pair[0][1] + pair[1][1]) / 2))
+    mid = np.median(mids, axis=0) if len(mids) >= 3 else None
+    return dict(pupil=pupil, mid=mid)
+
+
+def practice_log(cap, t0, t1, wall, mono):
+    """The probe's practice records during the capture. The first time (on the Frame), cut
+    from the probe's log into the capture's practice.jsonl, so the capture carries its own
+    clicks (the 7i has no probe log)."""
+    own = cap / "practice.jsonl"
+    if not own.exists():
+        if not PRACTICE.exists():
+            sys.exit(f"{own} is missing: run `lab/py lab/ft-eyes-score --clicks {cap.name}` once on the Frame")
+        keep = [line for line in open(PRACTICE)
+                if t0 - 5 < json.loads(line)["time"] - wall + mono < t1 + 60]
+        own.write_text("".join(keep))
+    return [json.loads(line) for line in open(own)]
+
+
+def features(cap):
+    """Per-click and per-session features, cached in the capture (numbers only)."""
+    cache = cap / "features.pkl"
+    if cache.exists():
+        f = pickle.loads(cache.read_bytes())
+        if f.get("version") == VERSION:
+            return f
+    wall, mono = map(float, (cap / "clocks.txt").read_text().split())
+    idx = load_index(cap)
+    frames = np.memmap(cap / "frames.raw", dtype=np.uint8, mode="r").reshape(-1, 400, 512)
+    idx = idx[:len(frames)]
+    t0, t1 = idx[0, 3], idx[-1, 3]
+
+    clicks = []
+    for r in practice_log(cap, t0, t1, wall, mono):
+        src = r.get("sources", {})
+        s = src.get("mmap1")
+        if r.get("mode") != "practice" or not s or "off" not in s:
+            continue
+        press = r["time"] - r["held_s"] - wall + mono
+        if not t0 + BEFORE[0] < press < t1:
+            continue
+        k = np.where((idx[:, 3] > press - BEFORE[0]) & (idx[:, 3] < press - BEFORE[1]))[0]
+        eye = {c: eye_features([frames[i] for i in k if idx[i, 2] == c]) for c in (0, 1)}
+        # The truth: a source's gaze at the press plus the angle from it to the release
+        # point. The angle is converted with a local linear fit of the screen, so the
+        # closer the source, the better: ours when the live tracker was running.
+        own = src.get("own") if src.get("own", {}).get("off") else None
+        base = own or s
+        truth = (base["hy"] + base["off"][0], base["hp"] + base["off"][1])
+        clicks.append(dict(t=press, truth=truth, truth_from="own" if own else "mmap1",
+                           steam=(s["hy"], s["hp"]),
+                           steam_err=float(np.hypot(s["hy"] - truth[0], s["hp"] - truth[1])),
+                           live_err=float(np.hypot(*own["off"])) if own else None,
+                           press_err=r.get("press_err_deg"), press_source=r.get("source"), eye=eye))
+
+    # The slip track: pupil and pair midpoint on a sample of frames through the session.
+    track = {}
+    for c in (0, 1):
+        rows = []
+        for i in np.where(idx[:, 2] == c)[0][::TRACK_EVERY]:
+            p = eyes_pupil.find_pupil(frames[i])
+            pair = p and eyes_pupil.glint_pair(p)
+            if pair:
+                rows.append((idx[i, 3], p["x"], p["y"],
+                             (pair[0][0] + pair[1][0]) / 2, (pair[0][1] + pair[1][1]) / 2))
+        track[c] = np.array(rows).reshape(-1, 5)
+    f = dict(version=VERSION, clicks=clicks, track=track, span=(t0, t1))
+    cache.write_bytes(pickle.dumps(f))
+    return f
+
+
+# --- Fitting --------------------------------------------------------------------------
+
+class Model:
+    """A calibration fitted on some clicks, plus SteamVR's quadratic fit on the same."""
+
+    def __init__(self, clicks):
+        self.cal = eyes_model.Calibration.fit(clicks)
+        self.steam = eyes_model.Quad([k["steam"] for k in clicks], [k["truth"] for k in clicks])
+
+    def slip(self, c, track, t):
+        """Median slip (pixels) over the track in the SLIP_WINDOW seconds before t."""
+        tr = track[c]
+        if len(tr) == 0:
+            return None
+        return self.cal.slip(c, tr[(tr[:, 0] < t) & (tr[:, 0] > t - eyes_model.SLIP_WINDOW)])
+
+    def predict(self, method, k, track):
+        """Gaze for one click by a method, combining the eyes it has; None if neither."""
+        cal, out = self.cal, {}
+        for c in (0, 1):
+            e = k["eye"][c]
+            if e is None or not cal.has("pupil", c):
+                continue
+            if method == "pupil":
+                out[c] = cal.gaze(c, *e["pupil"])
+            elif method == "glint" and cal.has("glint", c) and e["mid"] is not None:
+                out[c] = cal.fits["glint", c].one(*(e["pupil"] - e["mid"]))
+            elif method == "slip":
+                s = self.slip(c, track, k["t"])
+                if s is not None:
+                    out[c] = cal.gaze(c, *e["pupil"], slip=s)
+        return cal.combine(out)
+
+
+# --- Scoring --------------------------------------------------------------------------
+
+METHODS = ("pupil", "glint", "slip")
+
+
+def report(name, err, total):
+    err = np.asarray([e for e in err if e is not None])
+    if len(err) == 0:
+        print(f"  {name:36s} no clicks")
+        return
+    print(f"  {name:36s} {len(err):3d}/{total}  median {np.median(err):5.2f}  "
+          f"mean {err.mean():5.2f}  90% {np.percentile(err, 90):5.2f} deg")
+
+
+def score(train, test, track, same):
+    """Errors per click for each method; leave-one-out when train and test are the same.
+    "clicks" goes through the test clicks in order, as live: each is predicted with the
+    shift the earlier ones measured (eyes_model.Shift), then teaches it."""
+    errs = {m: [] for m in METHODS + ("clicks", "steam")}
+    model = None if same else Model(train)
+    shifts = {c: eyes_model.Shift() for c in (0, 1)}
+    for i, k in enumerate(test):
+        mdl = Model(train[:i] + train[i + 1:]) if same else model
+        for m in METHODS:
+            g = mdl.predict(m, k, track)
+            errs[m].append(None if g is None else float(np.hypot(*(g - k["truth"]))))
+        errs["steam"].append(float(np.hypot(*(mdl.steam(k["steam"])[0] - k["truth"]))))
+        out = {}
+        for c in (0, 1):
+            e = k["eye"][c]
+            if e is None or not mdl.cal.has("pupil", c):
+                continue
+            tr = track[c]
+            # The glint estimate as live would have had it over the last second, for the hold.
+            for back in (eyes_model.JUMP_HOLD, eyes_model.JUMP_HOLD / 2, 0.0):
+                te = k["t"] - back
+                g = mdl.cal.slip(c, tr[(tr[:, 0] < te) & (tr[:, 0] > te - eyes_model.JUMP_WINDOW)]) if len(tr) else None
+                shifts[c].glint(g, te)
+            out[c] = mdl.cal.gaze(c, *e["pupil"], slip=shifts[c].value)
+            shifts[c].click(mdl.cal.click_shift(c, e["pupil"], k["truth"]), g)
+        errs["clicks"].append(float(np.hypot(*(mdl.cal.combine(out) - k["truth"]))) if out else None)
+    return errs
+
+
+def summary(f, label):
+    cl = f["clicks"]
+    T = np.array([k["truth"] for k in cl])
+    print(f"{label}: {len(cl)} clicks over {f['span'][1] - f['span'][0]:.0f} s, gaze yaw "
+          f"{T[:, 0].min():.0f}..{T[:, 0].max():.0f}, pitch {T[:, 1].min():.0f}..{T[:, 1].max():.0f}")
+    for c in (0, 1):
+        n = sum(k["eye"][c] is not None for k in cl)
+        g = sum(k["eye"][c] is not None and k["eye"][c]["mid"] is not None for k in cl)
+        print(f"  {EYES[c]} eye: pupil before {n} clicks, glint pair before {g}; "
+              f"slip track {len(f['track'][c])} frames with the pair")
+
+
+CALIBRATION = Path.home() / ".local/state/frametop/gaze/eyes/calibration.json"
+
+
+def main(args):
+    if args and args[0] == "--clicks":
+        for cap in map(capture, args[1:]):
+            wall, mono = map(float, (cap / "clocks.txt").read_text().split())
+            lines = (cap / "index.txt").read_text().splitlines()
+            ts = [float(l.split()[3]) for l in (lines[0], lines[-1])]
+            print(f"{cap}: {len(practice_log(cap, *ts, wall, mono))} practice records")
+        return
+    if args and args[0] == "--save":
+        cap = capture(args[1])
+        f = features(cap)
+        cal = eyes_model.Calibration.fit(f["clicks"], {"capture": cap.name, "clicks": len(f["clicks"]),
+                                                     "made": time.strftime("%Y-%m-%d %H:%M")})
+        cal.save(CALIBRATION)
+        print(f"saved {CALIBRATION}: {sorted(f'{n} {EYES[e]}' for n, e in cal.fits)}")
+        return
+    ca = capture(args[0])
+    a = features(ca)
+    summary(a, ca.name)
+    if len(args) > 1:
+        cb = capture(args[1])
+        b = features(cb)
+        summary(b, cb.name)
+        print(f"\nFit on {ca.name}, tested on {cb.name}:")
+        test, track, errs = b["clicks"], b["track"], score(a["clicks"], b["clicks"], b["track"], False)
+    else:
+        print("\nLeave-one-out within the session:")
+        test, track, errs = a["clicks"], a["track"], score(a["clicks"], a["clicks"], a["track"], True)
+    n = len(test)
+    report("SteamVR raw", [k["steam_err"] for k in test], n)
+    steam_press = [k["press_err"] for k in test if k["press_source"] != "own"]
+    report("SteamVR + probe's live correction", steam_press, len(steam_press))
+    live = [k["live_err"] for k in test if k["live_err"] is not None]
+    if live:
+        report("ours live (ft-eyes, as the probe saw it)", live, n)
+        own_press = [k["press_err"] for k in test if k["press_source"] == "own"]
+        report("ours live + probe's live correction", own_press, len(own_press))
+    report("SteamVR + quadratic fit", errs["steam"], n)
+    for m in METHODS:
+        report(f"ours, {m}", errs[m], n)
+    report("ours, clicks (shift from earlier clicks)", errs["clicks"], n)
+    # Like for like: the clicks every method scored.
+    common = [i for i in range(n) if all(errs[m][i] is not None for m in METHODS)]
+    print(f"\nSame {len(common)} clicks for every method:")
+    report("SteamVR + quadratic fit", [errs["steam"][i] for i in common], len(common))
+    for m in METHODS:
+        report(f"ours, {m}", [errs[m][i] for i in common], len(common))
+    if len(args) == 1:
+        for c in (0, 1):
+            tr = track[c]
+            if len(tr) < 20:
+                continue
+            mdl = Model(a["clicks"])
+            ss = [mdl.slip(c, track, t) for t in np.linspace(tr[0, 0] + eyes_model.SLIP_WINDOW, tr[-1, 0], 6)]
+            print(f"  {EYES[c]} eye slip estimate through the session (px): "
+                  + " ".join(f"({s[0]:+.1f},{s[1]:+.1f})" for s in ss if s is not None))
+
+
+if __name__ == "__main__":
+    main(sys.argv[1:] or ["practice1"])

gaze/tracker/lab/ft-eyes-session

@@ -0,0 +1,30 @@
+#!/usr/bin/env bash
+# ft-eyes-session: record the eye cameras and SteamVR's gaze together, for SECONDS (default 10),
+# as a new recording NAME in ~/.local/share/frametop/eyes/captures (FT_EYES_CAPTURES).
+# Usage: gaze/tracker/lab/ft-eyes-session NAME [SECONDS]
+#
+#   frames.raw, index.txt, clocks.txt   every eye-camera frame (ft-eyes-record, from the shared
+#                                       frames of frametop-eyegrab.service; no root)
+#   gaze.jsonl                          ft-gaze's samples (gaze/build/ft-gaze)
+# Both are timed on CLOCK_MONOTONIC_RAW ("t" in gaze.jsonl, the last column of index.txt).
+set -euo pipefail
+lab=$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)
+repo=$(cd "$lab/../../.." && pwd)
+name=${1:?usage: ft-eyes-session NAME [SECONDS]}
+secs=${2:-10}
+out=${FT_EYES_CAPTURES:-$HOME/.local/share/frametop/eyes/captures}/$name
+[ -e "$out" ] && { echo "$out exists" >&2; exit 1; }
+
+# ft-gaze runs in the dev container; start it first, it takes a moment to connect. It quits
+# when its stdin closes (--watch-stdin): killing distrobox doesn't reach it in the container.
+# The recorder makes the folder; ft-gaze's output waits for it.
+tmp=$(mktemp -d)
+sleep $((secs + 3)) | "$HOME/.local/bin/distrobox" enter dev -- "$repo/gaze/build/ft-gaze" \
+  --watch-stdin > "$tmp/gaze.jsonl" 2> "$tmp/gaze.log" &
+gaze=$!
+sleep 2
+python3 "$lab/ft-eyes-record" "$name" "$secs"
+wait $gaze || true
+mv "$tmp/gaze.jsonl" "$tmp/gaze.log" "$out/"
+rmdir "$tmp"
+echo "$(wc -l < "$out/index.txt") frames, $(wc -l < "$out/gaze.jsonl") gaze samples in $out"

gaze/tracker/lab/py

@@ -0,0 +1,12 @@
+#!/usr/bin/env bash
+# Python with numpy and OpenCV for the lab tools: gaze/tracker/build/venv (gaze/tracker/build.sh
+# makes it in the dev container on the Frame; frame-job's SETUP makes it on the PC). On the
+# Frame's host it runs in the dev container, where it was made.
+# Usage: lab/py lab/TOOL [args]   (from gaze/tracker)
+here=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+py=$here/build/venv/bin/python
+if grep -qx 'ID=steamos' /etc/os-release 2>/dev/null; then
+  exec "$HOME/.local/bin/distrobox" enter dev -- "$py" "$@"
+fi
+[ -x "$py" ] || { echo "no $py: run gaze/tracker/build.sh (or a frame-job job, whose setup makes it)" >&2; exit 1; }
+exec "$py" "$@"

gaze/tracker/requirements.txt

@@ -0,0 +1,5 @@
+# ft-eyes and the lab tools (gaze/tracker/build.sh puts them in build/venv, in the dev
+# container; frame-job's SETUP does the same on the PC). Fedora's python3-opencv would pull in
+# VTK, GDAL, and over a gigabyte of map data; these wheels are about 165 MB.
+numpy==2.5.3
+opencv-python-headless==5.0.0.93

hands/.gitignore

@@ -0,0 +1,3 @@
+# Model sources that tools/convert_models.py downloads; the converted ncnn models are kept
+models/onnx/
+models/*.task

hands/Makefile

@@ -0,0 +1,49 @@
+# Hand tracking, built into build/ (hands/build.sh runs this in the dev container):
+#   make          ft-camd (camd/: runs on the host, so linked statically) and ft-hands (track/)
+#   make tools    ft-handreplay and ft-ringplay, for recordings
+# The first build fetches ncnn (NCNN_TAG) and builds it into build/ncnn, which takes a few
+# minutes. NCNN=DIR uses an ncnn install already built instead.
+NCNN_TAG  = 20260526
+NCNN     ?= build/ncnn/install
+CFLAGS   ?= -O2 -g -Wall -Wextra -Wno-unused-parameter
+CXXFLAGS ?= -O2 -g -Wall -Wextra -Wno-unused-parameter -Wno-psabi
+CXXFLAGS += -std=c++17 -fopenmp -I$(NCNN)/include/ncnn
+LDLIBS    = $(NCNN)/lib/libncnn.a -ljsoncpp -fopenmp -lpthread
+
+CAMD  = camd/camd.c camd/tp.c camd/xrcams.c
+TRACK = track/calib.cpp track/nets.cpp track/tracker.cpp track/io.cpp track/record.cpp track/pinch.cpp
+HDR   = $(wildcard track/*.h) camd/fhring.h include/fh_hands.h include/fh_gestures.h
+
+all: build/ft-camd build/ft-hands
+tools: build/ft-handreplay build/ft-ringplay
+
+build/ft-camd: $(CAMD) camd/tp.h camd/xrcams.h camd/fhring.h
+	@mkdir -p build
+	$(CC) $(CFLAGS) -static -o $@ $(CAMD) -lm
+
+build/ft-hands: track/main.cpp $(TRACK) $(HDR) $(NCNN)/lib/libncnn.a
+	@mkdir -p build
+	$(CXX) $(CXXFLAGS) -o $@ track/main.cpp $(TRACK) $(LDLIBS)
+
+build/ft-handreplay: track/replay.cpp $(TRACK) $(HDR) $(NCNN)/lib/libncnn.a
+	@mkdir -p build
+	$(CXX) $(CXXFLAGS) -o $@ track/replay.cpp $(TRACK) $(LDLIBS)
+
+build/ft-ringplay: track/ringplay.cpp track/record.h camd/fhring.h
+	@mkdir -p build
+	$(CXX) $(CXXFLAGS) -o $@ track/ringplay.cpp
+
+# ncnn as frame-hands built it (the models were converted and quantized for it), minus its tools
+build/ncnn/install/lib/libncnn.a:
+	rm -rf build/ncnn && mkdir -p build/ncnn
+	git clone -q --depth 1 --branch $(NCNN_TAG) -c advice.detachedHead=false https://github.com/Tencent/ncnn.git build/ncnn/src
+	cmake -S build/ncnn/src -B build/ncnn/build -G Ninja -Wno-dev -DCMAKE_BUILD_TYPE=Release \
+	  -DCMAKE_INSTALL_PREFIX=$(CURDIR)/build/ncnn/install -DCMAKE_INSTALL_LIBDIR=lib -DNCNN_VULKAN=OFF \
+	  -DNCNN_OPENMP=ON -DNCNN_INT8=ON -DNCNN_SIMPLEOCV=ON -DNCNN_BUILD_TOOLS=OFF -DNCNN_BUILD_EXAMPLES=OFF \
+	  -DNCNN_BUILD_BENCHMARK=OFF -DNCNN_BUILD_TESTS=OFF -DNCNN_PYTHON=OFF > build/ncnn/cmake.log
+	cmake --build build/ncnn/build --target install > build/ncnn/build.log
+
+clean:
+	rm -f build/ft-camd build/ft-hands build/ft-handreplay build/ft-ringplay
+
+.PHONY: all tools clean

hands/README.md

@@ -0,0 +1,169 @@
+# Hands (experimental)
+
+Hand tracking from the headset's own cameras. It serves two things in Frametop:
+
+- **Hand cutouts:** where your hand is between an eye and a screen, that eye sees the room through the screen (ft-screens, `screens/handcut.cpp`), so your hands show over the screens the way they do on a Vision Pro.
+- **Pinches:** look at something and pinch to click it, pinch and move to drag, with the eye tracker doing the looking (`gaze/`). The tracker publishes the pinches. The pointer helper doesn't read them yet.
+
+Two programs, each a user service that starts and stops with SteamVR:
+
+- `ft-camd` (`camd/`, C) borrows XRService's camera buffers and publishes the four IR tracking cameras' frames to a shared-memory ring. It runs on the host.
+- `ft-hands` (`track/`, C++) finds hands in those frames with MediaPipe's palm and landmark models on ncnn, triangulates them, and publishes them. It runs in the dev container.
+
+```
+hands/run.sh install            # build, give ft-camd its capabilities (sudo, once per build), enable
+hands/run.sh status             # the services, and ft-hands' last status lines
+hands/run.sh log [lines]
+hands/run.sh restart            # after changing a setting
+hands/run.sh caps               # after rebuilding ft-camd (a rebuild clears its capabilities)
+hands/run.sh uninstall
+```
+
+Settings in `~/.config/frametop.conf` (`FT_<name>` in the environment overrides them):
+
+- `HANDS_SWAP_SIDES=1`: the two side cameras' names are swapped (see ft-camd below). Check with `tools/check_sides.py --ring`.
+- `HANDS_CPUS=5,6,7`: the CPUs the model threads run on (below).
+
+Files, all in `/run/user/UID/frametop-hands/` (private to the user; not `/run/user/UID/frametop/`, which the desktop session deletes whenever it starts):
+
+| File | Written by | Layout | Read by |
+| --- | --- | --- | --- |
+| `cam-ring` | ft-camd | `camd/fhring.h` | ft-hands, `tools/ring.py` |
+| `hands` | ft-hands | `include/fh_hands.h` | ft-screens (`screens/handcut.cpp`) |
+| `gestures` | ft-hands | `include/fh_gestures.h` | `tools/watch_gestures.py`; the pointer helper, later |
+
+The source keeps the `fh_` names and magic strings of frame-hands, where this was developed (`~/Desktop/Projects/frame-hands` on the developer's Frame, which keeps the recordings, probes and Python prototype). So its recordings and tools still work.
+
+## ft-camd
+
+XRService owns the headset cameras. ft-camd borrows its DMA-BUFs read-only with `pidfd_getfd`, the same way FrameEyeCameraFeed does. It never touches XRService's V4L2 descriptors. `discovery` in `camd/xrcams.c` is adapted from FrameEyeCameraFeed (MIT, see `camd/LICENSE.FrameEyeCameraFeed`).
+
+Polling buffers for changes can catch a frame while the camera is still writing it. Instead, ft-camd listens to the `v4l2:v4l2_dqbuf` tracepoint, which fires when XRService takes a buffer. It gives the buffer index, the sequence number and the capture timestamp. ft-camd learns which DMA-BUF holds each V4L2 index by watching which buffer changes at each dequeue:
+
+- Right after XRService allocates its buffers, the mapping is allocation order.
+- After XRService restarts streaming, the order is shuffled, and the mapping is learned index by index.
+- The two upper cameras share one run of buffers. For them, only allocation order can tell the cameras apart.
+- It also re-maps an index on the fly when its buffer holds no new frame.
+
+**Privileges.** Setting up needs three things. `pidfd_getfd` on XRService needs `CAP_SYS_PTRACE`, because the Frame has `ptrace_scope=1`. The system-wide tracepoint needs `CAP_PERFMON`, because `perf_event_paranoid` is 2. Its format files are root-only, which needs `CAP_DAC_READ_SEARCH`. `hands/run.sh install` gives the binary those capabilities with `sudo setcap`. ft-camd drops them all once it has set up, before it reads a frame, and then runs as you. XRService runs as you too. It also runs under `sudo`, for trying it by hand, and then drops to the user who ran sudo. It reads nothing from the ring's readers.
+
+The ring is mode 0600, in a folder only you can write. Frame handling:
+
+- Only complete, bright frames are published. The cameras alternate a normal exposure with a near-black one, so each camera gets 30 of its 60 fps.
+- A copy torn by the camera overwriting the buffer is dropped.
+- Each copy takes about 0.1 ms, and a cache sync about 0.15 ms.
+
+Options:
+
+- `--with-dark`: also publish the near-black frames, as extra ring cameras flagged `FH_CAM_DARK`. They show only light sources, so they're no use for hands.
+- `--with-color` (the service uses it): also publish the two Arcturus colour cameras, flagged `FH_CAM_COLOR`. Each is the luma of the 10-bit frame's valid 1972x2464 (the top 8 bits), at half size (`--color-scale 2`: 986x1232). They run at `--color-idle` (2 fps), enough for ft-hands to tell how bright it is, until a reader asks for more in `/run/user/UID/frametop-hands/color-fps` (ft-hands writes 30 while it tracks or records with them), up to `--color-fps` (30; the cameras run at 60). `HANDS_CAMERAS=mono` leaves them out. Frames that carry the module's warped half-size copy are dropped. Their `capture_ns` is on the colour module's clock (2.2 s off the mono cameras' on 2026-09-29), so line them up with the mono cameras by `dqbuf_ns`. Each frame costs about 0.65 ms of cache sync and 1.1 ms of decoding, so both cameras at 30 fps take about 11% of a core.
+- Each mono camera's latest near-black frame's mean goes in the ring (`dark_mean`): a short fixed exposure, so it follows the room's IR light, sunlight above all.
+- The ring holds 8 cameras: 4 mono, plus 4 dark twins or 2 colour cameras.
+- Colour isn't reliable yet. In the lit-room test of 2026-09-30, the colour cameras kept losing their buffer mapping while the headset was worn: 30 frames in a row looked unchanged, the camera relearned, and after 5 relearns ft-camd exited. Each relearn probed all 32 colour buffers, a whole-buffer cache sync each, which also made the mono cameras miss frames. Runs with the headset idle had none of this. So the passthrough compositor may be writing into the colour buffers while Room View shows. Since then a colour camera never takes the mono ones down: it probes at most 4 buffers a frame, and one that goes stale twice in a row is paused (10 s, doubling up to 160 s) and learned again, without ft-camd exiting. Whether a frame is new is judged on the luma rows only: the chroma after them hardly changes in a lit room. `FT_CAMD_DEBUG=1` prints, at each colour stale frame, how many sampled words changed in every candidate buffer.
+- `--sensor S`: only the mono cameras whose sensor name contains S.
+- `--status S`: a status line every S seconds (0: never).
+
+It exits when XRService exits, or when a camera's buffers keep going stale, which means XRService has reallocated them. The service starts it again, and it attaches to the new buffers.
+
+**Which camera is which:** video9 is `slam_left`, video13 is `slam_right`, video6 is `upper_left` and video7 is `upper_right`. This was checked by rendering the same view from each camera with the factory calibration. But ft-camd tells the side cameras' buffers apart only by XRService's allocation order, and after some XRService restarts it gets them backwards. Then every hand is seen by one camera only, at the wrong depth, and the hand holes land beside the hands. With the headset on, looking at a room with some texture, `tools/check_sides.py --ring` says whether the names are right (exit 0), swapped (exit 3), or it can't tell (exit 2). When they're swapped, set `HANDS_SWAP_SIDES=1`. The colour cameras are video3 (`arcimx616 0-0010`) and video0 (`0-001a`); which of them is `passthrough_left` in the module's calibration is for `tools/check_color.py` to settle, on a recording with texture in view.
+
+## ft-hands
+
+```
+hands/build/ft-hands                  # status every 5 s; Ctrl+C to stop
+hands/build/ft-hands --int8           # the 8-bit models (models/ncnn/*-int8.ncnn.*)
+```
+
+Run it in the dev container (`distrobox enter dev -- ...`). It reads the factory calibration from `/persist` (`/run/host/persist` in the container).
+
+Options:
+
+- `--threads N`: model threads, pinned to the `--cpus` list. Default 3.
+- `--cpus LIST`: CPUs for the model threads and the main loop. Default `5,6,7` (`HANDS_CPUS`). SteamOS starts user processes on CPUs 0-4, and XRService's head tracking runs on 2-3. With the headset on, a step took 8.4 ms on 5-7 against 13.2 ms on 2-4, and SteamVR's frame timing didn't change (2026-09-29, three rounds of the same replayed frames).
+- `--contrast MODE` or `PALM/HAND`: how crops are equalized before the models see them: `clahe[:CLIP]`, `none`, or `stretch` (1st-99th percentile). Default `clahe:2/none`. In the dim recording, CLAHE let the palm search find about 10% more hands, but it made the landmarks jitter more (published median 6.9 mm, against 6.0 mm with plain landmark crops).
+- `--swap-sides`: swap the two side cameras (`HANDS_SWAP_SIDES`, see ft-camd).
+- `--seconds N`: stop after N seconds.
+- `--status S`: how often to print status, in seconds.
+- `--models DIR`: where the models are.
+- `--nice N`: niceness. Default 5, so the VR stack wins contested CPUs.
+- `--no-publish`: don't write the hands and gestures files.
+- `--record DIR`, `--record-for S`: save every frame set for S seconds (default 120) to `DIR/sets.bin`. That's about 80 MB/s. Sending the tracker SIGUSR1 (`pkill -USR1 -x ft-hands`) starts a recording in `~/.local/share/frametop/hands/rec-<time>` without a restart. Recordings are images of your hands and room: they stay on the headset unless you move them.
+- `--record-only`: record without tracking or publishing, so it can run beside the live tracker. Give it `--record DIR`, since SIGUSR1 would reach both trackers. With `ft-camd --with-dark`, recordings also hold each camera's newest dark frame as `<name>_dk`, which doubles the rate. With `--with-color`, each colour camera's newest frame is saved with every set, as `color_video<N>`, which adds about 70 MB/s. Run the recorder at normal I/O priority: idle I/O priority stalled a 165 MB/s recording.
+- `--keep-presence P`: the landmark presence a tracked view needs to stay tracked. New views always need 0.5. Default 0.5. Lowering it to 0.2 barely helped in the bright recording, because lost hands drop to near-zero presence.
+- `--ring PATH`: read frames from another ring, such as `ft-ringplay`'s.
+- `--cams auto|mono|color|all` (`HANDS_CAMERAS`, default `auto`): which cameras to track with. The mono IR cameras light the hands themselves and track well in dim rooms, but in bright light they expose for the room and the hands come out dark. The colour pair is the other way round. `auto` goes by the colour frames' mean brightness: at `--bright-on` (`HANDS_BRIGHT_ON`, 40) or over for 2 s it tracks with `--bright` (`HANDS_BRIGHT`: `all`, every camera, the default, or `color`), and under `--bright-off` (`HANDS_BRIGHT_OFF`, 25) for 2 s with the mono cameras again. A dim evening room read 9. The switch is logged (`cameras: mono -> all (...)`), and the status line gives the colour level, the mono cameras' ambient IR, and how many steps had colour frames. Colour frames arrive on their own schedule, so a step holds the mono set, the colour pair, or both, and views wait in their camera for its next frame.
+- `--color-left NODE` (`HANDS_COLOR_LEFT`, `color_video0`) and `--color-crop subtract|none` (`HANDS_COLOR_CROP`, `subtract`): how the colour module's calibration maps onto the images. Not settled yet: `tools/check_color.py` on a recording with a lit, textured view tells.
+- `--grip-begin R`, `--grip-end R`: the grip detector (below).
+
+**Gestures** (`/run/user/UID/frametop-hands/gestures`, `include/fh_gestures.h`), for the pointer helper:
+
+- A pinch: the thumb and index tips within 2 cm, ending past 3.5 cm. Not begun with the palm facing down (`--pinch-palm-down`, 0.6), which is how typing looks.
+- A grip, a closed hand: every finger's tip nearer the wrist than 1.2 times its knuckle is (from the model's 3D hand, so hand size doesn't matter), ending when they open past 1.45 on average. It begins only on a hand seen open within the last second (closing it is the gesture), with the palm at most 35 degrees below straight ahead and at least 15 cm in front of the eyes. A grip ends a pinch on the same hand, as lost. In the 2026-09-30 lit recording (no deliberate fists), the checks cut false grips from 14 to 6, all with the hands on the desk while looking down at it; the pointer helper ignores grips that begin more than 30 cm below the eyes, which it can tell and ft-hands can't.
+- `tools/watch_gestures.py --distance` shows both live; `ft-handreplay --timeline` logs them and each hand's finger curl.
+
+The status line also says how often a hand was on each side (by where the wrist is), and why views and hands came and went: views lost (the landmark model stopped seeing the hand), handoff misses (a crop projected from the hand's 3D position found nothing), duplicates, splits (two views disagreed in 3D), and hands created, merged and forgotten.
+
+### Scheduling
+
+- Each hand is tracked in its best two cameras, the way MediaPipe tracks: the landmark model runs on a crop placed from the previous landmarks, with no palm detection.
+- A hand seen in too few cameras is projected into the others through the calibration. Where it lands well inside a camera, that camera gets a crop to try. This is how a hand raised out of the side cameras reaches the upper ones.
+- The palm detector runs only while fewer than two hands are tracked, at most 5 times a second, on a few zoomed tiles per search. Tiles are picked in proportion to how likely hands are there. Each tile is turned so the expected shoulder-to-hand direction points up.
+- Frame sets are processed at 30 Hz while a hand moves faster than 0.25 m/s (or a pinch is down or closing), at 15 Hz otherwise, and at 5 Hz while no hand is in view.
+
+### 3D
+
+- **Two or more views:** each landmark is triangulated from the camera rays, weighted by the model's presence score. The median ray distance is reported as the residual.
+- **Pairing views across cameras.** The side cameras sit side by side, so two hands next to each other at the same height fall on the same epipolar lines, and rays to two different hands can nearly meet close to the cameras. That made phantom hands 12-15 cm in front of the eyes, which tore holes through the screens. Each step now scores every way of pairing the views in two cameras and keeps the best. A pair scores well when its rays meet, when each view's apparent size matches the triangulated distance, and when the model calls both the same hand. The size check uses a fixed prior: with the model's average hand, clean pairs measure 0.71-1.51 times the one-view distance, and mismatched pairs mostly far less.
+- **One view:** depth comes from the model's metric world landmarks, their spread across the palm against the angle it covers in the image, scaled by the user's hand size (learned while two views are available). That distance is off by 10-30% and wanders about 10% between frames, so a hand that drops to one camera keeps its last distance and drifts toward the one-view guess by 10% a frame.
+- **Smoothing.** The published landmarks go through a One Euro filter: it smooths hard while the hand is still (tracking noise is several mm per frame) and hardly at all while it moves fast. The palm speed that sets the update rate is the filtered one; the raw speed read about 0.25 m/s from noise alone.
+- **Capsules.** Forearms follow the hand's own axis, and nothing within 12 cm in front of the eyes is published.
+
+How good the depth is, measured from recordings (2026-09-30, `--depth` below): the two lower cameras see the hands about 77% of the time, a lower and an upper camera 7-12%, and one camera 12-15%. Depth is the noisy direction. With the lower pair, it jitters 4-6 times as much as sideways position (published: 3-7 mm against 1-2 mm). The one-camera guess is a median 2-6 cm off. When a camera drops out, drifting 10% a frame toward that guess is worse than keeping the last distance (after 0.5 s a median 23-30 mm off, against 11-12 mm).
+
+## Pinch
+
+ft-hands detects a pinch per hand (`track/pinch.h`) and publishes it to the gestures file. The layout, and how to read it without missing quick taps, is in `include/fh_gestures.h`.
+
+- A pinch begins when the thumb and index tips come within `--pinch-begin` (default 0.020 m). It ends when they open past `--pinch-end` (0.035 m) for 2 processed frames in a row, or when the hand stays lost for 0.25 s (flagged lost).
+- The distance comes from MediaPipe's world landmarks: the model's own 3D hand pose, averaged over the hand's views, at the user's hand size. `--pinch-triangulated` uses the triangulated tips instead. On two recordings without deliberate pinches, the world landmarks came under 2 cm in 0.2-1% of frames, against 3.3-4.5% for the triangulated tips. In the dim recording, typing still gave 2 pinches a minute before the palm check below.
+- No pinch begins while the palm faces down (`--pinch-palm-down MAX`: the palm normal's share of the head's up axis, default 0.6; 1 turns it off), and a close held back that way has to open again before a pinch can begin. Typing curls the thumb onto the index. In the lit recording of 2026-09-30, typing on a keyboard in the lap began 23 pinches in about 2 minutes, all with the palm facing down (0.69-1.00), while the 26 deliberate ones read 0.00-0.50. The limit held back every typing pinch and none of the deliberate ones. Looking down tilts the head frame, which lowers the reading for a hand on a keyboard, so the consumer's gaze check stays the other guard.
+- A hand a pinch is down on stays with that side until the pinch ends. The left/right call is a running average of the model's, and when it flipped mid-pinch, the other side took the same hand and both sides pinched at once.
+- The pinch point is midway between the thumb and index tips. A drag is the pinch point now, minus where it was when the pinch began, both turned into the room with the HMD pose at their capture times.
+- `tools/watch_gestures.py` prints begins, ends and drag offsets live, and `--distance` prints each hand's distance.
+
+The pointer helper is the natural consumer. Its gaze mode already treats a press as "stop where the gaze put it, drag onto the target, click on release", and "hold still for half a second, then move" as a drag. A pinch begin would be the press, the end the release, and the pinch point's movement the drag.
+
+## Recordings
+
+`hands/build.sh --tools` also builds the offline tools.
+
+`ft-handreplay DIR` runs a recording through the tracker with the live scheduling and reports how well it kept the hands: hands per set, left and right coverage, track lengths, pinches, jitter, and the same reasons as the status line.
+
+```
+hands/build/ft-handreplay ~/.local/share/frametop/hands/rec-20260929-120000 --cost --oracle 10 --timeline /tmp/tl.txt
+```
+
+- `--cost`: instead of timing the steps, charge each round of model calls what it typically costs live (10 ms landmarks, 18 ms palms), so results repeat exactly.
+- `--oracle N`: every N-th set, also search every tile of every camera, and report how often the tracker had the hands that full search could find.
+- `--slow F`: live, the tracker skips sets that arrive while it's busy. Replay counts each step's time times F as busy (default 1; the headset is busier live).
+- `--timeline FILE`: a line per processed set and hand, with pinch events and distances.
+- `--cams mono|color|all`: which cameras to track with (default `mono`). `color` tracks with the Arcturus pair alone, for comparing it with the IR cameras on the same recording. It needs a recording made with `ft-camd --with-color`. `--color-left NODE` (`color_video0` or `color_video3`) and `--color-crop subtract|none` say how the module's calibration maps onto the images; `tools/check_color.py` finds out.
+- `--depth FILE`: a line per hand per processed set for `tools/depth_report.py`, which measures the depth without ground truth: how the hands were seen, the noise along the line of sight against across it, each camera's one-view distance against the triangulated one, and what a camera dropping out would do.
+- The pinch, contrast and presence options are ft-hands'.
+
+`ft-ringplay DIR --ring PATH [--from S] [--to S] [--loop]` publishes a recording into a ring file in real time, as ft-camd would, so `ft-hands --ring PATH --no-publish` runs the same frames run after run. It needs no privileges, and it skips the dark frames.
+
+## Tools
+
+Python, with NumPy and OpenCV (in the dev container: `python3-numpy`, `python3-opencv`, which `setup/dev-container.sh` installs). Off the Frame, `FRAME_JOB_DEVICE_ROOT` can point at a folder with copies of the headset's calibration files.
+
+- `tools/check_sides.py --ring` (or a recording): are the side cameras named right?
+- `tools/check_color.py REC`: how the colour module's calibration maps onto its images.
+- `tools/show_set.py REC`: a recording's frame sets as images.
+- `tools/watch_gestures.py [--distance]`: pinches, live.
+- `tools/depth_report.py DEPTH`: the depth measures above.
+- `tools/convert_models.py`: how `models/ncnn` was made from the OpenCV Zoo ONNX ports of MediaPipe's models (see `models/NOTICE`).
+
+## Build
+
+`hands/build.sh` builds in the dev container on the Frame, into `hands/build/`, with `hands/Makefile`. The first build fetches ncnn at a pinned tag and builds it into `hands/build/ncnn`, which takes a few minutes; `NCNN=DIR` points at an ncnn install already built instead. ft-camd is linked statically, because it runs on the host, which has an older glibc than the container.

hands/build.sh

@@ -0,0 +1,11 @@
+#!/usr/bin/env bash
+# Build hand tracking in the dev container on the Frame, into hands/build/: ft-camd and ft-hands,
+# and with --tools also ft-handreplay and ft-ringplay. The first build fetches ncnn and builds
+# it (a few minutes); NCNN=DIR, an ncnn install already on the Frame, skips that.
+# A rebuilt ft-camd has lost its capabilities: hands/run.sh install sets them again.
+set -euo pipefail
+root=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+targets=all
+[ "${1:-}" = --tools ] && targets="all tools"
+"$root/scripts/sync.sh" >/dev/null
+exec "$root/scripts/frame.sh" -C hands "make -s ${NCNN:+NCNN=$NCNN} $targets && echo built \$(ls build/ft-* | tr '\n' ' ')"

hands/camd/LICENSE.FrameEyeCameraFeed

@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2026 Curtis English
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.

hands/camd/fhring.h

@@ -0,0 +1,91 @@
+/*
+ * fhring - the shared-memory frame ring ft-camd writes and trackers read.
+ *
+ * One file, /run/user/UID/frametop-hands/cam-ring (FH_RING_NAME in the user's runtime
+ * folder; the folder is private to the user), holds a header, then for each camera
+ * a few slots, each a slot header followed by the image rows packed tightly
+ * (stride == width for 8-bit mono). Only complete, bright frames are published.
+ *
+ * Writer, for frame n of a camera:  slot = n % nslots
+ *   slot.seq = 2n+1; write slot fields and pixels; slot.seq = 2n+2; cam.latest = n
+ * Reader:
+ *   n = cam.latest; read slot.seq, expect 2n+2; copy; re-read slot.seq; if it
+ *   changed the copy is torn, retry with the new latest.
+ *
+ * All multi-byte fields are little-endian; offsets are fixed so Python can read
+ * them with struct (tools/ring.py mirrors this file).
+ */
+
+#pragma once
+
+#include <assert.h>
+#include <stdint.h>
+
+#define FH_RING_MAGIC     "FHRING01"
+#define FH_RING_VERSION   1
+#define FH_RING_MAX_CAMS  8
+#define FH_RING_SLOTS     4
+#define FH_RING_NAME      "frametop-hands/cam-ring"    /* in /run/user/UID */
+
+enum {
+    FH_FMT_GREY8 = 0,
+};
+
+enum {
+    FH_CAM_DARK = 1u << 0,          /* the near-black exposures between this node's */
+                                    /* normal frames (ft-camd --with-dark)          */
+    FH_CAM_COLOR = 1u << 1,         /* an Arcturus color camera's luma, downscaled  */
+                                    /* (ft-camd --with-color). Not synced with the  */
+                                    /* mono cameras, and capture_ns is on its own   */
+                                    /* clock: line it up with them by dqbuf_ns      */
+};
+
+typedef struct {
+    char              sensor[32];   /* media entity, e.g. "og01a1b 4-0060"          */
+    char              name[32];     /* calibration name if known, else sensor slug  */
+    int32_t           node;         /* N of /dev/videoN                             */
+    uint32_t          format;       /* FH_FMT_*                                     */
+    uint32_t          width;
+    uint32_t          height;
+    uint32_t          stride;       /* bytes per row in the ring                    */
+    uint32_t          nslots;
+    uint64_t          slot_offset;  /* file offset of slot 0                        */
+    uint64_t          slot_bytes;   /* slot header + image, 64-byte aligned         */
+    volatile uint64_t latest;       /* newest published frame number, 0 = none yet  */
+    uint64_t          published;    /* frames published                             */
+    uint64_t          dropped;      /* dark, stale or torn frames not published     */
+    uint32_t          flags;        /* FH_CAM_*                                     */
+    float             dark_mean;    /* mono: mean luma of its latest near-black     */
+                                    /* frame (a short fixed exposure, so it follows */
+                                    /* the room's IR light, sunlight above all);    */
+                                    /* 0 before the first                           */
+    uint8_t           reserved[24];
+} fh_ring_cam_t;                    /* 160 bytes */
+
+typedef struct {
+    volatile uint64_t seq;          /* 2n+1 while frame n is written, 2n+2 when done */
+    uint64_t          frame;        /* n                                            */
+    uint64_t          capture_ns;   /* V4L2 timestamp (camera clock)                */
+    uint64_t          dqbuf_ns;     /* CLOCK_MONOTONIC when XRService dequeued it   */
+    uint64_t          publish_ns;   /* CLOCK_MONOTONIC when the copy finished       */
+    uint32_t          v4l2_seq;     /* V4L2 sequence number                         */
+    float             mean;         /* mean luma on a sparse grid                   */
+    uint8_t           reserved[16];
+} fh_ring_slot_t;                   /* 64 bytes, image follows */
+
+typedef struct {
+    char              magic[8];     /* FH_RING_MAGIC                                */
+    uint32_t          version;
+    uint32_t          header_bytes; /* sizeof(fh_ring_hdr_t)                        */
+    uint32_t          ncams;
+    uint32_t          reserved0;
+    uint64_t          file_bytes;
+    int64_t           writer_pid;
+    volatile uint64_t heartbeat_ns; /* CLOCK_MONOTONIC, refreshed at least every 0.2 s */
+    uint8_t           reserved[16];
+    fh_ring_cam_t     cams[FH_RING_MAX_CAMS];
+} fh_ring_hdr_t;
+
+static_assert(sizeof(fh_ring_cam_t) == 160, "fh_ring_cam_t layout");
+static_assert(sizeof(fh_ring_slot_t) == 64, "fh_ring_slot_t layout");
+static_assert(sizeof(fh_ring_hdr_t) == 64 + 160 * FH_RING_MAX_CAMS, "fh_ring_hdr_t layout");

hands/camd/tp.c

@@ -0,0 +1,427 @@
+/*
+ * tp - read kernel tracepoints system-wide through perf_event_open.
+ */
+
+#define _GNU_SOURCE
+
+#include "tp.h"
+
+#include <errno.h>
+#include <stdarg.h>
+#include <stdio.h>
+#include <stdlib.h>
+#include <string.h>
+#include <sys/epoll.h>
+#include <sys/ioctl.h>
+#include <sys/mman.h>
+#include <sys/syscall.h>
+#include <time.h>
+#include <unistd.h>
+
+#include <linux/perf_event.h>
+
+#ifndef TRACEFS
+#define TRACEFS "/sys/kernel/tracing/events"
+#endif
+#define RING_DATA_PAGES 16
+
+static void set_err(char *err, size_t n, const char *fmt, ...)
+{
+    va_list ap;
+
+    va_start(ap, fmt);
+    vsnprintf(err, n, fmt, ap);
+    va_end(ap);
+}
+
+bool tp_event_load(tp_event_t *ev, const char *system, const char *name, char *err, size_t errn)
+{
+    memset(ev, 0, sizeof(*ev));
+    snprintf(ev->system, sizeof(ev->system), "%s", system);
+    snprintf(ev->name, sizeof(ev->name), "%s", name);
+    ev->id = -1;
+
+    char path[256];
+    snprintf(path, sizeof(path), TRACEFS "/%s/%s/format", system, name);
+
+    FILE *f = fopen(path, "r");
+
+    if (!f) {
+        set_err(err, errn, "%s: %s", path, strerror(errno));
+        return false;
+    }
+
+    char line[512];
+
+    while (fgets(line, sizeof(line), f)) {
+
+        int id;
+
+        if (sscanf(line, "ID: %d", &id) == 1) {
+            ev->id = id;
+            continue;
+        }
+
+        char *fp = line;
+
+        while (*fp == ' ' || *fp == '\t')
+            fp++;
+
+        if (strncmp(fp, "field:", 6) || ev->nfields >= TP_MAX_FIELDS)
+            continue;
+
+        char *semi = strchr(fp, ';');
+
+        if (!semi)
+            continue;
+
+        /* the field name is the last identifier in the declaration */
+        char decl[256];
+        size_t dl = (size_t)(semi - (fp + 6));
+
+        if (dl >= sizeof(decl))
+            dl = sizeof(decl) - 1;
+
+        memcpy(decl, fp + 6, dl);
+        decl[dl] = 0;
+
+        char *br = strchr(decl, '[');
+
+        if (br)
+            *br = 0;
+
+        char *end = decl + strlen(decl);
+
+        while (end > decl && (end[-1] == ' ' || end[-1] == '\t'))
+            *--end = 0;
+
+        char *start = end;
+
+        while (start > decl && start[-1] != ' ' && start[-1] != '\t' && start[-1] != '*')
+            start--;
+
+        tp_field_t *fd = &ev->fields[ev->nfields];
+        const char *o = strstr(semi, "offset:");
+        const char *s = strstr(semi, "size:");
+        const char *g = strstr(semi, "signed:");
+
+        if (!o || !s)
+            continue;
+
+        snprintf(fd->name, sizeof(fd->name), "%s", start);
+        fd->offset    = atoi(o + 7);
+        fd->size      = atoi(s + 5);
+        fd->is_signed = g ? atoi(g + 7) != 0 : false;
+        ev->nfields++;
+    }
+
+    fclose(f);
+
+    if (ev->id < 0) {
+        set_err(err, errn, "%s: no ID line", path);
+        return false;
+    }
+
+    return true;
+}
+
+int tp_field(const tp_event_t *ev, const char *name)
+{
+    for (int i = 0; i < ev->nfields; i++)
+        if (!strcmp(ev->fields[i].name, name))
+            return i;
+
+    return -1;
+}
+
+int64_t tp_get(const tp_event_t *ev, int field, const uint8_t *raw, uint32_t rawlen)
+{
+    if (field < 0 || field >= ev->nfields)
+        return 0;
+
+    const tp_field_t *f = &ev->fields[field];
+
+    if (f->offset < 0 || (uint32_t)(f->offset + f->size) > rawlen)
+        return 0;
+
+    const uint8_t *p = raw + f->offset;
+
+    switch (f->size) {
+    case 1: { uint8_t  v; memcpy(&v, p, 1); return f->is_signed ? (int64_t)(int8_t)v  : (int64_t)v; }
+    case 2: { uint16_t v; memcpy(&v, p, 2); return f->is_signed ? (int64_t)(int16_t)v : (int64_t)v; }
+    case 4: { uint32_t v; memcpy(&v, p, 4); return f->is_signed ? (int64_t)(int32_t)v : (int64_t)v; }
+    case 8: { uint64_t v; memcpy(&v, p, 8); return (int64_t)v; }
+    default: return 0;
+    }
+}
+
+static int online_cpus(int *cpus, int max)
+{
+    FILE *f = fopen("/sys/devices/system/cpu/online", "r");
+    int n = 0;
+
+    if (!f)
+        return 0;
+
+    char buf[256] = {0};
+
+    if (!fgets(buf, sizeof(buf), f))
+        buf[0] = 0;
+
+    fclose(f);
+
+    for (char *tok = strtok(buf, ",\n"); tok && n < max; tok = strtok(NULL, ",\n")) {
+
+        int a, b;
+
+        if (sscanf(tok, "%d-%d", &a, &b) == 2) {
+            for (int c = a; c <= b && n < max; c++)
+                cpus[n++] = c;
+        } else if (sscanf(tok, "%d", &a) == 1) {
+            cpus[n++] = a;
+        }
+    }
+
+    return n;
+}
+
+bool tp_open(tp_t *tp, tp_event_t **events, int nevents, char *err, size_t errn)
+{
+    memset(tp, 0, sizeof(*tp));
+    tp->epfd = -1;
+
+    if (nevents <= 0 || nevents > TP_MAX_EVENTS) {
+        set_err(err, errn, "bad event count %d", nevents);
+        return false;
+    }
+
+    for (int i = 0; i < nevents; i++)
+        tp->events[i] = events[i];
+
+    tp->nevents = nevents;
+
+    int cpus[TP_MAX_CPUS];
+    tp->ncpu = online_cpus(cpus, TP_MAX_CPUS);
+
+    if (tp->ncpu <= 0) {
+        set_err(err, errn, "no online CPUs found");
+        return false;
+    }
+
+    long page = sysconf(_SC_PAGESIZE);
+    tp->map_len = (size_t)page * (1 + RING_DATA_PAGES);
+
+    tp->epfd = epoll_create1(EPOLL_CLOEXEC);
+
+    if (tp->epfd < 0) {
+        set_err(err, errn, "epoll_create1: %s", strerror(errno));
+        return false;
+    }
+
+    for (int c = 0; c < tp->ncpu; c++) {
+
+        tp->ring_fd[c] = -1;
+
+        for (int e = 0; e < nevents; e++) {
+
+            struct perf_event_attr a;
+            memset(&a, 0, sizeof(a));
+
+            a.size          = sizeof(a);
+            a.type          = PERF_TYPE_TRACEPOINT;
+            a.config        = (uint64_t)events[e]->id;
+            a.sample_period = 1;
+            a.sample_type   = PERF_SAMPLE_TID | PERF_SAMPLE_TIME | PERF_SAMPLE_CPU | PERF_SAMPLE_RAW;
+            a.wakeup_events = 1;
+            a.use_clockid   = 1;
+            a.clockid       = CLOCK_MONOTONIC;
+            a.disabled      = 1;
+
+            int fd = (int)syscall(SYS_perf_event_open, &a, -1, cpus[c], -1, PERF_FLAG_FD_CLOEXEC);
+
+            if (fd < 0) {
+                set_err(err, errn, "perf_event_open(%s:%s, cpu %d): %s",
+                        events[e]->system, events[e]->name, cpus[c], strerror(errno));
+                tp_close(tp);
+                return false;
+            }
+
+            tp->fds[tp->nfds++] = fd;
+
+            if (tp->ring_fd[c] < 0) {
+
+                void *m = mmap(NULL, tp->map_len, PROT_READ | PROT_WRITE, MAP_SHARED, fd, 0);
+
+                if (m == MAP_FAILED) {
+                    set_err(err, errn, "mmap perf ring (cpu %d): %s", cpus[c], strerror(errno));
+                    tp_close(tp);
+                    return false;
+                }
+
+                tp->ring[c]    = m;
+                tp->ring_fd[c] = fd;
+
+                struct epoll_event ee = { .events = EPOLLIN, .data.u32 = (uint32_t)c };
+                epoll_ctl(tp->epfd, EPOLL_CTL_ADD, fd, &ee);
+
+            } else if (ioctl(fd, PERF_EVENT_IOC_SET_OUTPUT, tp->ring_fd[c]) < 0) {
+                set_err(err, errn, "PERF_EVENT_IOC_SET_OUTPUT: %s", strerror(errno));
+                tp_close(tp);
+                return false;
+            }
+        }
+    }
+
+    for (int i = 0; i < tp->nfds; i++)
+        ioctl(tp->fds[i], PERF_EVENT_IOC_ENABLE, 0);
+
+    return true;
+}
+
+static void ring_copy(uint8_t *dst, const uint8_t *base, uint64_t size, uint64_t pos, size_t len)
+{
+    uint64_t off   = pos % size;
+    size_t   first = (size_t)(size - off);
+
+    if (first >= len) {
+        memcpy(dst, base + off, len);
+    } else {
+        memcpy(dst, base + off, first);
+        memcpy(dst + first, base, len - first);
+    }
+}
+
+static int cmp_sample(const void *a, const void *b)
+{
+    const tp_sample_t *x = a, *y = b;
+
+    return (x->time > y->time) - (x->time < y->time);
+}
+
+static void dispatch(tp_t *tp, tp_cb cb, void *ctx)
+{
+    qsort(tp->pend, tp->npend, sizeof(tp->pend[0]), cmp_sample);
+
+    for (int i = 0; i < tp->npend; i++)
+        cb(ctx, &tp->pend[i]);
+
+    tp->npend = 0;
+}
+
+static int drain_ring(tp_t *tp, int c, tp_cb cb, void *ctx)
+{
+    struct perf_event_mmap_page *pg = tp->ring[c];
+    long     page = sysconf(_SC_PAGESIZE);
+    uint64_t off  = pg->data_offset ? pg->data_offset : (uint64_t)page;
+    uint64_t size = pg->data_size ? pg->data_size : (uint64_t)page * RING_DATA_PAGES;
+    const uint8_t *base = (const uint8_t *)pg + off;
+
+    uint64_t head = __atomic_load_n(&pg->data_head, __ATOMIC_ACQUIRE);
+    uint64_t tail = pg->data_tail;
+    int n = 0;
+
+    while (tail < head) {
+
+        struct perf_event_header hdr;
+        ring_copy((uint8_t *)&hdr, base, size, tail, sizeof(hdr));
+
+        if (hdr.size < sizeof(hdr))
+            break;
+
+        ring_copy(tp->scratch, base, size, tail, hdr.size);
+
+        const uint8_t *p   = tp->scratch + sizeof(hdr);
+        const uint8_t *end = tp->scratch + hdr.size;
+
+        if (hdr.type == PERF_RECORD_LOST && end - p >= 16) {
+
+            uint64_t lost;
+            memcpy(&lost, p + 8, 8);
+            tp->lost += lost;
+
+        } else if (hdr.type == PERF_RECORD_SAMPLE && end - p >= 28) {
+
+            tp_sample_t s;
+            uint32_t v32[2];
+
+            memcpy(v32, p, 8);      p += 8;
+            s.pid = v32[0];
+            s.tid = v32[1];
+            memcpy(&s.time, p, 8);  p += 8;
+            memcpy(v32, p, 8);      p += 8;
+            s.cpu = v32[0];
+            memcpy(&s.rawlen, p, 4); p += 4;
+            s.raw = p;
+
+            if (s.rawlen >= 2 && p + s.rawlen <= end) {
+
+                uint16_t type;
+                memcpy(&type, s.raw, 2);
+                s.ev = NULL;
+
+                for (int e = 0; e < tp->nevents; e++)
+                    if (tp->events[e]->id == type)
+                        s.ev = tp->events[e];
+
+                if (s.ev && s.rawlen <= TP_MAX_RAW) {
+
+                    if (tp->npend == TP_MAX_PENDING)
+                        dispatch(tp, cb, ctx);
+
+                    memcpy(tp->pend_raw[tp->npend], s.raw, s.rawlen);
+                    s.raw = tp->pend_raw[tp->npend];
+                    tp->pend[tp->npend++] = s;
+                    n++;
+                }
+            }
+        }
+
+        tail += hdr.size;
+    }
+
+    __atomic_store_n(&pg->data_tail, tail, __ATOMIC_RELEASE);
+
+    return n;
+}
+
+int tp_poll(tp_t *tp, int timeout_ms, tp_cb cb, void *ctx)
+{
+    struct epoll_event ev[TP_MAX_CPUS];
+
+    if (epoll_wait(tp->epfd, ev, TP_MAX_CPUS, timeout_ms) < 0 && errno != EINTR)
+        return -1;
+
+    /*
+     * Drain every ring, not just the ones that woke us: samples from several
+     * CPUs need to be handled together to keep per-camera order sane.
+     */
+    int n = 0;
+
+    for (int c = 0; c < tp->ncpu; c++)
+        if (tp->ring[c])
+            n += drain_ring(tp, c, cb, ctx);
+
+    dispatch(tp, cb, ctx);
+
+    return n;
+}
+
+void tp_close(tp_t *tp)
+{
+    for (int i = 0; i < tp->nfds; i++) {
+        ioctl(tp->fds[i], PERF_EVENT_IOC_DISABLE, 0);
+    }
+
+    for (int c = 0; c < tp->ncpu; c++)
+        if (tp->ring[c])
+            munmap(tp->ring[c], tp->map_len);
+
+    for (int i = 0; i < tp->nfds; i++)
+        close(tp->fds[i]);
+
+    if (tp->epfd >= 0)
+        close(tp->epfd);
+
+    tp->nfds  = 0;
+    tp->epfd  = -1;
+}

hands/camd/tp.h

@@ -0,0 +1,76 @@
+/*
+ * tp - read kernel tracepoints system-wide through perf_event_open.
+ *
+ * One perf ring per CPU; every event on that CPU writes into it. Field
+ * offsets come from the tracefs format files, so kernel layout changes don't
+ * silently break parsing. Needs root (or CAP_PERFMON plus tracefs access).
+ */
+
+#pragma once
+
+#include <stdbool.h>
+#include <stddef.h>
+#include <stdint.h>
+
+#define TP_MAX_FIELDS 40
+#define TP_MAX_EVENTS  8
+#define TP_MAX_CPUS   64
+#define TP_MAX_PENDING 2048
+#define TP_MAX_RAW    256
+
+typedef struct {
+    char name[48];
+    int  offset;
+    int  size;
+    bool is_signed;
+} tp_field_t;
+
+typedef struct {
+    char       system[32];
+    char       name[48];
+    int        id;
+    tp_field_t fields[TP_MAX_FIELDS];
+    int        nfields;
+} tp_event_t;
+
+typedef struct {
+    const tp_event_t *ev;
+    const uint8_t    *raw;
+    uint32_t          rawlen;
+    uint64_t          time;     /* CLOCK_MONOTONIC ns */
+    uint32_t          cpu;
+    uint32_t          pid;
+    uint32_t          tid;
+} tp_sample_t;
+
+typedef void (*tp_cb)(void *ctx, const tp_sample_t *s);
+
+typedef struct {
+    int         ncpu;
+    int         ring_fd[TP_MAX_CPUS];
+    void       *ring[TP_MAX_CPUS];
+    size_t      map_len;
+    int         fds[TP_MAX_CPUS * TP_MAX_EVENTS];
+    int         nfds;
+    int         epfd;
+    tp_event_t *events[TP_MAX_EVENTS];
+    int         nevents;
+    uint64_t    lost;
+    uint8_t     scratch[65536];
+    /* samples drained from all rings, sorted by time before dispatch */
+    tp_sample_t pend[TP_MAX_PENDING];
+    uint8_t     pend_raw[TP_MAX_PENDING][TP_MAX_RAW];
+    int         npend;
+} tp_t;
+
+bool    tp_event_load(tp_event_t *ev, const char *system, const char *name, char *err, size_t errn);
+int     tp_field(const tp_event_t *ev, const char *name);
+int64_t tp_get(const tp_event_t *ev, int field, const uint8_t *raw, uint32_t rawlen);
+
+bool tp_open(tp_t *tp, tp_event_t **events, int nevents, char *err, size_t errn);
+/*
+ * Wait up to timeout_ms, then hand every pending sample to cb in time order,
+ * across all CPUs. Returns samples read, -1 on error.
+ */
+int  tp_poll(tp_t *tp, int timeout_ms, tp_cb cb, void *ctx);
+void tp_close(tp_t *tp);

hands/camd/xrcams.c

@@ -0,0 +1,783 @@
+/*
+ * xrcams - find the headset cameras and the DMA-BUF queues XRService feeds them.
+ *
+ * Adapted from framecap.c in FrameEyeCameraFeed (vendor/FrameEyeCameraFeed),
+ * MIT License, Copyright (c) 2026 Curtis English. See LICENSE.FrameEyeCameraFeed.
+ *
+ * Everything is discovered rather than hardcoded:
+ *   - XRService is found by scanning /proc for its cmdline.
+ *   - The V4L2 nodes and sensor subdevs it holds open come from /proc/<pid>/fd.
+ *   - Each node's geometry comes from VIDIOC_G_FMT on our own handle.
+ *   - Each node is traced back to its sensor through MEDIA_IOC_G_TOPOLOGY.
+ *   - Buffers are split into queues by allocation order: XRService opens a
+ *     sensor subdev, then allocates that camera's buffers.
+ */
+
+#define _GNU_SOURCE
+
+#include "xrcams.h"
+
+#include <dirent.h>
+#include <errno.h>
+#include <fcntl.h>
+#include <stdarg.h>
+#include <stdlib.h>
+#include <string.h>
+#include <sys/ioctl.h>
+#include <sys/stat.h>
+#include <sys/sysmacros.h>
+#include <unistd.h>
+
+#include <linux/media.h>
+
+#ifndef MEDIA_ENT_F_CAM_SENSOR
+#define MEDIA_ENT_F_CAM_SENSOR 0x00020001
+#endif
+
+#define MAX_FDENTS 4096
+#define MAX_TOPOS     8
+
+enum fdkind { FD_DMABUF, FD_SUBDEV_SENSOR, FD_VIDEO };
+
+typedef struct {
+    int           xfd;
+    enum fdkind   kind;
+    size_t        size;
+    unsigned long ino;
+    char          sensor[XR_SENSOR_LEN];
+    char          path[64];
+} fdent_t;
+
+typedef struct {
+    struct media_v2_entity    *ents;
+    struct media_v2_interface *intfs;
+    struct media_v2_pad       *pads;
+    struct media_v2_link      *links;
+    __u32 nents, nintfs, npads, nlinks;
+} topo_t;
+
+static fdent_t fdents[MAX_FDENTS];
+static int     nfdents;
+static topo_t  topos[MAX_TOPOS];
+static int     ntopos;
+
+static void set_err(char *err, size_t n, const char *fmt, ...)
+{
+    va_list ap;
+
+    va_start(ap, fmt);
+    vsnprintf(err, n, fmt, ap);
+    va_end(ap);
+}
+
+void xr_slugify(const char *in, char *out, size_t n)
+{
+    size_t i = 0;
+
+    for (; in[i] && i + 1 < n; i++)
+        out[i] = (in[i] == ' ' || in[i] == '/') ? '_' : in[i];
+
+    out[i] = 0;
+}
+
+/* --------------------------------------------------- media graph handling */
+
+static void topo_free_all(void)
+{
+    for (int i = 0; i < ntopos; i++) {
+        free(topos[i].ents);
+        free(topos[i].intfs);
+        free(topos[i].pads);
+        free(topos[i].links);
+    }
+
+    ntopos = 0;
+}
+
+static void topo_load_all(void)
+{
+    for (int mi = 0; mi < MAX_TOPOS; mi++) {
+
+        char mpath[32];
+        snprintf(mpath, sizeof(mpath), "/dev/media%d", mi);
+
+        int mfd = open(mpath, O_RDWR | O_CLOEXEC);
+
+        if (mfd < 0)
+            continue;
+
+        struct media_v2_topology t;
+        memset(&t, 0, sizeof(t));
+
+        if (ioctl(mfd, MEDIA_IOC_G_TOPOLOGY, &t) < 0) {
+            close(mfd);
+            continue;
+        }
+
+        topo_t *o = &topos[ntopos];
+        memset(o, 0, sizeof(*o));
+
+        o->nents  = t.num_entities;
+        o->nintfs = t.num_interfaces;
+        o->npads  = t.num_pads;
+        o->nlinks = t.num_links;
+
+        o->ents  = calloc(o->nents  ? o->nents  : 1, sizeof(*o->ents));
+        o->intfs = calloc(o->nintfs ? o->nintfs : 1, sizeof(*o->intfs));
+        o->pads  = calloc(o->npads  ? o->npads  : 1, sizeof(*o->pads));
+        o->links = calloc(o->nlinks ? o->nlinks : 1, sizeof(*o->links));
+
+        t.ptr_entities   = (__u64)(uintptr_t)o->ents;
+        t.ptr_interfaces = (__u64)(uintptr_t)o->intfs;
+        t.ptr_pads       = (__u64)(uintptr_t)o->pads;
+        t.ptr_links      = (__u64)(uintptr_t)o->links;
+
+        bool ok = o->ents && o->intfs && o->pads && o->links &&
+                  ioctl(mfd, MEDIA_IOC_G_TOPOLOGY, &t) == 0;
+        close(mfd);
+
+        if (!ok) {
+            free(o->ents); free(o->intfs); free(o->pads); free(o->links);
+            continue;
+        }
+
+        ntopos++;
+    }
+}
+
+static struct media_v2_entity *topo_entity(topo_t *t, __u32 id)
+{
+    for (__u32 i = 0; i < t->nents; i++)
+        if (t->ents[i].id == id)
+            return &t->ents[i];
+
+    return NULL;
+}
+
+static struct media_v2_pad *topo_pad(topo_t *t, __u32 id)
+{
+    for (__u32 i = 0; i < t->npads; i++)
+        if (t->pads[i].id == id)
+            return &t->pads[i];
+
+    return NULL;
+}
+
+static __u32 topo_entity_for_devnode(topo_t *t, dev_t rdev)
+{
+    __u32 intf_id = 0;
+
+    for (__u32 i = 0; i < t->nintfs; i++)
+        if (t->intfs[i].devnode.major == major(rdev) &&
+            t->intfs[i].devnode.minor == minor(rdev)) {
+            intf_id = t->intfs[i].id;
+            break;
+        }
+
+    if (!intf_id)
+        return 0;
+
+    for (__u32 i = 0; i < t->nlinks; i++)
+        if ((t->links[i].flags & MEDIA_LNK_FL_LINK_TYPE) == MEDIA_LNK_FL_INTERFACE_LINK &&
+            t->links[i].source_id == intf_id)
+            return t->links[i].sink_id;
+
+    return 0;
+}
+
+/*
+ * Walk upstream across enabled data links until a sensor is reached. A CSIPHY
+ * carries two sensors on separate (sink, source) pad pairs, so re-enter on the
+ * sink pad paired with the source pad we left through.
+ */
+static bool topo_walk_to_sensor(topo_t *t, __u32 ent_id, char *out, size_t outn)
+{
+    int exit_pad_index = -1;
+
+    for (int hop = 0; hop < 32 && ent_id; hop++) {
+
+        struct media_v2_entity *e = topo_entity(t, ent_id);
+
+        if (!e)
+            return false;
+
+        if (e->function == MEDIA_ENT_F_CAM_SENSOR) {
+            snprintf(out, outn, "%s", e->name);
+            return true;
+        }
+
+        __u32 first_sink = 0, paired = 0;
+        int   nsinks     = 0;
+
+        for (__u32 p = 0; p < t->npads; p++) {
+
+            if (t->pads[p].entity_id != ent_id || !(t->pads[p].flags & MEDIA_PAD_FL_SINK))
+                continue;
+
+            nsinks++;
+
+            if (!first_sink)
+                first_sink = t->pads[p].id;
+
+            if (exit_pad_index >= 1 && (int)t->pads[p].index == exit_pad_index - 1)
+                paired = t->pads[p].id;
+        }
+
+        __u32 sink_pad = (nsinks == 1) ? first_sink : (paired ? paired : first_sink);
+
+        if (!sink_pad)
+            return false;
+
+        __u32 src_pad = 0;
+
+        for (__u32 i = 0; i < t->nlinks; i++) {
+
+            if ((t->links[i].flags & MEDIA_LNK_FL_LINK_TYPE) != MEDIA_LNK_FL_DATA_LINK)
+                continue;
+
+            if (!(t->links[i].flags & MEDIA_LNK_FL_ENABLED))
+                continue;
+
+            if (t->links[i].sink_id == sink_pad) {
+                src_pad = t->links[i].source_id;
+                break;
+            }
+        }
+
+        struct media_v2_pad *sp = src_pad ? topo_pad(t, src_pad) : NULL;
+
+        if (!sp)
+            return false;
+
+        ent_id         = sp->entity_id;
+        exit_pad_index = (int)sp->index;
+    }
+
+    return false;
+}
+
+static bool sensor_for_video(dev_t rdev, char *out, size_t outn)
+{
+    for (int i = 0; i < ntopos; i++) {
+
+        __u32 ent = topo_entity_for_devnode(&topos[i], rdev);
+
+        if (ent && topo_walk_to_sensor(&topos[i], ent, out, outn))
+            return true;
+    }
+
+    return false;
+}
+
+static bool sensor_for_subdev(dev_t rdev, char *out, size_t outn)
+{
+    for (int i = 0; i < ntopos; i++) {
+
+        __u32 id = topo_entity_for_devnode(&topos[i], rdev);
+        struct media_v2_entity *e = id ? topo_entity(&topos[i], id) : NULL;
+
+        if (e && e->function == MEDIA_ENT_F_CAM_SENSOR) {
+            snprintf(out, outn, "%s", e->name);
+            return true;
+        }
+    }
+
+    return false;
+}
+
+static const char *role_for_sensor(const char *sensor)
+{
+    if (strstr(sensor, "og01a1b"))
+        return "tracking";      /* 1056x1024 side fisheye      */
+
+    if (strstr(sensor, "og0ve10"))
+        return "tracking";      /* 640x480 upper               */
+
+    if (strstr(sensor, "imx616"))
+        return "passthrough";   /* 2464x2464 Arcturus color    */
+
+    return "unknown";
+}
+
+/* ------------------------------------------------- XRService / proc scan */
+
+static pid_t find_process(const char *needle)
+{
+    DIR *d = opendir("/proc");
+
+    if (!d)
+        return 0;
+
+    struct dirent *e;
+    pid_t found = 0;
+
+    while ((e = readdir(d))) {
+
+        if (e->d_name[0] < '0' || e->d_name[0] > '9')
+            continue;
+
+        char path[288];
+        snprintf(path, sizeof(path), "/proc/%s/cmdline", e->d_name);
+
+        FILE *f = fopen(path, "rb");
+
+        if (!f)
+            continue;
+
+        char buf[512] = {0};
+        size_t got = fread(buf, 1, sizeof(buf) - 1, f);
+        fclose(f);
+
+        if (got == 0)
+            continue;
+
+        const char *base = strrchr(buf, '/');
+        base = base ? base + 1 : buf;
+
+        if (strstr(base, needle)) {
+            found = (pid_t)atoi(e->d_name);
+            break;
+        }
+    }
+
+    closedir(d);
+
+    return found;
+}
+
+static bool read_dmabuf_size(pid_t pid, int fd, size_t *size, unsigned long *ino)
+{
+    char path[64];
+    snprintf(path, sizeof(path), "/proc/%d/fdinfo/%d", pid, fd);
+
+    FILE *f = fopen(path, "r");
+
+    if (!f)
+        return false;
+
+    bool have = false;
+    char line[256];
+
+    *ino = 0;
+
+    while (fgets(line, sizeof(line), f)) {
+
+        unsigned long long v;
+
+        if (sscanf(line, "size: %llu", &v) == 1) {
+            *size = (size_t)v;
+            have  = true;
+        } else if (sscanf(line, "ino: %llu", &v) == 1) {
+            *ino = (unsigned long)v;
+        }
+    }
+
+    fclose(f);
+
+    return have;
+}
+
+static int cmp_int(const void *a, const void *b)
+{
+    return *(const int *)a - *(const int *)b;
+}
+
+static bool scan_xr_fds(pid_t pid, char *err, size_t errn)
+{
+    char dirpath[64];
+    snprintf(dirpath, sizeof(dirpath), "/proc/%d/fd", pid);
+
+    DIR *d = opendir(dirpath);
+
+    if (!d) {
+        set_err(err, errn, "opendir(%s): %s (are you root?)", dirpath, strerror(errno));
+        return false;
+    }
+
+    static int fds[8192];
+    int nfds = 0;
+    struct dirent *e;
+
+    while ((e = readdir(d)) && nfds < (int)(sizeof(fds) / sizeof(fds[0])))
+        if (e->d_name[0] >= '0' && e->d_name[0] <= '9')
+            fds[nfds++] = atoi(e->d_name);
+
+    closedir(d);
+
+    qsort(fds, nfds, sizeof(int), cmp_int);
+
+    nfdents = 0;
+
+    for (int i = 0; i < nfds && nfdents < MAX_FDENTS; i++) {
+
+        char link[64], target[256];
+        snprintf(link, sizeof(link), "/proc/%d/fd/%d", pid, fds[i]);
+
+        ssize_t n = readlink(link, target, sizeof(target) - 1);
+
+        if (n < 0)
+            continue;
+
+        target[n] = 0;
+
+        fdent_t ent;
+        memset(&ent, 0, sizeof(ent));
+        ent.xfd = fds[i];
+
+        if (strstr(target, "dmabuf")) {
+
+            if (!read_dmabuf_size(pid, fds[i], &ent.size, &ent.ino))
+                continue;
+
+            ent.kind = FD_DMABUF;
+
+        } else if (strncmp(target, "/dev/video", 10) == 0) {
+
+            ent.kind = FD_VIDEO;
+            snprintf(ent.path, sizeof(ent.path), "%.63s", target);
+
+        } else if (strncmp(target, "/dev/v4l-subdev", 15) == 0) {
+
+            struct stat st;
+
+            if (stat(target, &st) < 0 || !sensor_for_subdev(st.st_rdev, ent.sensor, sizeof(ent.sensor)))
+                continue;
+
+            ent.kind = FD_SUBDEV_SENSOR;
+
+        } else {
+            continue;
+        }
+
+        fdents[nfdents++] = ent;
+    }
+
+    return true;
+}
+
+/* ------------------------------------------------------ camera discovery */
+
+static void probe_cameras(xr_state_t *st)
+{
+    int seen[64];
+    int nseen = 0;
+
+    for (int i = 0; i < nfdents; i++) {
+
+        if (fdents[i].kind != FD_VIDEO)
+            continue;
+
+        const char *path = fdents[i].path;
+        int         node = atoi(path + 10);
+        bool        dup  = false;
+
+        for (int k = 0; k < nseen; k++)
+            if (seen[k] == node)
+                dup = true;
+
+        if (dup || st->ncameras >= XR_MAX_CAMERAS || nseen >= 64)
+            continue;
+
+        seen[nseen++] = node;
+
+        int fd = open(path, O_RDWR | O_CLOEXEC);
+
+        if (fd < 0)
+            continue;
+
+        struct v4l2_format fmt;
+        memset(&fmt, 0, sizeof(fmt));
+        fmt.type = V4L2_BUF_TYPE_VIDEO_CAPTURE_MPLANE;
+
+        xr_camera_t *c = &st->cameras[st->ncameras];
+        memset(c, 0, sizeof(*c));
+
+        if (ioctl(fd, VIDIOC_G_FMT, &fmt) == 0) {
+
+            c->width        = fmt.fmt.pix_mp.width;
+            c->height       = fmt.fmt.pix_mp.height;
+            c->pixfmt       = fmt.fmt.pix_mp.pixelformat;
+            c->nplanes      = fmt.fmt.pix_mp.num_planes;
+            c->bytesperline = fmt.fmt.pix_mp.plane_fmt[0].bytesperline;
+
+            for (unsigned p = 0; p < c->nplanes && p < VIDEO_MAX_PLANES; p++)
+                c->planesize[p] = fmt.fmt.pix_mp.plane_fmt[p].sizeimage;
+
+        } else {
+
+            memset(&fmt, 0, sizeof(fmt));
+            fmt.type = V4L2_BUF_TYPE_VIDEO_CAPTURE;
+
+            if (ioctl(fd, VIDIOC_G_FMT, &fmt) < 0) {
+                close(fd);
+                continue;
+            }
+
+            c->width        = fmt.fmt.pix.width;
+            c->height       = fmt.fmt.pix.height;
+            c->pixfmt       = fmt.fmt.pix.pixelformat;
+            c->nplanes      = 1;
+            c->bytesperline = fmt.fmt.pix.bytesperline;
+            c->planesize[0] = fmt.fmt.pix.sizeimage;
+        }
+
+        struct stat sb;
+
+        if (fstat(fd, &sb) == 0) {
+            c->minor = minor(sb.st_rdev);
+            sensor_for_video(sb.st_rdev, c->sensor, sizeof(c->sensor));
+        }
+
+        close(fd);
+
+        if (!c->sensor[0])
+            snprintf(c->sensor, sizeof(c->sensor), "unknown");
+
+        c->node = node;
+        snprintf(c->path, sizeof(c->path), "%s", path);
+        c->role = role_for_sensor(c->sensor);
+
+        st->ncameras++;
+    }
+}
+
+/*
+ * qcom-camss can report bytesperline as the visible width while the VFE
+ * writes a larger aligned pitch. sizeimage is right, so derive the pitch.
+ */
+unsigned xr_camera_stride(const xr_camera_t *c)
+{
+    if (!c->height || !c->planesize[0])
+        return c->bytesperline ? c->bytesperline : c->width;
+
+    double bpp = 1.0;
+
+    if (c->pixfmt == V4L2_PIX_FMT_NV12 || c->pixfmt == V4L2_PIX_FMT_NV21)
+        bpp = 1.5;
+
+    unsigned s = (unsigned)((double)c->planesize[0] / ((double)c->height * bpp));
+
+    if (s >= c->width && s <= c->width * 4)
+        return s;
+
+    return c->bytesperline ? c->bytesperline : c->width;
+}
+
+/*
+ * The Arcturus color cameras (arcimx616) claim 2464x2464 NV12, but measured on
+ * 2026-09-28 their plane 0 holds 10-bit MIPI-packed YUV 4:2:0: 2464 luma rows
+ * then 1232 rows of interleaved UV, each row 2464 packed pixels (3080 bytes)
+ * padded to a 256-byte pitch (3328). Only the first 1972 pixels of a row carry
+ * image; the rest are zero.
+ */
+#define IMX616_VALID_WIDTH 1972
+
+void xr_camera_layout(const xr_camera_t *c, xr_layout_t *l)
+{
+    memset(l, 0, sizeof(*l));
+    l->height = c->height;
+
+    if (c->pixfmt == V4L2_PIX_FMT_NV12 && strstr(c->sensor, "imx616")) {
+
+        unsigned packed = (c->width * 5 + 3) / 4;
+
+        l->fmt   = XR_FMT_YUV420_10P;
+        l->pitch = (packed + 255) & ~255u;
+        l->rows  = c->height + c->height / 2;
+        l->width = IMX616_VALID_WIDTH < c->width ? IMX616_VALID_WIDTH : c->width;
+        return;
+    }
+
+    l->pitch = xr_camera_stride(c);
+    l->width = c->width < l->pitch ? c->width : l->pitch;
+
+    if (c->pixfmt == V4L2_PIX_FMT_NV12 || c->pixfmt == V4L2_PIX_FMT_NV21) {
+        l->fmt  = XR_FMT_NV12;
+        l->rows = c->height + c->height / 2;
+    } else {
+        l->fmt  = XR_FMT_GREY8;
+        l->rows = c->height;
+    }
+}
+
+const char *xr_fmt_name(xr_fmt_t f)
+{
+    switch (f) {
+    case XR_FMT_GREY8:      return "grey8";
+    case XR_FMT_NV12:       return "nv12";
+    case XR_FMT_YUV420_10P: return "yuv420_10p";
+    }
+
+    return "?";
+}
+
+/* ------------------------------------------------------- buffer grouping */
+
+/*
+ * XRService allocates one udmabuf per plane, plane 0 then plane 1, a whole
+ * queue at a time right after opening the sensor's subdev. Plane 1 matches
+ * VIDIOC_G_FMT exactly; plane 0 has slack, so it is matched with >=.
+ */
+static void build_groups(xr_state_t *st)
+{
+    char current_sensor[XR_SENSOR_LEN] = "";
+
+    for (int i = 0; i < nfdents; i++) {
+
+        if (fdents[i].kind == FD_SUBDEV_SENSOR) {
+            snprintf(current_sensor, sizeof(current_sensor), "%s", fdents[i].sensor);
+            continue;
+        }
+
+        if (fdents[i].kind != FD_DMABUF)
+            continue;
+
+        if (i + 1 >= nfdents || fdents[i + 1].kind != FD_DMABUF)
+            continue;
+
+        size_t s0 = fdents[i].size;
+        size_t s1 = fdents[i + 1].size;
+        bool match = false;
+
+        for (int c = 0; c < st->ncameras; c++) {
+
+            xr_camera_t *cam = &st->cameras[c];
+
+            if (cam->nplanes >= 2 && s1 == cam->planesize[1] && s0 >= cam->planesize[0]) {
+                match = true;
+                break;
+            }
+        }
+
+        if (!match)
+            continue;
+
+        xr_group_t *g = NULL;
+
+        if (st->ngroups > 0) {
+
+            xr_group_t *last = &st->groups[st->ngroups - 1];
+
+            if (last->planesize[0] == s0 && last->planesize[1] == s1 &&
+                !strcmp(last->sensor, current_sensor))
+                g = last;
+        }
+
+        if (!g) {
+
+            if (st->ngroups >= XR_MAX_GROUPS)
+                break;
+
+            g = &st->groups[st->ngroups++];
+            memset(g, 0, sizeof(*g));
+            g->planesize[0] = s0;
+            g->planesize[1] = s1;
+            snprintf(g->sensor, sizeof(g->sensor), "%s", current_sensor);
+        }
+
+        if (g->nbufs < XR_MAX_RUNBUFS) {
+            g->buf[g->nbufs].xfd   = fdents[i].xfd;
+            g->buf[g->nbufs].xfd1  = fdents[i + 1].xfd;
+            g->buf[g->nbufs].size  = s0;
+            g->buf[g->nbufs].size1 = s1;
+            g->nbufs++;
+        }
+
+        i++;    /* consume the plane 1 descriptor */
+    }
+
+    int keep = 0;
+
+    for (int i = 0; i < st->ngroups; i++)
+        if (st->groups[i].nbufs >= 4)
+            st->groups[keep++] = st->groups[i];
+
+    st->ngroups = keep;
+
+    /*
+     * Bind each run to a camera. The sensor marker alone can be wrong: XRService
+     * sometimes opens another sensor's subdev (e.g. the idle color camera)
+     * between an upper camera's subdev and its buffers, and two upper cameras
+     * can resolve to the same sensor name. So a marker match must also fit the
+     * camera's plane sizes, and each camera takes at most one run.
+     */
+    for (int pass = 0; pass < 2; pass++)
+        for (int i = 0; i < st->ngroups; i++) {
+
+            xr_group_t *g = &st->groups[i];
+
+            for (int c = 0; c < st->ncameras && !g->cam; c++) {
+
+                xr_camera_t *cam = &st->cameras[c];
+
+                if (pass == 0 && (!g->sensor[0] || strcmp(cam->sensor, g->sensor)))
+                    continue;
+
+                if (cam->nplanes < 2 || g->planesize[1] != cam->planesize[1] ||
+                    g->planesize[0] < cam->planesize[0])
+                    continue;
+
+                bool taken = false;
+
+                for (int k = 0; k < st->ngroups; k++)
+                    if (k != i && st->groups[k].cam == cam)
+                        taken = true;
+
+                if (!taken)
+                    g->cam = cam;
+            }
+        }
+}
+
+bool xr_discover(xr_state_t *st, const char *process, char *err, size_t errn)
+{
+    memset(st, 0, sizeof(*st));
+
+    st->pid = find_process(process);
+
+    if (!st->pid) {
+        set_err(err, errn, "%s is not running; start SteamVR on the headset first", process);
+        return false;
+    }
+
+    topo_load_all();
+
+    bool ok = scan_xr_fds(st->pid, err, errn);
+
+    if (ok) {
+        probe_cameras(st);
+        build_groups(st);
+    }
+
+    topo_free_all();
+
+    return ok;
+}
+
+void xr_print(const xr_state_t *st, FILE *f)
+{
+    fprintf(f, "XRService pid %d\n", st->pid);
+
+    for (int i = 0; i < st->ncameras; i++) {
+
+        const xr_camera_t *c = &st->cameras[i];
+        char fcc[5] = {
+            (char)(c->pixfmt & 0xff), (char)((c->pixfmt >> 8) & 0xff),
+            (char)((c->pixfmt >> 16) & 0xff), (char)((c->pixfmt >> 24) & 0xff), 0
+        };
+
+        fprintf(f, "  camera %-12s minor %-3u %-16s %ux%u %s pitch %u planes %zu %zu  role=%s\n",
+                c->path, c->minor, c->sensor, c->width, c->height, fcc,
+                xr_camera_stride(c), c->planesize[0], c->planesize[1], c->role);
+    }
+
+    for (int i = 0; i < st->ngroups; i++) {
+
+        const xr_group_t *g = &st->groups[i];
+
+        fprintf(f, "  queue %d: %d buffers plane0=%zu plane1=%zu fds %d..%d sensor '%s' -> %s\n",
+                i, g->nbufs, g->planesize[0], g->planesize[1],
+                g->buf[0].xfd, g->buf[g->nbufs - 1].xfd1, g->sensor,
+                g->cam ? g->cam->path : "(unbound)");
+    }
+}

hands/camd/xrcams.h

@@ -0,0 +1,82 @@
+/*
+ * xrcams - find the headset cameras and the DMA-BUF queues XRService feeds them.
+ *
+ * Adapted from framecap.c in FrameEyeCameraFeed (vendor/FrameEyeCameraFeed),
+ * MIT License, Copyright (c) 2026 Curtis English. See LICENSE.FrameEyeCameraFeed.
+ */
+
+#pragma once
+
+#include <stdbool.h>
+#include <stddef.h>
+#include <stdint.h>
+#include <stdio.h>
+#include <sys/types.h>
+
+#include <linux/videodev2.h>
+
+#define XR_MAX_CAMERAS  16
+#define XR_MAX_GROUPS   32
+#define XR_MAX_RUNBUFS 128
+#define XR_SENSOR_LEN   64
+
+typedef struct {
+    int         node;                   /* N from /dev/videoN                */
+    unsigned    minor;                  /* char device minor, as tracepoints report it */
+    char        path[64];
+    unsigned    width;
+    unsigned    height;
+    unsigned    bytesperline;
+    unsigned    nplanes;
+    size_t      planesize[VIDEO_MAX_PLANES];
+    uint32_t    pixfmt;
+    char        sensor[XR_SENSOR_LEN];  /* media entity name of the sensor   */
+    const char *role;
+} xr_camera_t;
+
+typedef struct {
+    int    xfd;                         /* plane 0 descriptor in XRService   */
+    int    xfd1;                        /* plane 1 descriptor in XRService   */
+    size_t size;
+    size_t size1;
+} xr_bufref_t;
+
+/* One run of buffers XRService allocated for a camera queue, in allocation order. */
+typedef struct {
+    size_t       planesize[2];
+    int          nbufs;
+    xr_bufref_t  buf[XR_MAX_RUNBUFS];
+    char         sensor[XR_SENSOR_LEN]; /* from the preceding sensor subdev  */
+    xr_camera_t *cam;
+} xr_group_t;
+
+typedef struct {
+    pid_t       pid;
+    xr_camera_t cameras[XR_MAX_CAMERAS];
+    int         ncameras;
+    xr_group_t  groups[XR_MAX_GROUPS];
+    int         ngroups;
+} xr_state_t;
+
+typedef enum {
+    XR_FMT_GREY8,       /* 8-bit mono                                           */
+    XR_FMT_NV12,        /* 8-bit Y plane then interleaved UV, same pitch        */
+    XR_FMT_YUV420_10P   /* like NV12, but 10-bit MIPI-packed (4 px in 5 bytes)  */
+} xr_fmt_t;
+
+/* Where the image really sits in plane 0; V4L2's numbers can be misleading. */
+typedef struct {
+    xr_fmt_t fmt;
+    unsigned pitch;     /* bytes per row                                        */
+    unsigned rows;      /* rows in plane 0: luma, plus chroma for YUV           */
+    unsigned width;     /* valid pixels per row                                 */
+    unsigned height;    /* luma rows                                            */
+} xr_layout_t;
+
+/* Scan XRService's descriptors and the media graph. Needs root. */
+bool     xr_discover(xr_state_t *st, const char *process, char *err, size_t errn);
+unsigned xr_camera_stride(const xr_camera_t *c);
+void     xr_camera_layout(const xr_camera_t *c, xr_layout_t *l);
+const char *xr_fmt_name(xr_fmt_t f);
+void     xr_print(const xr_state_t *st, FILE *f);
+void     xr_slugify(const char *in, char *out, size_t n);

hands/frametop-camd.service

@@ -0,0 +1,22 @@
+# Template: the installer replaces @REPO@ with the repo path on the Frame.
+[Unit]
+Description=Frametop camera broker: the headset cameras' frames, for hand tracking
+Documentation=file://@REPO@/hands/README.md
+# It borrows XRService's camera buffers, so it comes and goes with SteamVR.
+After=steamvr.service
+PartOf=steamvr.service
+
+[Service]
+# On the host: the dev container can't reach XRService. Its file capabilities (set by
+# hands/run.sh install) let it borrow the buffers; it drops them once set up. It exits when
+# XRService restarts, and comes back to attach to the new one.
+# Mono cameras only: while the headset is worn the colour module writes only a half-size
+# image into the top-left quarter of its buffers (2026-09-30), which ft-camd can't use yet.
+# Add --with-color to try the colour cameras (ft-hands then picks them by the light).
+ExecStart=@REPO@/hands/build/ft-camd --status 60
+Restart=always
+RestartSec=5
+TimeoutStopSec=5
+
+[Install]
+WantedBy=steamvr.service

hands/frametop-hands.service

@@ -0,0 +1,20 @@
+# Template: the installer replaces @REPO@ with the repo path on the Frame.
+[Unit]
+Description=Frametop hand tracking: hands for the screens' hand cutouts, pinches for the pointer
+Documentation=file://@REPO@/hands/README.md
+After=steamvr.service frametop-camd.service
+Wants=frametop-camd.service
+PartOf=steamvr.service
+
+[Service]
+# In the dev container (it's built against Fedora's libraries). It reads ft-camd's ring and
+# writes /run/user/UID/frametop-hands/hands and gestures. Settings: HANDS_* in ~/.config/frametop.conf.
+ExecStartPre=-@REPO@/scripts/container-up.sh
+ExecStartPre=-/usr/bin/pkill -x ft-hands
+ExecStart=%h/.local/bin/distrobox enter dev -- @REPO@/hands/build/ft-hands --status 60
+Restart=always
+RestartSec=5
+TimeoutStopSec=5
+
+[Install]
+WantedBy=steamvr.service

hands/ft-handsctl

@@ -0,0 +1,48 @@
+#!/usr/bin/env bash
+# ft-handsctl: turn hand tracking on and off by hand, on the Frame. With it on, your hands show
+# through Frametop's screens (the hand cutouts); pinches and grips only move the pointer with
+# POINTER_HANDS=1. It doesn't start with SteamVR (hands/run.sh install leaves it off), and it
+# stops when SteamVR does.
+#
+#   ft-handsctl on | off | status | log [lines]
+#   ft-handsctl cutouts on|off|state   ft-screens' hand cutouts, without stopping tracking
+#   ft-handsctl gestures               watch pinches and grips live (Ctrl+C to stop)
+#
+# Needs the services installed once: hands/run.sh install (it sets ft-camd's capabilities).
+set -euo pipefail
+here=$(cd "$(dirname "$(readlink -f "${BASH_SOURCE[0]}")")" && pwd)
+units="frametop-camd.service frametop-hands.service"
+
+ask_screens() {  # a command to ft-screens' control socket, and its reply
+  python3 - "$1" <<'EOF'
+import socket, sys
+s = socket.socket(socket.AF_UNIX, socket.SOCK_DGRAM)
+s.bind("")
+s.settimeout(2)
+try:
+    s.sendto(sys.argv[1].encode(), "\0ft_screens")
+    print(s.recv(512).decode())
+except OSError as e:
+    sys.exit("ft-screens didn't answer (is the Frametop desktop running?): %s" % e)
+EOF
+}
+
+case ${1:-status} in
+  on)
+    systemctl --user -q is-active steamvr.service || { echo "SteamVR isn't running" >&2; exit 1; }
+    systemctl --user start $units
+    sleep 4
+    "$0" status ;;
+  off)
+    systemctl --user stop $units
+    echo "hand tracking off" ;;
+  status)
+    for u in $units; do echo "$u: $(systemctl --user is-active $u || true)"; done
+    journalctl --user -u frametop-hands.service --no-pager -o cat -n 40 |
+      grep -E '^ *[0-9.]+s |sets with a hand|cameras:' | tail -2 | cut -c1-160 || true ;;
+  log) journalctl --user -u frametop-camd.service -u frametop-hands.service --no-pager -o short -n "${2:-30}" ;;
+  cutouts)
+    ask_screens "cutouts ${2:-state}" ;;
+  gestures) exec python3 "$here/tools/watch_gestures.py" --distance ;;
+  *) sed -n '2,11p' "$0" | sed 's/^# \{0,1\}//'; exit 2 ;;
+esac

hands/include/fh_gestures.h

@@ -0,0 +1,81 @@
+/*
+ * fh_gestures - hand gestures ft-hands publishes for input (the pointer helper): look at
+ * something and pinch to click it, or close the hand (a grip) to press and drag it (the
+ * Vision Pro model, with the eye tracker doing the looking).
+ * /run/user/UID/frametop-hands/gestures, next to the hands
+ * file, with the same sequence lock (read seq, copy, read seq again; use the copy only if
+ * both reads are the same even number) and the same frame: metres in the head frame at
+ * capture time, OpenVR's HMD frame (+x right, +y up, -z forward).
+ *
+ * One slot per side and gesture: pinch[0] and grip[0] are the left hand, [1] the right.
+ * A gesture follows the hand it began on until it ends.
+ *   Pinch: begins when the thumb and index tips close within begin_m and ends when they
+ * open past end_m (the gap between keeps it from flickering). point is the index and middle
+ * knuckles, which don't move as the fingers open and close (the tips' midpoint did).
+ *   Grip: a closed hand. It begins when all four fingers are curled in (each fingertip
+ * nearer the wrist than grip_begin times its knuckle is) and ends when they open past
+ * grip_end on average. distance is that average (about 2 open, under 1.2 closed), strength
+ * 0 open .. 1 closed, and point the palm's centre. A grip ends a pinch on the same hand
+ * (closing the hand can pass through a pinch on the way), as lost.
+ * Either ends, as lost (FH_PINCH_LOST), when its hand stays lost too long.
+ *
+ * Don't miss short gestures: a reader that polls slower than a quick tap still sees it,
+ * because begins and ends count every one. When begins changed, one began at begin_ns;
+ * when ends changed, one ended at end_ns. begins - ends is 1 while it's down.
+ *
+ * Drags: point is where the gesture is now, begin_point where it began. Turn each into the
+ * room with the HMD pose at its capture time (capture_ns, begin_ns) before subtracting,
+ * so turning your head doesn't drag.
+ *
+ * Version 1 had only the pinches (192 bytes); version 2 adds the grips after them.
+ */
+
+#pragma once
+
+#include <assert.h>
+#include <stdint.h>
+
+#define FH_GESTURES_MAGIC   "FHGEST01"
+#define FH_GESTURES_VERSION 2
+
+enum {
+    FH_PINCH_TRACKED = 1u << 0, /* the hand was tracked in this frame              */
+    FH_PINCH_DOWN    = 1u << 1, /* the gesture is held now                          */
+    FH_PINCH_LOST    = 1u << 2, /* the last one ended because the hand was lost     */
+                                /* (or, for a pinch, a grip took over)              */
+};
+
+typedef struct {
+    uint32_t flags;             /* FH_PINCH_*                                       */
+    uint32_t hand_id;           /* fh_hand_t.id of the hand, 0 if none              */
+    uint32_t begins;            /* begun so far                                     */
+    uint32_t ends;              /* ended so far                                     */
+    uint64_t begin_ns;          /* capture time (CLOCK_MONOTONIC) the current or    */
+                                /* last one began                                   */
+    uint64_t end_ns;            /* ... the last one ended                           */
+    float    distance;          /* pinch: thumb tip to index tip, m, at this user's */
+                                /* hand size. grip: the fingers' mean curl (above)  */
+    float    strength;          /* 0 open .. 1 closed                               */
+    float    point[3];          /* pinch: the index and middle knuckles; grip: the  */
+                                /* palm's centre                                    */
+    float    begin_point[3];    /* point when the current or last one began         */
+} fh_pinch_t;                   /* 64 bytes */
+
+typedef struct {
+    char              magic[8];
+    uint32_t          version;
+    uint32_t          size;
+    volatile uint64_t seq;
+    uint64_t          capture_ns;   /* CLOCK_MONOTONIC when the cameras took the frames */
+    uint64_t          publish_ns;   /* CLOCK_MONOTONIC when this was written            */
+    float             begin_m;      /* the pinch thresholds in use                      */
+    float             end_m;
+    float             grip_begin;   /* the grip thresholds in use (curl ratios)         */
+    float             grip_end;
+    uint8_t           reserved[8];
+    fh_pinch_t        pinch[2];     /* [0] left hand, [1] right hand                    */
+    fh_pinch_t        grip[2];      /* version 2                                        */
+} fh_gestures_t;
+
+static_assert(sizeof(fh_pinch_t) == 64, "fh_pinch_t layout");
+static_assert(sizeof(fh_gestures_t) == 64 + 4 * 64, "fh_gestures_t layout");

hands/include/fh_hands.h

@@ -0,0 +1,58 @@
+/*
+ * fh_hands - the tracked-hands file ft-hands publishes for ft-screens' hand cutouts
+ * (/run/user/UID/frametop-hands/hands, directory mode 0700), rewritten in place
+ * under a sequence lock: read seq, copy, read seq again; use the copy only if
+ * both reads are the same even number.
+ *
+ * Positions are metres in the head frame at capture time, which is OpenVR's HMD
+ * frame (+x right, +y up, -z forward). Turn them into the room with the HMD pose
+ * at capture_ns (CLOCK_MONOTONIC). Writer: ft-hands (hands/track/io.cpp).
+ */
+
+#pragma once
+
+#include <assert.h>
+#include <stdint.h>
+
+#define FH_HANDS_MAGIC        "FHHANDS1"
+#define FH_HANDS_VERSION      1
+#define FH_HANDS_MAX_HANDS    2
+#define FH_HANDS_MAX_CAPSULES 64
+
+enum {
+    FH_HAND_RIGHT  = 1u << 0,   /* else the left hand                          */
+    FH_HAND_STEREO = 1u << 1,   /* triangulated from two or more cameras       */
+};
+
+typedef struct {
+    uint32_t id;                /* stays the same while the hand is tracked     */
+    uint32_t flags;             /* FH_HAND_*                                    */
+    float    confidence;
+    float    reserved;
+    float    pts[21][3];        /* MediaPipe hand landmarks                     */
+    uint32_t ncapsules;         /* this hand's capsules, which follow the       */
+                                /* previous hands' in capsules[]                */
+} fh_hand_t;                    /* 272 bytes */
+
+typedef struct {
+    float a[3], b[3];           /* segment ends                                 */
+    float ra, rb;               /* radius at each end                           */
+} fh_capsule_t;                 /* 32 bytes: the hand's shape, to cut out       */
+
+typedef struct {
+    char              magic[8];
+    uint32_t          version;
+    uint32_t          size;
+    volatile uint64_t seq;
+    uint64_t          capture_ns;   /* CLOCK_MONOTONIC when the cameras took the frames */
+    uint64_t          publish_ns;   /* CLOCK_MONOTONIC when this was written            */
+    uint32_t          nhands;
+    uint32_t          ncapsules;
+    uint8_t           reserved[16];
+    fh_hand_t         hands[FH_HANDS_MAX_HANDS];
+    fh_capsule_t      capsules[FH_HANDS_MAX_CAPSULES];
+} fh_hands_t;
+
+static_assert(sizeof(fh_hand_t) == 272, "fh_hand_t layout");
+static_assert(sizeof(fh_capsule_t) == 32, "fh_capsule_t layout");
+static_assert(sizeof(fh_hands_t) == 64 + 2 * 272 + 64 * 32, "fh_hands_t layout");

hands/models/NOTICE

@@ -0,0 +1,12 @@
+The models in ncnn/ are converted from the OpenCV Zoo ONNX ports of Google's MediaPipe hand
+models, by tools/convert_models.py:
+
+- palm.ncnn.*: palm_detection_mediapipe_2023feb (https://huggingface.co/opencv/palm_detection_mediapipe)
+- hand.ncnn.*: handpose_estimation_mediapipe_2023feb (https://huggingface.co/opencv/handpose_estimation_mediapipe)
+
+MediaPipe is Copyright Google LLC. The models and the OpenCV Zoo ports are licensed under the
+Apache License, Version 2.0 (https://www.apache.org/licenses/LICENSE-2.0).
+
+Changes made here: converted to ncnn with pnnx, with the palm detector's channel pads
+rewritten as ncnn Padding layers, and quantized to 8 bits (the *-int8.ncnn.* files) with
+ncnn's tools.

hands/models/ncnn/hand-int8.ncnn.param

@@ -0,0 +1,79 @@
+7767517
+77 90
+Input                    in0                      0 1 in0
+Convolution              convclip_0               1 1 in0 2 0=24 1=3 3=2 15=1 16=1 5=1 6=648 8=102 9=3 -23310=2,0.000000e+00,6.000000e+00
+ConvolutionDepthWise     convdwclip_0             1 1 2 3 0=24 1=3 4=1 5=1 6=216 7=24 8=101 9=3 -23310=2,0.000000e+00,6.000000e+00
+Convolution              conv_10                  1 1 3 4 0=16 1=1 5=1 6=384 8=2
+Split                    splitncnn_0              1 2 4 5 6
+Convolution              convclip_1               1 1 6 7 0=64 1=1 5=1 6=1024 8=102 9=3 -23310=2,0.000000e+00,6.000000e+00
+ConvolutionDepthWise     convdwclip_1             1 1 7 8 0=64 1=3 3=2 15=1 16=1 5=1 6=576 7=64 8=101 9=3 -23310=2,0.000000e+00,6.000000e+00
+Convolution              conv_12                  1 1 8 9 0=16 1=1 5=1 6=1024 8=2
+Pooling                  maxpool2d_1              1 1 5 10 1=2 2=2 5=1
+BinaryOp                 add_0                    2 1 9 10 11
+Split                    splitncnn_1              1 2 11 12 13
+Convolution              convclip_2               1 1 13 14 0=96 1=1 5=1 6=1536 8=102 9=3 -23310=2,0.000000e+00,6.000000e+00
+ConvolutionDepthWise     convdwclip_2             1 1 14 15 0=96 1=3 4=1 5=1 6=864 7=96 8=101 9=3 -23310=2,0.000000e+00,6.000000e+00
+Convolution              conv_14                  1 1 15 16 0=16 1=1 5=1 6=1536 8=2
+BinaryOp                 add_1                    2 1 16 12 17
+Convolution              convclip_3               1 1 17 18 0=96 1=1 5=1 6=1536 8=102 9=3 -23310=2,0.000000e+00,6.000000e+00
+ConvolutionDepthWise     convdwclip_3             1 1 18 19 0=96 1=5 3=2 4=1 15=2 16=2 5=1 6=2400 7=96 8=101 9=3 -23310=2,0.000000e+00,6.000000e+00
+Convolution              conv_16                  1 1 19 20 0=24 1=1 5=1 6=2304 8=2
+Split                    splitncnn_2              1 2 20 21 22
+Convolution              convclip_4               1 1 22 23 0=144 1=1 5=1 6=3456 8=102 9=3 -23310=2,0.000000e+00,6.000000e+00
+ConvolutionDepthWise     convdwclip_4             1 1 23 24 0=144 1=5 4=2 5=1 6=3600 7=144 8=101 9=3 -23310=2,0.000000e+00,6.000000e+00
+Convolution              conv_18                  1 1 24 25 0=24 1=1 5=1 6=3456 8=2
+BinaryOp                 add_2                    2 1 25 21 26
+Convolution              convclip_5               1 1 26 27 0=144 1=1 5=1 6=3456 8=102 9=3 -23310=2,0.000000e+00,6.000000e+00
+ConvolutionDepthWise     convdwclip_5             1 1 27 28 0=144 1=3 3=2 15=1 16=1 5=1 6=1296 7=144 8=101 9=3 -23310=2,0.000000e+00,6.000000e+00
+Convolution              conv_20                  1 1 28 29 0=48 1=1 5=1 6=6912 8=2
+Split                    splitncnn_3              1 2 29 30 31
+Convolution              convclip_6               1 1 31 32 0=288 1=1 5=1 6=13824 8=102 9=3 -23310=2,0.000000e+00,6.000000e+00
+ConvolutionDepthWise     convdwclip_6             1 1 32 33 0=288 1=3 4=1 5=1 6=2592 7=288 8=101 9=3 -23310=2,0.000000e+00,6.000000e+00
+Convolution              conv_22                  1 1 33 34 0=48 1=1 5=1 6=13824 8=2
+BinaryOp                 add_3                    2 1 34 30 35
+Split                    splitncnn_4              1 2 35 36 37
+Convolution              convclip_7               1 1 37 38 0=288 1=1 5=1 6=13824 8=102 9=3 -23310=2,0.000000e+00,6.000000e+00
+ConvolutionDepthWise     convdwclip_7             1 1 38 39 0=288 1=3 4=1 5=1 6=2592 7=288 8=101 9=3 -23310=2,0.000000e+00,6.000000e+00
+Convolution              conv_24                  1 1 39 40 0=48 1=1 5=1 6=13824 8=2
+BinaryOp                 add_4                    2 1 40 36 41
+Convolution              convclip_8               1 1 41 42 0=288 1=1 5=1 6=13824 8=102 9=3 -23310=2,0.000000e+00,6.000000e+00
+ConvolutionDepthWise     convdwclip_8             1 1 42 43 0=288 1=5 4=2 5=1 6=7200 7=288 8=101 9=3 -23310=2,0.000000e+00,6.000000e+00
+Convolution              conv_26                  1 1 43 44 0=64 1=1 5=1 6=18432 8=2
+Split                    splitncnn_5              1 2 44 45 46
+Convolution              convclip_9               1 1 46 47 0=384 1=1 5=1 6=24576 8=102 9=3 -23310=2,0.000000e+00,6.000000e+00
+ConvolutionDepthWise     convdwclip_9             1 1 47 48 0=384 1=5 4=2 5=1 6=9600 7=384 8=101 9=3 -23310=2,0.000000e+00,6.000000e+00
+Convolution              conv_28                  1 1 48 49 0=64 1=1 5=1 6=24576 8=2
+BinaryOp                 add_5                    2 1 49 45 50
+Split                    splitncnn_6              1 2 50 51 52
+Convolution              convclip_10              1 1 52 53 0=384 1=1 5=1 6=24576 8=102 9=3 -23310=2,0.000000e+00,6.000000e+00
+ConvolutionDepthWise     convdwclip_10            1 1 53 54 0=384 1=5 4=2 5=1 6=9600 7=384 8=101 9=3 -23310=2,0.000000e+00,6.000000e+00
+Convolution              conv_30                  1 1 54 55 0=64 1=1 5=1 6=24576 8=2
+BinaryOp                 add_6                    2 1 55 51 56
+Convolution              convclip_11              1 1 56 57 0=384 1=1 5=1 6=24576 8=102 9=3 -23310=2,0.000000e+00,6.000000e+00
+ConvolutionDepthWise     convdwclip_11            1 1 57 58 0=384 1=5 3=2 4=1 15=2 16=2 5=1 6=9600 7=384 8=101 9=3 -23310=2,0.000000e+00,6.000000e+00
+Convolution              conv_32                  1 1 58 59 0=112 1=1 5=1 6=43008 8=2
+Split                    splitncnn_7              1 2 59 60 61
+Convolution              convclip_12              1 1 61 62 0=672 1=1 5=1 6=75264 8=102 9=3 -23310=2,0.000000e+00,6.000000e+00
+ConvolutionDepthWise     convdwclip_12            1 1 62 63 0=672 1=5 4=2 5=1 6=16800 7=672 8=101 9=3 -23310=2,0.000000e+00,6.000000e+00
+Convolution              conv_34                  1 1 63 64 0=112 1=1 5=1 6=75264 8=2
+BinaryOp                 add_7                    2 1 64 60 65
+Split                    splitncnn_8              1 2 65 66 67
+Convolution              convclip_13              1 1 67 68 0=672 1=1 5=1 6=75264 8=102 9=3 -23310=2,0.000000e+00,6.000000e+00
+ConvolutionDepthWise     convdwclip_13            1 1 68 69 0=672 1=5 4=2 5=1 6=16800 7=672 8=101 9=3 -23310=2,0.000000e+00,6.000000e+00
+Convolution              conv_36                  1 1 69 70 0=112 1=1 5=1 6=75264 8=2
+BinaryOp                 add_8                    2 1 70 66 71
+Split                    splitncnn_9              1 2 71 72 73
+Convolution              convclip_14              1 1 73 74 0=672 1=1 5=1 6=75264 8=102 9=3 -23310=2,0.000000e+00,6.000000e+00
+ConvolutionDepthWise     convdwclip_14            1 1 74 75 0=672 1=5 4=2 5=1 6=16800 7=672 8=101 9=3 -23310=2,0.000000e+00,6.000000e+00
+Convolution              conv_38                  1 1 75 76 0=112 1=1 5=1 6=75264 8=2
+BinaryOp                 add_9                    2 1 76 72 77
+Convolution              convclip_15              1 1 77 78 0=672 1=1 5=1 6=75264 8=102 9=3 -23310=2,0.000000e+00,6.000000e+00
+ConvolutionDepthWise     convdwclip_15            1 1 78 79 0=672 1=3 4=1 5=1 6=6048 7=672 8=1 9=3 -23310=2,0.000000e+00,6.000000e+00
+Pooling                  gap_0                    1 1 79 80 0=1 4=1
+Reshape                  reshape_45               1 1 80 81 0=1 1=1 2=-1
+Squeeze                  squeeze_78               1 1 81 82 -23303=2,1,2
+Split                    splitncnn_10             1 4 82 83 84 85 86
+InnerProduct             linear_42                1 1 84 out0 0=63 1=1 2=42336 8=2
+InnerProduct             linear_43                1 1 83 out3 0=63 1=1 2=42336 8=2
+InnerProduct             fcsigmoid_0              1 1 85 out2 0=1 1=1 2=672 8=2 9=4
+InnerProduct             fcsigmoid_1              1 1 86 out1 0=1 1=1 2=672 8=2 9=4

hands/models/ncnn/hand.ncnn.param

@@ -0,0 +1,79 @@
+7767517
+77 90
+Input                    in0                      0 1 in0
+Convolution convclip_0 1 1 in0 2 0=24 1=3 -23310=2,0.0,6.0 11=3 12=1 13=2 14=0 15=1 16=1 2=1 3=2 4=0 5=1 6=648 9=3
+ConvolutionDepthWise convdwclip_0 1 1 2 3 0=24 1=3 -23310=2,0.0,6.0 11=3 12=1 13=1 14=1 2=1 3=1 4=1 5=1 6=216 7=24 9=3
+Convolution conv_10 1 1 3 4 0=16 1=1 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=384
+Split splitncnn_0 1 2 4 5 6
+Convolution convclip_1 1 1 6 7 0=64 1=1 -23310=2,0.0,6.0 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=1024 9=3
+ConvolutionDepthWise convdwclip_1 1 1 7 8 0=64 1=3 -23310=2,0.0,6.0 11=3 12=1 13=2 14=0 15=1 16=1 2=1 3=2 4=0 5=1 6=576 7=64 9=3
+Convolution conv_12 1 1 8 9 0=16 1=1 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=1024
+Pooling maxpool2d_1 1 1 5 10 0=0 1=2 11=2 12=2 13=0 2=2 3=0 5=1
+BinaryOp add_0 2 1 9 10 11 0=0
+Split splitncnn_1 1 2 11 12 13
+Convolution convclip_2 1 1 13 14 0=96 1=1 -23310=2,0.0,6.0 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=1536 9=3
+ConvolutionDepthWise convdwclip_2 1 1 14 15 0=96 1=3 -23310=2,0.0,6.0 11=3 12=1 13=1 14=1 2=1 3=1 4=1 5=1 6=864 7=96 9=3
+Convolution conv_14 1 1 15 16 0=16 1=1 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=1536
+BinaryOp add_1 2 1 16 12 17 0=0
+Convolution convclip_3 1 1 17 18 0=96 1=1 -23310=2,0.0,6.0 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=1536 9=3
+ConvolutionDepthWise convdwclip_3 1 1 18 19 0=96 1=5 -23310=2,0.0,6.0 11=5 12=1 13=2 14=1 15=2 16=2 2=1 3=2 4=1 5=1 6=2400 7=96 9=3
+Convolution conv_16 1 1 19 20 0=24 1=1 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=2304
+Split splitncnn_2 1 2 20 21 22
+Convolution convclip_4 1 1 22 23 0=144 1=1 -23310=2,0.0,6.0 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=3456 9=3
+ConvolutionDepthWise convdwclip_4 1 1 23 24 0=144 1=5 -23310=2,0.0,6.0 11=5 12=1 13=1 14=2 2=1 3=1 4=2 5=1 6=3600 7=144 9=3
+Convolution conv_18 1 1 24 25 0=24 1=1 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=3456
+BinaryOp add_2 2 1 25 21 26 0=0
+Convolution convclip_5 1 1 26 27 0=144 1=1 -23310=2,0.0,6.0 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=3456 9=3
+ConvolutionDepthWise convdwclip_5 1 1 27 28 0=144 1=3 -23310=2,0.0,6.0 11=3 12=1 13=2 14=0 15=1 16=1 2=1 3=2 4=0 5=1 6=1296 7=144 9=3
+Convolution conv_20 1 1 28 29 0=48 1=1 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=6912
+Split splitncnn_3 1 2 29 30 31
+Convolution convclip_6 1 1 31 32 0=288 1=1 -23310=2,0.0,6.0 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=13824 9=3
+ConvolutionDepthWise convdwclip_6 1 1 32 33 0=288 1=3 -23310=2,0.0,6.0 11=3 12=1 13=1 14=1 2=1 3=1 4=1 5=1 6=2592 7=288 9=3
+Convolution conv_22 1 1 33 34 0=48 1=1 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=13824
+BinaryOp add_3 2 1 34 30 35 0=0
+Split splitncnn_4 1 2 35 36 37
+Convolution convclip_7 1 1 37 38 0=288 1=1 -23310=2,0.0,6.0 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=13824 9=3
+ConvolutionDepthWise convdwclip_7 1 1 38 39 0=288 1=3 -23310=2,0.0,6.0 11=3 12=1 13=1 14=1 2=1 3=1 4=1 5=1 6=2592 7=288 9=3
+Convolution conv_24 1 1 39 40 0=48 1=1 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=13824
+BinaryOp add_4 2 1 40 36 41 0=0
+Convolution convclip_8 1 1 41 42 0=288 1=1 -23310=2,0.0,6.0 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=13824 9=3
+ConvolutionDepthWise convdwclip_8 1 1 42 43 0=288 1=5 -23310=2,0.0,6.0 11=5 12=1 13=1 14=2 2=1 3=1 4=2 5=1 6=7200 7=288 9=3
+Convolution conv_26 1 1 43 44 0=64 1=1 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=18432
+Split splitncnn_5 1 2 44 45 46
+Convolution convclip_9 1 1 46 47 0=384 1=1 -23310=2,0.0,6.0 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=24576 9=3
+ConvolutionDepthWise convdwclip_9 1 1 47 48 0=384 1=5 -23310=2,0.0,6.0 11=5 12=1 13=1 14=2 2=1 3=1 4=2 5=1 6=9600 7=384 9=3
+Convolution conv_28 1 1 48 49 0=64 1=1 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=24576
+BinaryOp add_5 2 1 49 45 50 0=0
+Split splitncnn_6 1 2 50 51 52
+Convolution convclip_10 1 1 52 53 0=384 1=1 -23310=2,0.0,6.0 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=24576 9=3
+ConvolutionDepthWise convdwclip_10 1 1 53 54 0=384 1=5 -23310=2,0.0,6.0 11=5 12=1 13=1 14=2 2=1 3=1 4=2 5=1 6=9600 7=384 9=3
+Convolution conv_30 1 1 54 55 0=64 1=1 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=24576
+BinaryOp add_6 2 1 55 51 56 0=0
+Convolution convclip_11 1 1 56 57 0=384 1=1 -23310=2,0.0,6.0 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=24576 9=3
+ConvolutionDepthWise convdwclip_11 1 1 57 58 0=384 1=5 -23310=2,0.0,6.0 11=5 12=1 13=2 14=1 15=2 16=2 2=1 3=2 4=1 5=1 6=9600 7=384 9=3
+Convolution conv_32 1 1 58 59 0=112 1=1 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=43008
+Split splitncnn_7 1 2 59 60 61
+Convolution convclip_12 1 1 61 62 0=672 1=1 -23310=2,0.0,6.0 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=75264 9=3
+ConvolutionDepthWise convdwclip_12 1 1 62 63 0=672 1=5 -23310=2,0.0,6.0 11=5 12=1 13=1 14=2 2=1 3=1 4=2 5=1 6=16800 7=672 9=3
+Convolution conv_34 1 1 63 64 0=112 1=1 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=75264
+BinaryOp add_7 2 1 64 60 65 0=0
+Split splitncnn_8 1 2 65 66 67
+Convolution convclip_13 1 1 67 68 0=672 1=1 -23310=2,0.0,6.0 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=75264 9=3
+ConvolutionDepthWise convdwclip_13 1 1 68 69 0=672 1=5 -23310=2,0.0,6.0 11=5 12=1 13=1 14=2 2=1 3=1 4=2 5=1 6=16800 7=672 9=3
+Convolution conv_36 1 1 69 70 0=112 1=1 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=75264
+BinaryOp add_8 2 1 70 66 71 0=0
+Split splitncnn_9 1 2 71 72 73
+Convolution convclip_14 1 1 73 74 0=672 1=1 -23310=2,0.0,6.0 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=75264 9=3
+ConvolutionDepthWise convdwclip_14 1 1 74 75 0=672 1=5 -23310=2,0.0,6.0 11=5 12=1 13=1 14=2 2=1 3=1 4=2 5=1 6=16800 7=672 9=3
+Convolution conv_38 1 1 75 76 0=112 1=1 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=75264
+BinaryOp add_9 2 1 76 72 77 0=0
+Convolution convclip_15 1 1 77 78 0=672 1=1 -23310=2,0.0,6.0 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=75264 9=3
+ConvolutionDepthWise convdwclip_15 1 1 78 79 0=672 1=3 -23310=2,0.0,6.0 11=3 12=1 13=1 14=1 2=1 3=1 4=1 5=1 6=6048 7=672 9=3
+Pooling gap_0 1 1 79 80 0=1 4=1
+Reshape reshape_45 1 1 80 81 0=1 1=1 2=-1
+Squeeze squeeze_78 1 1 81 82 -23303=2,1,2
+Split splitncnn_10 1 4 82 83 84 85 86
+InnerProduct linear_42 1 1 84 out0 0=63 1=1 2=42336
+InnerProduct linear_43 1 1 83 out3 0=63 1=1 2=42336
+InnerProduct fcsigmoid_0 1 1 85 out2 0=1 1=1 2=672 9=4
+InnerProduct fcsigmoid_1 1 1 86 out1 0=1 1=1 2=672 9=4

hands/models/ncnn/palm-int8.ncnn.param

@@ -0,0 +1,151 @@
+7767517
+149 177
+Input                    in0                      0 1 in0
+Convolution              padconv_0                1 1 in0 2 0=32 1=5 3=2 4=1 15=2 16=2 5=1 6=2400 8=2
+PReLU                    prelu_41                 1 1 2 3 0=32
+Split                    splitncnn_0              1 2 3 4 5
+ConvolutionDepthWise     convdw_76                1 1 5 6 0=32 1=5 4=2 5=1 6=800 7=32 8=101
+Convolution              conv_12                  1 1 6 7 0=32 1=1 5=1 6=1024 8=2
+BinaryOp                 add_0                    2 1 4 7 8
+PReLU                    prelu_42                 1 1 8 9 0=32
+Split                    splitncnn_1              1 2 9 10 11
+ConvolutionDepthWise     convdw_77                1 1 11 12 0=32 1=5 4=2 5=1 6=800 7=32 8=101
+Convolution              conv_13                  1 1 12 13 0=32 1=1 5=1 6=1024 8=2
+BinaryOp                 add_1                    2 1 10 13 14
+PReLU                    prelu_43                 1 1 14 15 0=32
+Split                    splitncnn_2              1 2 15 16 17
+ConvolutionDepthWise     convdw_78                1 1 17 18 0=32 1=5 4=2 5=1 6=800 7=32 8=101
+Convolution              conv_14                  1 1 18 19 0=32 1=1 5=1 6=1024 8=2
+BinaryOp                 add_2                    2 1 16 19 20
+PReLU                    prelu_44                 1 1 20 21 0=32
+Split                    splitncnn_3              1 2 21 22 23
+Pooling                  maxpool2d_2              1 1 22 24 1=2 2=2 5=1
+Padding                  Pad_16                   1 1 24 25 8=32
+ConvolutionDepthWise     padconvdw_0              1 1 23 26 0=32 1=5 3=2 4=1 15=2 16=2 5=1 6=800 7=32 8=101
+Convolution              conv_15                  1 1 26 27 0=64 1=1 5=1 6=2048 8=2
+BinaryOp                 add_3                    2 1 25 27 28
+PReLU                    prelu_45                 1 1 28 29 0=64
+Split                    splitncnn_4              1 2 29 30 31
+ConvolutionDepthWise     convdw_80                1 1 31 32 0=64 1=5 4=2 5=1 6=1600 7=64 8=101
+Convolution              conv_16                  1 1 32 33 0=64 1=1 5=1 6=4096 8=2
+BinaryOp                 add_4                    2 1 30 33 34
+PReLU                    prelu_46                 1 1 34 35 0=64
+Split                    splitncnn_5              1 2 35 36 37
+ConvolutionDepthWise     convdw_81                1 1 37 38 0=64 1=5 4=2 5=1 6=1600 7=64 8=101
+Convolution              conv_17                  1 1 38 39 0=64 1=1 5=1 6=4096 8=2
+BinaryOp                 add_5                    2 1 36 39 40
+PReLU                    prelu_47                 1 1 40 41 0=64
+Split                    splitncnn_6              1 2 41 42 43
+ConvolutionDepthWise     convdw_82                1 1 43 44 0=64 1=5 4=2 5=1 6=1600 7=64 8=101
+Convolution              conv_18                  1 1 44 45 0=64 1=1 5=1 6=4096 8=2
+BinaryOp                 add_6                    2 1 42 45 46
+PReLU                    prelu_48                 1 1 46 47 0=64
+Split                    splitncnn_7              1 2 47 48 49
+Pooling                  maxpool2d_3              1 1 48 50 1=2 2=2 5=1
+Padding                  Pad_34                   1 1 50 51 8=64
+ConvolutionDepthWise     padconvdw_1              1 1 49 52 0=64 1=5 3=2 4=1 15=2 16=2 5=1 6=1600 7=64 8=101
+Convolution              conv_19                  1 1 52 53 0=128 1=1 5=1 6=8192 8=2
+BinaryOp                 add_7                    2 1 51 53 54
+PReLU                    prelu_49                 1 1 54 55 0=128
+Split                    splitncnn_8              1 2 55 56 57
+ConvolutionDepthWise     convdw_84                1 1 57 58 0=128 1=5 4=2 5=1 6=3200 7=128 8=101
+Convolution              conv_20                  1 1 58 59 0=128 1=1 5=1 6=16384 8=2
+BinaryOp                 add_8                    2 1 56 59 60
+PReLU                    prelu_50                 1 1 60 61 0=128
+Split                    splitncnn_9              1 2 61 62 63
+ConvolutionDepthWise     convdw_85                1 1 63 64 0=128 1=5 4=2 5=1 6=3200 7=128 8=101
+Convolution              conv_21                  1 1 64 65 0=128 1=1 5=1 6=16384 8=2
+BinaryOp                 add_9                    2 1 62 65 66
+PReLU                    prelu_51                 1 1 66 67 0=128
+Split                    splitncnn_10             1 2 67 68 69
+ConvolutionDepthWise     convdw_86                1 1 69 70 0=128 1=5 4=2 5=1 6=3200 7=128 8=101
+Convolution              conv_22                  1 1 70 71 0=128 1=1 5=1 6=16384 8=2
+BinaryOp                 add_10                   2 1 68 71 72
+PReLU                    prelu_52                 1 1 72 73 0=128
+Split                    splitncnn_11             1 3 73 74 75 76
+Pooling                  maxpool2d_4              1 1 75 77 1=2 2=2 5=1
+Padding                  Pad_52                   1 1 77 78 8=128
+ConvolutionDepthWise     padconvdw_2              1 1 76 79 0=128 1=5 3=2 4=1 15=2 16=2 5=1 6=3200 7=128 8=101
+Convolution              conv_23                  1 1 79 80 0=256 1=1 5=1 6=32768 8=2
+BinaryOp                 add_11                   2 1 78 80 81
+PReLU                    prelu_53                 1 1 81 82 0=256
+Split                    splitncnn_12             1 2 82 83 84
+ConvolutionDepthWise     convdw_88                1 1 84 85 0=256 1=5 4=2 5=1 6=6400 7=256 8=101
+Convolution              conv_24                  1 1 85 86 0=256 1=1 5=1 6=65536 8=2
+BinaryOp                 add_12                   2 1 83 86 87
+PReLU                    prelu_54                 1 1 87 88 0=256
+Split                    splitncnn_13             1 2 88 89 90
+ConvolutionDepthWise     convdw_89                1 1 90 91 0=256 1=5 4=2 5=1 6=6400 7=256 8=101
+Convolution              conv_25                  1 1 91 92 0=256 1=1 5=1 6=65536 8=2
+BinaryOp                 add_13                   2 1 89 92 93
+PReLU                    prelu_55                 1 1 93 94 0=256
+Split                    splitncnn_14             1 2 94 95 96
+ConvolutionDepthWise     convdw_90                1 1 96 97 0=256 1=5 4=2 5=1 6=6400 7=256 8=101
+Convolution              conv_26                  1 1 97 98 0=256 1=1 5=1 6=65536 8=2
+BinaryOp                 add_14                   2 1 95 98 99
+PReLU                    prelu_56                 1 1 99 100 0=256
+Split                    splitncnn_15             1 3 100 101 102 103
+Pooling                  maxpool2d_5              1 1 102 104 1=2 2=2 5=1
+ConvolutionDepthWise     padconvdw_3              1 1 103 105 0=256 1=5 3=2 4=1 15=2 16=2 5=1 6=6400 7=256 8=101
+Convolution              conv_27                  1 1 105 106 0=256 1=1 5=1 6=65536 8=2
+BinaryOp                 add_15                   2 1 104 106 107
+PReLU                    prelu_57                 1 1 107 108 0=256
+Split                    splitncnn_16             1 2 108 109 110
+ConvolutionDepthWise     convdw_92                1 1 110 111 0=256 1=5 4=2 5=1 6=6400 7=256 8=101
+Convolution              conv_28                  1 1 111 112 0=256 1=1 5=1 6=65536 8=2
+BinaryOp                 add_16                   2 1 109 112 113
+PReLU                    prelu_58                 1 1 113 114 0=256
+Split                    splitncnn_17             1 2 114 115 116
+ConvolutionDepthWise     convdw_93                1 1 116 117 0=256 1=5 4=2 5=1 6=6400 7=256 8=101
+Convolution              conv_29                  1 1 117 118 0=256 1=1 5=1 6=65536 8=2
+BinaryOp                 add_17                   2 1 115 118 119
+PReLU                    prelu_59                 1 1 119 120 0=256
+Split                    splitncnn_18             1 2 120 121 122
+ConvolutionDepthWise     convdw_94                1 1 122 123 0=256 1=5 4=2 5=1 6=6400 7=256 8=101
+Convolution              conv_30                  1 1 123 124 0=256 1=1 5=1 6=65536 8=2
+BinaryOp                 add_18                   2 1 121 124 125
+PReLU                    prelu_60                 1 1 125 126 0=256
+Interp                   interpolate_0            1 1 126 127 0=2 3=12 4=12
+Convolution              conv_31                  1 1 127 128 0=256 1=1 5=1 6=65536 8=2
+PReLU                    prelu_61                 1 1 128 129 0=256
+BinaryOp                 add_19                   2 1 101 129 130
+Split                    splitncnn_19             1 2 130 131 132
+ConvolutionDepthWise     convdw_95                1 1 132 133 0=256 1=5 4=2 5=1 6=6400 7=256 8=101
+Convolution              conv_32                  1 1 133 134 0=256 1=1 5=1 6=65536 8=2
+BinaryOp                 add_20                   2 1 131 134 135
+PReLU                    prelu_62                 1 1 135 136 0=256
+Split                    splitncnn_20             1 2 136 137 138
+ConvolutionDepthWise     convdw_96                1 1 138 139 0=256 1=5 4=2 5=1 6=6400 7=256 8=101
+Convolution              conv_33                  1 1 139 140 0=256 1=1 5=1 6=65536 8=2
+BinaryOp                 add_21                   2 1 137 140 141
+PReLU                    prelu_63                 1 1 141 142 0=256
+Split                    splitncnn_21             1 3 142 143 144 145
+Convolution              conv_34                  1 1 145 146 0=108 1=1 5=1 6=27648 8=2
+Permute                  permute_68               1 1 146 147 0=3
+Reshape                  reshape_72               1 1 147 148 0=18 1=864
+Convolution              conv_35                  1 1 144 149 0=6 1=1 5=1 6=1536 8=2
+Permute                  permute_69               1 1 149 150 0=3
+Reshape                  reshape_73               1 1 150 151 0=1 1=864
+Interp                   interpolate_1            1 1 143 152 0=2 3=24 4=24
+Convolution              conv_36                  1 1 152 153 0=128 1=1 5=1 6=32768 8=2
+PReLU                    prelu_64                 1 1 153 154 0=128
+BinaryOp                 add_22                   2 1 74 154 155
+Split                    splitncnn_22             1 2 155 156 157
+ConvolutionDepthWise     convdw_97                1 1 157 158 0=128 1=5 4=2 5=1 6=3200 7=128 8=101
+Convolution              conv_37                  1 1 158 159 0=128 1=1 5=1 6=16384 8=2
+BinaryOp                 add_23                   2 1 156 159 160
+PReLU                    prelu_65                 1 1 160 161 0=128
+Split                    splitncnn_23             1 2 161 162 163
+ConvolutionDepthWise     convdw_98                1 1 163 164 0=128 1=5 4=2 5=1 6=3200 7=128 8=101
+Convolution              conv_38                  1 1 164 165 0=128 1=1 5=1 6=16384 8=2
+BinaryOp                 add_24                   2 1 162 165 166
+PReLU                    prelu_66                 1 1 166 167 0=128
+Split                    splitncnn_24             1 2 167 168 169
+Convolution              conv_39                  1 1 169 170 0=36 1=1 5=1 6=4608 8=2
+Permute                  permute_70               1 1 170 171 0=3
+Reshape                  reshape_74               1 1 171 172 0=18 1=1152
+Concat                   cat_0                    2 1 172 148 out0
+Convolution              conv_40                  1 1 168 174 0=2 1=1 5=1 6=256 8=2
+Permute                  permute_71               1 1 174 175 0=3
+Reshape                  reshape_75               1 1 175 176 0=1 1=1152
+Concat                   cat_1                    2 1 176 151 out1

hands/models/ncnn/palm.ncnn.param

@@ -0,0 +1,151 @@
+7767517
+149 177
+Input                    in0                      0 1 in0
+Convolution padconv_0 1 1 in0 2 0=32 1=5 11=5 12=1 13=2 14=1 15=2 16=2 2=1 3=2 4=1 5=1 6=2400
+PReLU prelu_41 1 1 2 3 0=32
+Split splitncnn_0 1 2 3 4 5
+ConvolutionDepthWise convdw_76 1 1 5 6 0=32 1=5 11=5 12=1 13=1 14=2 2=1 3=1 4=2 5=1 6=800 7=32
+Convolution conv_12 1 1 6 7 0=32 1=1 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=1024
+BinaryOp add_0 2 1 4 7 8 0=0
+PReLU prelu_42 1 1 8 9 0=32
+Split splitncnn_1 1 2 9 10 11
+ConvolutionDepthWise convdw_77 1 1 11 12 0=32 1=5 11=5 12=1 13=1 14=2 2=1 3=1 4=2 5=1 6=800 7=32
+Convolution conv_13 1 1 12 13 0=32 1=1 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=1024
+BinaryOp add_1 2 1 10 13 14 0=0
+PReLU prelu_43 1 1 14 15 0=32
+Split splitncnn_2 1 2 15 16 17
+ConvolutionDepthWise convdw_78 1 1 17 18 0=32 1=5 11=5 12=1 13=1 14=2 2=1 3=1 4=2 5=1 6=800 7=32
+Convolution conv_14 1 1 18 19 0=32 1=1 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=1024
+BinaryOp add_2 2 1 16 19 20 0=0
+PReLU prelu_44 1 1 20 21 0=32
+Split splitncnn_3 1 2 21 22 23
+Pooling maxpool2d_2 1 1 22 24 0=0 1=2 11=2 12=2 13=0 2=2 3=0 5=1
+Padding Pad_16 1 1 24 25 0=0 1=0 2=0 3=0 4=0 5=0.000000e+00 7=0 8=32
+ConvolutionDepthWise padconvdw_0 1 1 23 26 0=32 1=5 11=5 12=1 13=2 14=1 15=2 16=2 2=1 3=2 4=1 5=1 6=800 7=32
+Convolution conv_15 1 1 26 27 0=64 1=1 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=2048
+BinaryOp add_3 2 1 25 27 28 0=0
+PReLU prelu_45 1 1 28 29 0=64
+Split splitncnn_4 1 2 29 30 31
+ConvolutionDepthWise convdw_80 1 1 31 32 0=64 1=5 11=5 12=1 13=1 14=2 2=1 3=1 4=2 5=1 6=1600 7=64
+Convolution conv_16 1 1 32 33 0=64 1=1 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=4096
+BinaryOp add_4 2 1 30 33 34 0=0
+PReLU prelu_46 1 1 34 35 0=64
+Split splitncnn_5 1 2 35 36 37
+ConvolutionDepthWise convdw_81 1 1 37 38 0=64 1=5 11=5 12=1 13=1 14=2 2=1 3=1 4=2 5=1 6=1600 7=64
+Convolution conv_17 1 1 38 39 0=64 1=1 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=4096
+BinaryOp add_5 2 1 36 39 40 0=0
+PReLU prelu_47 1 1 40 41 0=64
+Split splitncnn_6 1 2 41 42 43
+ConvolutionDepthWise convdw_82 1 1 43 44 0=64 1=5 11=5 12=1 13=1 14=2 2=1 3=1 4=2 5=1 6=1600 7=64
+Convolution conv_18 1 1 44 45 0=64 1=1 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=4096
+BinaryOp add_6 2 1 42 45 46 0=0
+PReLU prelu_48 1 1 46 47 0=64
+Split splitncnn_7 1 2 47 48 49
+Pooling maxpool2d_3 1 1 48 50 0=0 1=2 11=2 12=2 13=0 2=2 3=0 5=1
+Padding Pad_34 1 1 50 51 0=0 1=0 2=0 3=0 4=0 5=0.000000e+00 7=0 8=64
+ConvolutionDepthWise padconvdw_1 1 1 49 52 0=64 1=5 11=5 12=1 13=2 14=1 15=2 16=2 2=1 3=2 4=1 5=1 6=1600 7=64
+Convolution conv_19 1 1 52 53 0=128 1=1 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=8192
+BinaryOp add_7 2 1 51 53 54 0=0
+PReLU prelu_49 1 1 54 55 0=128
+Split splitncnn_8 1 2 55 56 57
+ConvolutionDepthWise convdw_84 1 1 57 58 0=128 1=5 11=5 12=1 13=1 14=2 2=1 3=1 4=2 5=1 6=3200 7=128
+Convolution conv_20 1 1 58 59 0=128 1=1 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=16384
+BinaryOp add_8 2 1 56 59 60 0=0
+PReLU prelu_50 1 1 60 61 0=128
+Split splitncnn_9 1 2 61 62 63
+ConvolutionDepthWise convdw_85 1 1 63 64 0=128 1=5 11=5 12=1 13=1 14=2 2=1 3=1 4=2 5=1 6=3200 7=128
+Convolution conv_21 1 1 64 65 0=128 1=1 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=16384
+BinaryOp add_9 2 1 62 65 66 0=0
+PReLU prelu_51 1 1 66 67 0=128
+Split splitncnn_10 1 2 67 68 69
+ConvolutionDepthWise convdw_86 1 1 69 70 0=128 1=5 11=5 12=1 13=1 14=2 2=1 3=1 4=2 5=1 6=3200 7=128
+Convolution conv_22 1 1 70 71 0=128 1=1 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=16384
+BinaryOp add_10 2 1 68 71 72 0=0
+PReLU prelu_52 1 1 72 73 0=128
+Split splitncnn_11 1 3 73 74 75 76
+Pooling maxpool2d_4 1 1 75 77 0=0 1=2 11=2 12=2 13=0 2=2 3=0 5=1
+Padding Pad_52 1 1 77 78 0=0 1=0 2=0 3=0 4=0 5=0.000000e+00 7=0 8=128
+ConvolutionDepthWise padconvdw_2 1 1 76 79 0=128 1=5 11=5 12=1 13=2 14=1 15=2 16=2 2=1 3=2 4=1 5=1 6=3200 7=128
+Convolution conv_23 1 1 79 80 0=256 1=1 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=32768
+BinaryOp add_11 2 1 78 80 81 0=0
+PReLU prelu_53 1 1 81 82 0=256
+Split splitncnn_12 1 2 82 83 84
+ConvolutionDepthWise convdw_88 1 1 84 85 0=256 1=5 11=5 12=1 13=1 14=2 2=1 3=1 4=2 5=1 6=6400 7=256
+Convolution conv_24 1 1 85 86 0=256 1=1 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=65536
+BinaryOp add_12 2 1 83 86 87 0=0
+PReLU prelu_54 1 1 87 88 0=256
+Split splitncnn_13 1 2 88 89 90
+ConvolutionDepthWise convdw_89 1 1 90 91 0=256 1=5 11=5 12=1 13=1 14=2 2=1 3=1 4=2 5=1 6=6400 7=256
+Convolution conv_25 1 1 91 92 0=256 1=1 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=65536
+BinaryOp add_13 2 1 89 92 93 0=0
+PReLU prelu_55 1 1 93 94 0=256
+Split splitncnn_14 1 2 94 95 96
+ConvolutionDepthWise convdw_90 1 1 96 97 0=256 1=5 11=5 12=1 13=1 14=2 2=1 3=1 4=2 5=1 6=6400 7=256
+Convolution conv_26 1 1 97 98 0=256 1=1 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=65536
+BinaryOp add_14 2 1 95 98 99 0=0
+PReLU prelu_56 1 1 99 100 0=256
+Split splitncnn_15 1 3 100 101 102 103
+Pooling maxpool2d_5 1 1 102 104 0=0 1=2 11=2 12=2 13=0 2=2 3=0 5=1
+ConvolutionDepthWise padconvdw_3 1 1 103 105 0=256 1=5 11=5 12=1 13=2 14=1 15=2 16=2 2=1 3=2 4=1 5=1 6=6400 7=256
+Convolution conv_27 1 1 105 106 0=256 1=1 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=65536
+BinaryOp add_15 2 1 104 106 107 0=0
+PReLU prelu_57 1 1 107 108 0=256
+Split splitncnn_16 1 2 108 109 110
+ConvolutionDepthWise convdw_92 1 1 110 111 0=256 1=5 11=5 12=1 13=1 14=2 2=1 3=1 4=2 5=1 6=6400 7=256
+Convolution conv_28 1 1 111 112 0=256 1=1 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=65536
+BinaryOp add_16 2 1 109 112 113 0=0
+PReLU prelu_58 1 1 113 114 0=256
+Split splitncnn_17 1 2 114 115 116
+ConvolutionDepthWise convdw_93 1 1 116 117 0=256 1=5 11=5 12=1 13=1 14=2 2=1 3=1 4=2 5=1 6=6400 7=256
+Convolution conv_29 1 1 117 118 0=256 1=1 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=65536
+BinaryOp add_17 2 1 115 118 119 0=0
+PReLU prelu_59 1 1 119 120 0=256
+Split splitncnn_18 1 2 120 121 122
+ConvolutionDepthWise convdw_94 1 1 122 123 0=256 1=5 11=5 12=1 13=1 14=2 2=1 3=1 4=2 5=1 6=6400 7=256
+Convolution conv_30 1 1 123 124 0=256 1=1 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=65536
+BinaryOp add_18 2 1 121 124 125 0=0
+PReLU prelu_60 1 1 125 126 0=256
+Interp interpolate_0 1 1 126 127 0=2 3=12 4=12 6=0
+Convolution conv_31 1 1 127 128 0=256 1=1 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=65536
+PReLU prelu_61 1 1 128 129 0=256
+BinaryOp add_19 2 1 101 129 130 0=0
+Split splitncnn_19 1 2 130 131 132
+ConvolutionDepthWise convdw_95 1 1 132 133 0=256 1=5 11=5 12=1 13=1 14=2 2=1 3=1 4=2 5=1 6=6400 7=256
+Convolution conv_32 1 1 133 134 0=256 1=1 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=65536
+BinaryOp add_20 2 1 131 134 135 0=0
+PReLU prelu_62 1 1 135 136 0=256
+Split splitncnn_20 1 2 136 137 138
+ConvolutionDepthWise convdw_96 1 1 138 139 0=256 1=5 11=5 12=1 13=1 14=2 2=1 3=1 4=2 5=1 6=6400 7=256
+Convolution conv_33 1 1 139 140 0=256 1=1 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=65536
+BinaryOp add_21 2 1 137 140 141 0=0
+PReLU prelu_63 1 1 141 142 0=256
+Split splitncnn_21 1 3 142 143 144 145
+Convolution conv_34 1 1 145 146 0=108 1=1 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=27648
+Permute permute_68 1 1 146 147 0=3
+Reshape reshape_72 1 1 147 148 0=18 1=864
+Convolution conv_35 1 1 144 149 0=6 1=1 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=1536
+Permute permute_69 1 1 149 150 0=3
+Reshape reshape_73 1 1 150 151 0=1 1=864
+Interp interpolate_1 1 1 143 152 0=2 3=24 4=24 6=0
+Convolution conv_36 1 1 152 153 0=128 1=1 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=32768
+PReLU prelu_64 1 1 153 154 0=128
+BinaryOp add_22 2 1 74 154 155 0=0
+Split splitncnn_22 1 2 155 156 157
+ConvolutionDepthWise convdw_97 1 1 157 158 0=128 1=5 11=5 12=1 13=1 14=2 2=1 3=1 4=2 5=1 6=3200 7=128
+Convolution conv_37 1 1 158 159 0=128 1=1 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=16384
+BinaryOp add_23 2 1 156 159 160 0=0
+PReLU prelu_65 1 1 160 161 0=128
+Split splitncnn_23 1 2 161 162 163
+ConvolutionDepthWise convdw_98 1 1 163 164 0=128 1=5 11=5 12=1 13=1 14=2 2=1 3=1 4=2 5=1 6=3200 7=128
+Convolution conv_38 1 1 164 165 0=128 1=1 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=16384
+BinaryOp add_24 2 1 162 165 166 0=0
+PReLU prelu_66 1 1 166 167 0=128
+Split splitncnn_24 1 2 167 168 169
+Convolution conv_39 1 1 169 170 0=36 1=1 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=4608
+Permute permute_70 1 1 170 171 0=3
+Reshape reshape_74 1 1 171 172 0=18 1=1152
+Concat cat_0 2 1 172 148 out0 0=0
+Convolution conv_40 1 1 168 174 0=2 1=1 11=1 12=1 13=1 14=0 2=1 3=1 4=0 5=1 6=256
+Permute permute_71 1 1 174 175 0=3
+Reshape reshape_75 1 1 175 176 0=1 1=1152
+Concat cat_1 2 1 176 151 out1 0=0

hands/run.sh

@@ -0,0 +1,62 @@
+#!/usr/bin/env bash
+# Install, start, stop, or inspect hand tracking on the Frame: ft-camd (the camera broker) and
+# ft-hands (the tracker), user services that stop with SteamVR. They don't start with it:
+# ft-handsctl on|off (on the Frame) or hands/run.sh start|stop.
+# Usage: hands/run.sh install|uninstall
+#        hands/run.sh caps      # give ft-camd its capabilities again (a rebuild clears them)
+#        hands/run.sh start|stop|restart|status|log [lines]
+# install and caps need the password (sudo setcap, once per build of ft-camd). On the Frame,
+# sudo asks in the terminal. From a PC (or with no terminal), the password comes from
+# steamos_root_pwd in the repo's .env and is sent to sudo -S on stdin, never on a command line.
+set -euo pipefail
+root=$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)
+. "$root/scripts/_env.sh"
+frame="$root/scripts/frame.sh"
+units="frametop-camd.service frametop-hands.service"
+# pidfd_getfd on XRService (ptrace_scope=1), system-wide tracepoints, and their root-only
+# format files. ft-camd drops them all once it has set up.
+caps=cap_sys_ptrace,cap_perfmon,cap_dac_read_search+ep
+
+sudo_run() {
+  if [ "$FRAME_LOCAL" = 1 ] && [ -t 0 ]; then
+    sudo bash -c "$1"  # asks for the password here
+    return
+  fi
+  local pw
+  pw=$(sed -n 's/^steamos_root_pwd=//p' "$root/.env" 2>/dev/null)
+  pw=${pw#[\"\']}; pw=${pw%[\"\']}  # .env values may be quoted
+  [ -n "$pw" ] || { echo "no terminal for sudo, and steamos_root_pwd is missing from $root/.env" >&2; exit 1; }
+  printf '%s\n' "$pw" | on_frame "sudo -S -p '' bash -c $(printf %q "$1")"
+}
+
+set_caps() {  # only when missing: a rebuild clears them, a reinstall doesn't
+  local bin
+  bin=$(printf %q "$FRAME_REPO/hands/build/ft-camd")
+  if on_frame "getcap $bin | grep -q cap_sys_ptrace"; then
+    echo "ft-camd has its capabilities"
+    return
+  fi
+  sudo_run "setcap $caps $bin && getcap $bin"
+}
+
+states="for u in $units; do echo \"\$u: \$(systemctl --user is-active \$u)\"; done"
+
+case ${1:-status} in
+  install)
+    "$root/hands/build.sh"
+    set_caps
+    for u in $units; do
+      fill_template "$root/hands/$u" | on_frame "mkdir -p ~/.config/systemd/user && cat > ~/.config/systemd/user/$u"
+    done
+    # Installed but not started with SteamVR: ft-handsctl on|off (linked into ~/.local/bin).
+    "$frame" --host "set -e; systemctl --user daemon-reload; systemctl --user disable $units 2>/dev/null || true
+mkdir -p ~/.local/bin && ln -sfn $(printf %q "$FRAME_REPO/hands/ft-handsctl") ~/.local/bin/ft-handsctl
+$states; echo 'start it with: ft-handsctl on'" ;;
+  caps) set_caps ;;
+  uninstall) "$frame" --host "systemctl --user disable --now $units 2>/dev/null
+for u in $units; do rm -f ~/.config/systemd/user/\$u; done; systemctl --user daemon-reload; echo removed" ;;
+  start|stop|restart) "$frame" --host "systemctl --user $1 $units; $states" ;;
+  status) "$frame" --host "$states; journalctl --user -u frametop-hands.service --no-pager -o cat -n 4" || true ;;
+  log) "$frame" --host "journalctl --user -u frametop-camd.service -u frametop-hands.service --no-pager -o short -n ${2:-30}" ;;
+  *) echo "usage: $0 install|uninstall|caps|start|stop|restart|status|log [lines]" >&2; exit 2 ;;
+esac

hands/tools/calib.py

@@ -0,0 +1,197 @@
+"""Tracking-camera calibration from the headset's factory files.
+
+/persist/xrservice.json (written by Valve's calibration, loaded by XRService)
+holds, per camera, Kannala-Brandt fisheye intrinsics ("kb": fx fy cx cy k1-k4,
+pixel centres at integer coordinates, as in OpenCV's fisheye model) and a pose
+in the slam_right (Cam0) frame: plus_x/plus_z are the camera axes and position
+its origin, in mm. /persist/device_config.json gives Cam0's pose in the CAD
+frame (cv.cad_from_cal, metres) and the head's pose in CAD (head). The CAD frame
+is +X head-left, +Y up, +Z forward; the head frame is OpenVR's: +x right, +y up,
+-z forward. Camera frames: +z along the optical axis, +x right and +y down in
+the image.
+
+Everything here returns metres in the head frame.
+"""
+import json
+import os
+
+import numpy as np
+
+XRSERVICE_JSON = '/persist/xrservice.json'
+DEVICE_JSON = '/persist/device_config.json'
+# The Arcturus color module's EEPROM: some binary, then its calibration as JSON (world-readable)
+ARCTURUS_EEPROM = '/sys/devices/platform/soc@0/ac15000.cci/i2c-0/0-0050/eeprom'
+ARCTURUS_WIDTH = 1972   # valid pixels per row that XRService's buffers deliver (of 2464)
+
+
+def _pose(d, scale=1.0):
+    """4x4 transform from a {plus_x, plus_z, position} pose (child axes in the parent frame)."""
+    x = np.asarray(d['plus_x'], float)
+    z = np.asarray(d['plus_z'], float)
+    y = np.cross(z, x)
+    T = np.eye(4)
+    T[:3, 0], T[:3, 1], T[:3, 2] = x, y, z
+    T[:3, 3] = np.asarray(d['position'], float) * scale
+    return T
+
+
+class Camera:
+    def __init__(self, name, width, height, kb, head_from_cam):
+        self.name = name
+        self.width, self.height = width, height
+        self.fx, self.fy, self.cx, self.cy = kb['fx'], kb['fy'], kb['cx'], kb['cy']
+        self.k = np.array([kb['k1'], kb['k2'], kb['k3'], kb['k4']])
+        self.head_from_cam = head_from_cam
+        self.R = head_from_cam[:3, :3]               # camera axes in the head frame
+        self.origin = head_from_cam[:3, 3]           # camera centre in the head frame
+
+    def __repr__(self):
+        return 'Camera(%s %dx%d at %s mm)' % (self.name, self.width, self.height,
+                                              np.round(self.origin * 1000, 1))
+
+    def _theta_d(self, theta):
+        t2 = theta * theta
+        k1, k2, k3, k4 = self.k
+        return theta * (1 + t2 * (k1 + t2 * (k2 + t2 * (k3 + t2 * k4))))
+
+    def project_cam(self, p):
+        """Camera-frame points (N,3) -> pixels (N,2). Points behind the lens still map (the lens sees ~180 deg)."""
+        p = np.atleast_2d(p)
+        r = np.hypot(p[:, 0], p[:, 1])
+        theta = np.arctan2(r, p[:, 2])
+        scale = np.where(r > 1e-12, self._theta_d(theta) / np.maximum(r, 1e-12), 0.0)
+        return np.stack([self.fx * p[:, 0] * scale + self.cx, self.fy * p[:, 1] * scale + self.cy], axis=1)
+
+    def unproject(self, uv):
+        """Pixels (N,2) -> unit rays (N,3) in the camera frame."""
+        uv = np.atleast_2d(np.asarray(uv, float))
+        mx = (uv[:, 0] - self.cx) / self.fx
+        my = (uv[:, 1] - self.cy) / self.fy
+        td = np.hypot(mx, my)
+        theta = td.copy()
+        k1, k2, k3, k4 = self.k
+        for _ in range(8):                          # Newton on theta_d(theta) = td
+            t2 = theta * theta
+            f = self._theta_d(theta) - td
+            df = 1 + t2 * (3 * k1 + t2 * (5 * k2 + t2 * (7 * k3 + t2 * 9 * k4)))
+            theta = np.clip(theta - f / df, 0.0, np.pi)
+        s = np.where(td > 1e-12, np.sin(theta) / np.maximum(td, 1e-12), 1.0)
+        return np.stack([mx * s, my * s, np.cos(theta)], axis=1)
+
+    def rays(self, uv):
+        """Pixels -> unit rays in the head frame (all starting at self.origin)."""
+        return self.unproject(uv) @ self.R.T
+
+    def project(self, p_head):
+        """Head-frame points (N,3) -> pixels (N,2) and depth along the optical axis (N,)."""
+        p = (np.atleast_2d(p_head) - self.origin) @ self.R
+        return self.project_cam(p), p[:, 2]
+
+    def angle_from_axis(self, uv):
+        """Angle in degrees between each pixel's ray and the optical axis."""
+        return np.degrees(np.arccos(np.clip(self.unproject(uv)[:, 2], -1, 1)))
+
+
+def device_path(path):
+    """A headset file such as /persist/xrservice.json. In the dev container the host's / is
+    at /run/host (distrobox doesn't mount /persist); off the Frame, FRAME_JOB_DEVICE_ROOT can
+    point at a folder with copies of them."""
+    root = os.environ.get('FRAME_JOB_DEVICE_ROOT')
+    if root:
+        return root + path
+    if not os.access(path, os.R_OK) and os.access('/run/host' + path, os.R_OK):
+        return '/run/host' + path
+    return path
+
+
+def load(xrservice=XRSERVICE_JSON, device=DEVICE_JSON):
+    """{calibration name: Camera} for the tracking cameras, posed in the head frame."""
+    with open(device_path(xrservice)) as f:
+        rig = json.load(f)
+    with open(device_path(device)) as f:
+        dev = json.load(f)
+    cad_from_cam0 = _pose(dev['cv']['cad_from_cal'])
+    head_from_cad = np.linalg.inv(_pose(dev['head']))
+    cams = {}
+    for c in rig['cameras']:
+        kb = next(i for i in c['intrinsics'] if i['cameraModel'] == 'kb')
+        cam0_from_cam = _pose(c['extrinsics'], 1e-3)
+        cams[c['sourceCamera']] = Camera(c['sourceCamera'], c['width'], c['height'], kb,
+                                         head_from_cad @ cad_from_cam0 @ cam0_from_cam)
+    return cams
+
+
+def load_color(eeprom=ARCTURUS_EEPROM, device=DEVICE_JSON, scale=2, crop='subtract'):
+    """{"passthrough_left"/"passthrough_right": Camera} for the Arcturus color cameras, posed in
+    the head frame, for ft-camd --with-color's images (luma at 1/scale size).
+
+    Their calibration is in the CAD frame (mm) with pixel coordinates on the full 2464x2464
+    sensor; each camera also has a cropRegion. crop says how that maps to the delivered
+    image: 'subtract' (image x = sensor x - cropRegion.x) or 'none'. tools/check_color.py
+    tells which fits.
+    """
+    with open(device_path(eeprom), 'rb') as f:
+        raw = f.read()
+    i = raw.rfind(b'{', 0, raw.find(b'"alignment_method"'))
+    rig, _ = json.JSONDecoder().raw_decode(raw[i:].decode('latin1'))
+    with open(device_path(device)) as f:
+        dev = json.load(f)
+    head_from_cad = np.linalg.inv(_pose(dev['head']))
+    cams = {}
+    for c in rig['cameras']:
+        kb = dict(next(k for k in c['intrinsics'] if k['cameraModel'] == 'kb'))
+        region = c.get('cropRegion', {}) if crop == 'subtract' else {}
+        # integer pixel centres: sensor u -> image (u - crop + 0.5) / scale - 0.5
+        kb['cx'] = (kb['cx'] - region.get('x', 0) + 0.5) / scale - 0.5
+        kb['cy'] = (kb['cy'] - region.get('y', 0) + 0.5) / scale - 0.5
+        kb['fx'] /= scale
+        kb['fy'] /= scale
+        cams[c['sourceCamera']] = Camera(c['sourceCamera'], ARCTURUS_WIDTH // scale, c['height'] // scale, kb,
+                                         head_from_cad @ _pose(c['extrinsics'], 1e-3))
+    return cams
+
+
+def triangulate(origins, dirs, weights=None):
+    """Least-squares point closest to several rays. Returns (point, rms distance to the rays)."""
+    A = np.zeros((3, 3))
+    b = np.zeros(3)
+    w = np.ones(len(origins)) if weights is None else np.asarray(weights, float)
+    for o, d, wi in zip(origins, dirs, w):
+        P = np.eye(3) - np.outer(d, d)
+        A += wi * P
+        b += wi * P @ o
+    p = np.linalg.solve(A, b)
+    res = [np.linalg.norm((np.eye(3) - np.outer(d, d)) @ (p - o)) for o, d in zip(origins, dirs)]
+    return p, float(np.sqrt(np.mean(np.square(res))))
+
+
+def triangulate_many(origins, dirs, weights):
+    """Triangulate K points seen from V cameras at once.
+
+    origins (V,3), dirs (V,K,3) unit rays, weights (V,). Returns points (K,3) and
+    each point's rms distance to its rays (K,).
+    """
+    P = np.eye(3) - dirs[..., :, None] * dirs[..., None, :]           # (V,K,3,3)
+    w = weights[:, None, None, None]
+    A = (w * P).sum(0)
+    b = (w * (P @ origins[:, None, :, None])).sum(0)[..., 0]
+    pts = np.linalg.solve(A, b[..., None])[..., 0]
+    off = pts[None] - origins[:, None, :]                              # (V,K,3)
+    perp = off - (off * dirs).sum(-1, keepdims=True) * dirs
+    return pts, np.sqrt((perp ** 2).sum(-1).mean(0))
+
+
+if __name__ == '__main__':
+    cams = load()
+    for cam in cams.values():
+        fwd = [float(v) for v in cam.R[:, 2]]
+        print('%-12s at x %+6.1f y %+6.1f z %+6.1f mm, looks %s' % (
+            cam.name, *(cam.origin * 1000),
+            'right' * (fwd[0] > 0.3) + 'left' * (fwd[0] < -0.3) + ' up' * (fwd[1] > 0.3) +
+            ' down' * (fwd[1] < -0.3) + ' forward' * (fwd[2] < -0.3) + ' back' * (fwd[2] > 0.3)),
+            np.round(fwd, 2))
+        uv = np.array([[cam.cx + 200, cam.cy - 100], [cam.cx - 0.4 * cam.width, cam.cy + 0.3 * cam.height]])
+        err = np.abs(cam.project_cam(cam.unproject(uv)) - uv).max()
+        assert err < 1e-6, err
+    a, b = cams['slam_left'], cams['slam_right']
+    print('slam baseline %.2f mm' % (1000 * np.linalg.norm(a.origin - b.origin)))

hands/tools/check_color.py

@@ -0,0 +1,64 @@
+"""Which color camera is which, and how their calibration maps onto ft-camd's images.
+
+usage: python tools/check_color.py REC_DIR [--sets N]
+
+A recording made with ft-camd --with-color holds color_video<N> frames with each set.
+This matches features between the two color images and scores every reading of the
+calibration: which video node is passthrough_left, and whether the calibration's
+cropRegion is subtracted from x ('subtract') or not ('none'). Only the right reading
+makes true matches' rays meet in front of both cameras. Then it checks the winner against
+the side tracking cameras, which tests the CAD-to-head chain shared with them.
+"""
+import argparse
+import itertools
+import os
+import sys
+
+import numpy as np
+
+sys.path.insert(0, os.path.join(os.path.dirname(os.path.abspath(__file__)), '..'))
+from tools.check_sides import load_cams, matches, score  # noqa: E402
+from tools.show_set import index, read_set  # noqa: E402
+from tools import calib  # noqa: E402
+
+
+def load_color(crop):
+    return calib.load_color(crop=crop)
+
+
+def main():
+    ap = argparse.ArgumentParser()
+    ap.add_argument('rec')
+    ap.add_argument('--sets', type=int, default=8)
+    a = ap.parse_args()
+    path = os.path.join(a.rec, 'sets.bin')
+    offs = index(path)
+    sets = [read_set(path, offs[n]) for n in np.linspace(0, len(offs) - 1, a.sets).astype(int)]
+    nodes = sorted(k for k in sets[0] if k.startswith('color_video'))
+    if len(nodes) != 2:
+        sys.exit('need two color_video<N> cameras in the recording (ft-camd --with-color); found %s' % nodes)
+    pairs = [matches(s[nodes[0]][0], s[nodes[1]][0]) for s in sets]
+    print('%d sets, %d matches between %s and %s' % (len(sets), sum(len(p[0]) for p in pairs), *nodes))
+
+    best = None
+    for crop, left in itertools.product(['subtract', 'none'], nodes):
+        cams = load_color(crop)
+        right = nodes[1] if left == nodes[0] else nodes[0]
+        cam = {left: cams['passthrough_left'], right: cams['passthrough_right']}
+        s = np.mean([score(cam[nodes[0]], cam[nodes[1]], ua, ub) for ua, ub in pairs])
+        print('  %s = passthrough_left, crop %-8s: %3.0f%% of matches meet' % (left, crop, 100 * s))
+        if best is None or s > best[0]:
+            best = (s, crop, left, cam)
+    s, crop, left, cam = best
+    print('best: %s = passthrough_left, crop %s (%.0f%%)' % (left, crop, 100 * s))
+
+    mono = load_cams()
+    for node in nodes:
+        for side in ['slam_left', 'slam_right']:
+            ms = [matches(st[node][0], st[side][0]) for st in sets if side in st]
+            sc = np.mean([score(cam[node], mono[side], ua, ub) for ua, ub in ms]) if ms else 0
+            print('  %s vs %-10s: %4d matches, %3.0f%% meet' % (node, side, sum(len(m[0]) for m in ms), 100 * sc))
+
+
+if __name__ == '__main__':
+    main()

hands/tools/check_sides.py

@@ -0,0 +1,128 @@
+"""Check that the side cameras' images carry the right names (slam_left vs slam_right).
+
+usage: python tools/check_sides.py REC_DIR [--sets N]
+       python tools/check_sides.py --ring [--sets N]    (live, from ft-camd's ring)
+
+With --ring it exits 0 when the names are right, 3 when they're swapped (run ft-hands
+with --swap-sides), and 2 when it can't tell (too little texture in view, or the headset
+isn't worn).
+
+ft-camd tells the two side cameras' buffers apart by the order XRService allocated them,
+and after some XRService restarts that order puts each camera's images under the other's
+name. The tracker then sees every hand in one camera only, at the wrong depth. This
+matches features between the two images and measures how close each pair's rays pass
+with the factory calibration, once as named and once swapped: true matches meet in
+front of both cameras only under the right naming.
+"""
+import argparse
+import os
+import sys
+
+import cv2
+import numpy as np
+
+sys.path.insert(0, os.path.join(os.path.dirname(os.path.abspath(__file__)), '..'))
+from tools.show_set import index, read_set  # noqa: E402
+from tools import calib  # noqa: E402
+
+
+PIPES = {'msm_vfe3_video0': 'slam_left', 'msm_vfe4_video0': 'slam_right'}   # as ft-hands maps them
+
+
+def load_cams():
+    return calib.load()
+
+
+def matches(a, b):
+    """Pixel pairs (N,2), (N,2) of ORB matches between two grey images."""
+    clahe = cv2.createCLAHE(2.0, (8, 8))
+    orb = cv2.ORB_create(3000)
+    ka, da = orb.detectAndCompute(clahe.apply(a), None)
+    kb, db = orb.detectAndCompute(clahe.apply(b), None)
+    if da is None or db is None:
+        return np.zeros((0, 2)), np.zeros((0, 2))
+    pairs = cv2.BFMatcher(cv2.NORM_HAMMING).knnMatch(da, db, k=2)
+    good = [p[0] for p in pairs if len(p) == 2 and p[0].distance < 0.75 * p[1].distance]
+    return (np.array([ka[m.queryIdx].pt for m in good]).reshape(-1, 2),
+            np.array([kb[m.trainIdx].pt for m in good]).reshape(-1, 2))
+
+
+def meet(cam_a, cam_b, ua, ub):
+    """Per match: closest distance between the two rays (m), and whether they meet in front of both."""
+    ra, rb = cam_a.rays(ua), cam_b.rays(ub)
+    w = cam_b.origin - cam_a.origin
+    n = np.cross(ra, rb)
+    nn = np.linalg.norm(n, axis=1)
+    dist = np.abs(w @ n.T) / np.maximum(nn, 1e-12)
+    # ray parameters at the closest points
+    ta = np.einsum('ij,ij->i', np.cross(np.broadcast_to(w, rb.shape), rb), n) / np.maximum(nn ** 2, 1e-12)
+    tb = np.einsum('ij,ij->i', np.cross(np.broadcast_to(w, ra.shape), ra), n) / np.maximum(nn ** 2, 1e-12)
+    return dist, (ta > 0.05) & (tb > 0.05)
+
+
+def score(cam_a, cam_b, ua, ub):
+    """Share of matches whose rays meet within 1 cm, in front of both cameras."""
+    if len(ua) == 0:
+        return 0.0
+    d, front = meet(cam_a, cam_b, ua, ub)
+    return float(np.mean((d < 0.01) & front))
+
+
+def recorded_pairs(rec, count):
+    """(label, slam_left image, slam_right image) from sets spread across a recording."""
+    path = os.path.join(rec, 'sets.bin')
+    offs = index(path)
+    for n in np.linspace(0, len(offs) - 1, count).astype(int):
+        images = read_set(path, offs[n])
+        if 'slam_left' in images and 'slam_right' in images:
+            yield 'set %5d' % n, images['slam_left'][0], images['slam_right'][0]
+
+
+def live_pairs(count):
+    """(label, slam_left image, slam_right image) from ft-camd's ring, half a second apart."""
+    import time
+    from tools.ring import Ring
+    ring = Ring()
+    if not ring.alive():
+        sys.exit('ft-camd isn\'t running (no heartbeat)')
+    cams = {}
+    for c in ring.cams:
+        name = PIPES.get(open('/sys/class/video4linux/video%d/name' % c.node).read().strip())
+        if name and not c.name.endswith('-dark'):
+            cams[name] = c
+    for k in range(count):
+        a, b = ring.read(cams['slam_left']), ring.read(cams['slam_right'])
+        if a is not None and b is not None:
+            yield 'frame %2d' % k, a.image, b.image
+        time.sleep(0.5)
+
+
+def main():
+    ap = argparse.ArgumentParser()
+    ap.add_argument('rec', nargs='?')
+    ap.add_argument('--ring', action='store_true', help='check the live cameras instead of a recording')
+    ap.add_argument('--sets', type=int, default=8, help='how many sets or live frames to check')
+    a = ap.parse_args()
+    if not a.ring and not a.rec:
+        ap.error('give a recording or --ring')
+    cams = load_cams()
+    left, right = cams['slam_left'], cams['slam_right']
+    named = swapped = 0.0
+    n = total_matches = 0
+    for label, img_l, img_r in (live_pairs(a.sets) if a.ring else recorded_pairs(a.rec, a.sets)):
+        ua, ub = matches(img_l, img_r)
+        s_named = score(left, right, ua, ub)     # slam_left's image seen by the left camera
+        s_swapped = score(right, left, ua, ub)   # ... by the right camera
+        named, swapped, n, total_matches = named + s_named, swapped + s_swapped, n + 1, total_matches + len(ua)
+        print('%s: %4d matches, meeting as named %3.0f%%, swapped %3.0f%%' %
+              (label, len(ua), 100 * s_named, 100 * s_swapped))
+    if n == 0 or total_matches < 100 or abs(named - swapped) / n < 0.2:
+        print('side cameras: can\'t tell (%d matches)' % total_matches)
+        sys.exit(2)
+    print('side cameras: %s (named %.2f, swapped %.2f)' %
+          ('as named' if named > swapped else 'SWAPPED', named / n, swapped / n))
+    sys.exit(0 if named > swapped else 3)
+
+
+if __name__ == '__main__':
+    main()

hands/tools/convert_models.py

@@ -0,0 +1,81 @@
+"""Convert the OpenCV Zoo ONNX ports of MediaPipe's hand models to ncnn.
+
+The ONNX files are Apache-2.0 ports of MediaPipe's palm detector and hand
+landmark models (huggingface.co/opencv/palm_detection_mediapipe and
+huggingface.co/opencv/handpose_estimation_mediapipe). pnnx does the
+conversion; two fix-ups follow:
+
+- The palm detector widens channels with ONNX Pad on the channel axis. pnnx
+  emits an ncnn layer called "Pad", which ncnn doesn't have, so rewrite those
+  as ncnn Padding with the channel-end amount (param 8 = behind).
+- Both models take NHWC input and start with a Permute to NCHW. Drop it, so we
+  can hand ncnn planar CHW Mats straight from the preprocessing step.
+
+usage: python convert_models.py   (writes models/ncnn/{palm,hand}.ncnn.{param,bin})
+"""
+import os
+import re
+import shutil
+import subprocess
+import sys
+import tempfile
+
+HERE = os.path.dirname(os.path.abspath(__file__))
+ROOT = os.path.join(HERE, '..')
+PNNX = os.path.join(sys.prefix, 'lib', 'python%d.%d' % sys.version_info[:2], 'site-packages', 'pnnx', 'pnnx')
+MODELS = [('palm', 'palm_detection_mediapipe_2023feb', 192),
+          ('hand', 'handpose_estimation_mediapipe_2023feb', 224)]
+
+
+def patch(param_text, pnnx_param_text):
+    lines = param_text.splitlines()
+    assert lines[0] == '7767517'
+    nlayers, nblobs = map(int, lines[1].split())
+    body = lines[2:]
+
+    # Channel pads: amounts come from the pnnx graph, which keeps the pads tuple.
+    pads = dict(re.findall(r'^Pad\s+(\S+)\s.*pads=\(0,0,0,0,0,(\d+),0,0\)', pnnx_param_text, re.M))
+    for i, line in enumerate(body):
+        f = line.split()
+        if f[0] == 'Pad':
+            amount = pads[f[1]]
+            body[i] = 'Padding %s %s %s %s %s 0=0 1=0 2=0 3=0 4=0 5=0.000000e+00 7=0 8=%s' % (
+                f[1], f[2], f[3], f[4], f[5], amount)
+
+    # Input permute: feed its consumers from in0 instead.
+    perm = next(i for i, line in enumerate(body) if line.split()[0] == 'Permute')
+    f = body[perm].split()
+    assert f[4] == 'in0' and f[6] == '0=4', body[perm]
+    blob = f[5]
+    del body[perm]
+    for i, line in enumerate(body):
+        f = line.split()
+        if f[0] == 'Input':
+            continue
+        nin, nout = int(f[2]), int(f[3])
+        ins = ['in0' if b == blob else b for b in f[4:4 + nin]]
+        body[i] = ' '.join(f[:4] + ins + f[4 + nin:])
+    return '\n'.join(['7767517', '%d %d' % (nlayers - 1, nblobs - 1)] + body) + '\n'
+
+
+def main():
+    out = os.path.join(ROOT, 'models', 'ncnn')
+    os.makedirs(out, exist_ok=True)
+    for short, name, size in MODELS:
+        src = os.path.join(ROOT, 'models', 'onnx', name + '.onnx')
+        with tempfile.TemporaryDirectory() as tmp:
+            shutil.copy(src, tmp)
+            subprocess.run([PNNX, name + '.onnx', 'inputshape=[1,%d,%d,3]' % (size, size), 'fp16=1'],
+                           cwd=tmp, check=True, stdout=subprocess.DEVNULL, stderr=subprocess.DEVNULL)
+            with open(os.path.join(tmp, name + '.ncnn.param')) as f:
+                param = f.read()
+            with open(os.path.join(tmp, name + '.pnnx.param')) as f:
+                pparam = f.read()
+            with open(os.path.join(out, short + '.ncnn.param'), 'w') as f:
+                f.write(patch(param, pparam))
+            shutil.copy(os.path.join(tmp, name + '.ncnn.bin'), os.path.join(out, short + '.ncnn.bin'))
+        print('wrote', short)
+
+
+if __name__ == '__main__':
+    main()

hands/tools/cut_sets.py

@@ -0,0 +1,51 @@
+"""Copy a few frame sets out of a recording (ft-hands --record) into a small one, to look at
+or check elsewhere without moving gigabytes. Plain Python, so it runs on the Frame's host.
+
+usage: python3 tools/cut_sets.py REC_DIR OUT_DIR [--sets N] (8, spread evenly) | [--at I,J,...]
+"""
+import argparse
+import os
+import struct
+
+HDR = struct.Struct('<8sII')
+
+
+def offsets(path):
+    offs, size = [], os.path.getsize(path)
+    with open(path, 'rb') as f:
+        off = 0
+        while off + HDR.size <= size:
+            f.seek(off)
+            magic, _, nbytes = HDR.unpack(f.read(HDR.size))
+            if magic[:7] != b'FHSET01' or off + nbytes > size:
+                break
+            offs.append((off, nbytes))
+            off += nbytes
+    return offs
+
+
+def main():
+    ap = argparse.ArgumentParser()
+    ap.add_argument('rec')
+    ap.add_argument('out')
+    ap.add_argument('--sets', type=int, default=8)
+    ap.add_argument('--at', default='')
+    a = ap.parse_args()
+    src = os.path.join(a.rec, 'sets.bin')
+    offs = offsets(src)
+    if a.at:
+        pick = [int(i) for i in a.at.split(',')]
+    else:
+        n = max(1, min(a.sets, len(offs)))
+        pick = [round(i * (len(offs) - 1) / max(n - 1, 1)) for i in range(n)]
+    os.makedirs(a.out, exist_ok=True)
+    with open(src, 'rb') as f, open(os.path.join(a.out, 'sets.bin'), 'wb') as out:
+        for i in pick:
+            off, nbytes = offs[i]
+            f.seek(off)
+            out.write(f.read(nbytes))
+    print('%d of %d sets (%s) -> %s' % (len(pick), len(offs), ','.join(map(str, pick)), a.out))
+
+
+if __name__ == '__main__':
+    main()

hands/tools/depth_report.py

@@ -0,0 +1,256 @@
+"""How good the tracker's depth is, from a replay's depth dump, without ground truth.
+
+usage: python3 tools/depth_report.py DEPTH [DEPTH...] [--still M/S]
+
+DEPTH comes from `hands/build/ft-handreplay DIR --depth DEPTH`. Every measure is split by how the
+hand was seen: by the two lower cameras ("lower pair"), by a lower and an upper camera on
+one side ("lower+upper"), or by one camera. Distances are from the head (between the eyes).
+
+1. How the hands were seen: the share of hand updates in each way, by distance.
+2. Noise along the line of sight against across it. Each update's palm is compared with a
+   straight line through the two updates before it (ft-handreplay's jitter measure), and the
+   miss is split along the line from the hand's cameras to the palm and across it. Given
+   as a robust sigma per axis, measured (as triangulated) and published (after the One Euro
+   filter), on updates where the published palm moved slower than --still (default 0.15
+   m/s), so the miss is mostly noise and not the hand speeding up. For two cameras,
+   geometry predicts along/across = 2 Z / B: Z the distance, B the cameras' baseline
+   across the line of sight.
+3. One-camera distance: on two-camera updates, each camera's one-view guess (distance from
+   how big the palm looks, at the user's learned hand size) against the triangulated
+   distance from that camera.
+4. A camera lost: from two-camera updates, what the tracker would have had if one of the
+   two cameras dropped out there. It keeps the last distance and moves a share of the way
+   to the one-view guess each update (0.1 now, kMonoDepthGain in track/tracker.cpp);
+   also shown with other shares, 0 (keep the distance) and 1 (take each guess), and with
+   the guess first scaled by how far off it was while both cameras saw the hand. Compared with the
+   triangulated distance from that camera, 0.1-2 s after the loss.
+"""
+import argparse
+import collections
+
+import numpy as np
+
+BINS = [0.0, 0.35, 0.50, 0.65, 9.0]
+BIN_NAMES = ['<35 cm', '35-50', '50-65', '65+ cm']
+MODES = ['lower pair', 'lower+upper', 'one camera']
+HORIZONS = [0.1, 0.25, 0.5, 1.0, 2.0]
+# (share of the way toward the one-view guess per update, whether the guess is first scaled by
+# how far off it was while both cameras saw the hand)
+GAINS = [(0.0, False), (0.02, False), (0.05, False), (0.1, False), (1.0, False), (0.1, True), (1.0, True)]
+GAP = 0.1   # s: a longer gap between a hand's updates breaks its run
+
+
+def load(path):
+    cams, rows = {}, []
+    with open(path) as f:
+        for line in f:
+            w = line.split()
+            if not w:
+                continue
+            if w[0] == '#':
+                if w[1] == 'cam':
+                    cams[w[2]] = (np.array([float(x) for x in w[3:6]]), float(w[6]))
+                continue
+            r = {'t': float(w[0]), 'id': int(w[1]), 'side': w[2], 'n': int(w[3]),
+                 'cams': w[4], 'res': float(w[5]), 'scale': float(w[6]),
+                 'raw': np.array([float(x) for x in w[7:10]]), 'sm': np.array([float(x) for x in w[10:13]]),
+                 'views': {}}
+            for k in range(13, len(w), 5):
+                r['views'][w[k]] = np.array([float(x) for x in w[k + 2:k + 5]])
+            rows.append(r)
+    return cams, rows
+
+
+def mode(r):
+    names = r['cams'].split('+')
+    if r['n'] == 1:
+        return 'one camera'
+    if sorted(names) == ['slam_left', 'slam_right']:
+        return 'lower pair'
+    if len(names) == 2 and all(n.startswith(('slam_', 'upper_')) for n in names) and \
+            names[0].split('_')[1] == names[1].split('_')[1]:
+        return 'lower+upper'
+    return 'other'
+
+
+def dist_bin(p):
+    return min(np.searchsorted(BINS, np.linalg.norm(p), side='right') - 1, len(BIN_NAMES) - 1)
+
+
+def tracks(rows):
+    """A hand's updates, in order, split where they're more than GAP apart."""
+    by_id = collections.defaultdict(list)
+    for r in rows:
+        by_id[r['id']].append(r)
+    for rs in by_id.values():
+        run = [rs[0]]
+        for r in rs[1:]:
+            if r['t'] - run[-1]['t'] >= GAP:
+                yield run
+                run = []
+            run.append(r)
+        yield run
+
+
+def two_camera_runs(rows):
+    """Stretches of a hand's updates all seen by the same two cameras."""
+    for run in tracks(rows):
+        seg = []
+        for r in run:
+            ok = r['n'] == 2 and mode(r) != 'other'
+            if ok and seg and r['cams'] == seg[-1]['cams']:
+                seg.append(r)
+                continue
+            if len(seg) > 2:
+                yield seg
+            seg = [r] if ok else []
+        if len(seg) > 2:
+            yield seg
+
+
+def pct(v, q):
+    return np.percentile(v, q) if len(v) else float('nan')
+
+
+def seen_share(rows):
+    print('\n1. How the hands were seen (share of hand updates)')
+    count = collections.Counter((mode(r), dist_bin(r['raw'])) for r in rows)
+    total = collections.Counter(dist_bin(r['raw']) for r in rows)
+    print('%-12s' % '' + ''.join('%10s' % b for b in BIN_NAMES) + '%10s' % 'all')
+    for m in MODES + ['other']:
+        cells = [100 * count[m, b] / max(total[b], 1) for b in range(len(BIN_NAMES))]
+        allp = 100 * sum(count[m, b] for b in range(len(BIN_NAMES))) / max(len(rows), 1)
+        print('%-12s' % m + ''.join('%9.0f%%' % c for c in cells) + '%9.0f%%' % allp)
+    print('%-12s' % 'updates' + ''.join('%10d' % total[b] for b in range(len(BIN_NAMES))) + '%10d' % len(rows))
+    res = collections.defaultdict(list)
+    for r in rows:
+        if r['res'] >= 0:
+            res[mode(r)].append(r['res'] * 1000)
+    print('triangulation residual (rms ray miss, median): ' +
+          ', '.join('%s %.1f mm' % (m, np.median(v)) for m, v in res.items()))
+
+
+def noise(rows, cams, still):
+    print('\n2. Noise along the line of sight vs across it (sigma per axis, mm; palm slower than %.2f m/s)' % still)
+    acc = collections.defaultdict(lambda: collections.defaultdict(list))
+    for run in tracks(rows):
+        for a, b, c in zip(run, run[1:], run[2:]):
+            if not (mode(a) == mode(b) == mode(c)) or a['cams'] != b['cams'] or b['cams'] != c['cams']:
+                continue
+            dt0, dt1 = b['t'] - a['t'], c['t'] - b['t']
+            if dt0 < 1e-3 or np.linalg.norm(b['sm'] - a['sm']) / dt0 > still:
+                continue
+            names = b['cams'].split('+')
+            origins = [cams[n][0] for n in names]
+            o = np.mean(origins, axis=0)
+            u = b['raw'] - o
+            z = np.linalg.norm(u)
+            u /= z
+            key = (mode(b), dist_bin(b['raw']))
+            for kind in ('raw', 'sm'):
+                miss = c[kind] - b[kind] - (b[kind] - a[kind]) * (dt1 / dt0)
+                along = miss @ u
+                acc[key][kind + '_along'].append(abs(along))
+                acc[key][kind + '_across'].append(np.linalg.norm(miss - along * u))
+            if len(origins) == 2:
+                base = origins[0] - origins[1]
+                acc[key]['pred'].append(2 * z / np.linalg.norm(base - (base @ u) * u))
+    # |along| is half-normal: sigma = median / 0.674; |across| is Rayleigh (2 axes): sigma = median / 1.177
+    print('%-12s %-7s %6s | %-24s | %-24s | %s' % ('', '', 'n', 'measured along/across', 'published along/across',
+                                                  'ratio measured (geometry)'))
+    for m in MODES:
+        for bi, bn in enumerate(BIN_NAMES):
+            d = acc.get((m, bi))
+            if not d or len(d['raw_along']) < 20:
+                continue
+            s = {k: np.median(v) / (0.674 if k.endswith('along') else 1.177) * 1000
+                 for k, v in d.items() if k != 'pred'}
+            pred = '(%.1f)' % np.median(d['pred']) if d['pred'] else ''
+            print('%-12s %-7s %6d | %7.1f / %-5.1f  x%-6.1f | %7.1f / %-5.1f  x%-6.1f | x%.1f %s' % (
+                m, bn, len(d['raw_along']), s['raw_along'], s['raw_across'], s['raw_along'] / s['raw_across'],
+                s['sm_along'], s['sm_across'], s['sm_along'] / s['sm_across'],
+                s['raw_along'] / s['raw_across'], pred))
+
+
+def one_camera(rows, cams):
+    print('\n3. One-camera distance vs triangulated, on two-camera updates (error of the one-view guess)')
+    acc = collections.defaultdict(list)
+    for r in rows:
+        if r['n'] != 2 or mode(r) == 'other':
+            continue
+        for name, p in r['views'].items():
+            if np.isnan(p).any():
+                continue
+            o = cams[name][0]
+            truth = np.linalg.norm(r['raw'] - o)
+            acc[name.split('_')[0], dist_bin(r['raw'])].append((np.linalg.norm(p - o) - truth, truth))
+    print('%-8s %-7s %6s %12s %12s %14s %12s' % ('camera', '', 'n', 'median |err|', '90% |err|', 'median |err| %',
+                                                  'bias'))
+    for cam in ('slam', 'upper'):
+        for bi, bn in enumerate(BIN_NAMES):
+            v = acc.get((cam, bi))
+            if not v or len(v) < 20:
+                continue
+            e = np.array([x[0] for x in v])
+            rel = e / np.array([x[1] for x in v])
+            print('%-8s %-7s %6d %9.0f mm %9.0f mm %13.0f%% %+11.0f%%' % (
+                'lower' if cam == 'slam' else 'upper', bn, len(v), 1000 * np.median(abs(e)), 1000 * pct(abs(e), 90),
+                100 * np.median(abs(rel)), 100 * np.median(rel)))
+
+
+def lost_camera(rows, cams):
+    print('\n4. A camera lost: distance error after the loss (median |err| mm / 90% mm), by how the tracker '
+          'moves toward the one-view guess each update ("scaled": the guess times how far off it was, '
+          'triangulated / guess, median over the last 30 two-camera updates)')
+    errs = collections.defaultdict(list)
+    for run in two_camera_runs(rows):
+        for s in range(1, len(run) - 1, 3):
+            for name in run[s]['views']:
+                o = cams[name][0]
+                guess = lambda r: np.linalg.norm(r['views'][name] - o)
+                ratios = [np.linalg.norm(r['raw'] - o) / guess(r) for r in run[max(0, s - 30):s]
+                          if not np.isnan(r['views'][name]).any()]
+                ratio = np.median(ratios) if ratios else 1.0
+                for g, scaled in GAINS:
+                    d = np.linalg.norm(run[s - 1]['raw'] - o)
+                    h = 0
+                    for r in run[s:]:
+                        if np.isnan(r['views'][name]).any():
+                            break
+                        d += g * (guess(r) * (ratio if scaled else 1.0) - d)
+                        elapsed = r['t'] - run[s - 1]['t']
+                        while h < len(HORIZONS) and elapsed >= HORIZONS[h]:
+                            errs[g, scaled, HORIZONS[h], name.split('_')[0]].append(abs(d - np.linalg.norm(r['raw'] - o)))
+                            h += 1
+    print('%-8s %-18s' % ('camera', 'toward guess') + ''.join('%14s' % ('%.2g s' % t) for t in HORIZONS))
+    for cam in ('slam', 'upper'):
+        for g, scaled in GAINS:
+            label = {0.0: '0 (keep)', 0.1: '0.1 (now)', 1.0: '1 (guess)'}.get(g, '%g' % g)
+            if scaled:
+                label = '%g scaled' % g
+            cells = []
+            for t in HORIZONS:
+                v = errs.get((g, scaled, t, cam), [])
+                cells.append('%5.0f / %-4.0f' % (1000 * np.median(v), 1000 * pct(v, 90)) if len(v) >= 20 else '%14s' % '-')
+            print('%-8s %-18s' % ('lower' if cam == 'slam' else 'upper', label) + ''.join('%14s' % c for c in cells))
+    n = sum(len(errs.get((0.1, False, HORIZONS[0], c), [])) for c in ('slam', 'upper'))
+    print('(%d simulated losses)' % n)
+
+
+def main():
+    ap = argparse.ArgumentParser()
+    ap.add_argument('depth', nargs='+')
+    ap.add_argument('--still', type=float, default=0.15, help='m/s: palm speed limit for the noise measure')
+    a = ap.parse_args()
+    for path in a.depth:
+        cams, rows = load(path)
+        print('== %s: %d hand updates, %d hands' % (path, len(rows), len({r['id'] for r in rows})))
+        seen_share(rows)
+        noise(rows, cams, a.still)
+        one_camera(rows, cams)
+        lost_camera(rows, cams)
+        print()
+
+
+if __name__ == '__main__':
+    main()

hands/tools/ring.py

@@ -0,0 +1,80 @@
+"""Read frames from ft-camd's shared-memory ring (layout: camd/fhring.h)."""
+import mmap
+import os
+import struct
+import time
+
+import numpy as np
+
+RING_FILE = '/run/user/%d/frametop-hands/cam-ring' % os.getuid()
+MAGIC = b'FHRING01'
+HDR = struct.Struct('<8sIIIIQqQ16x')                     # 64 bytes
+CAM = struct.Struct('<32s32siIIIIIQQQQQ32x')             # 160 bytes
+SLOT = struct.Struct('<QQQQQIf16x')                       # 64 bytes
+MAX_CAMS = 8
+LATEST_OFF = 32 + 32 + 4 * 6 + 8 * 2                      # cam.latest within fh_ring_cam_t
+HEARTBEAT_OFF = 40
+
+
+class Frame:
+    __slots__ = ('cam', 'frame', 'capture_ns', 'dqbuf_ns', 'publish_ns', 'v4l2_seq', 'mean', 'image')
+
+    def __init__(self, cam, fields, image):
+        self.cam = cam
+        (_, self.frame, self.capture_ns, self.dqbuf_ns, self.publish_ns, self.v4l2_seq, self.mean) = fields
+        self.image = image
+
+
+class RingCamera:
+    def __init__(self, index, fields):
+        (sensor, name, self.node, self.format, self.width, self.height, self.stride, self.nslots,
+         self.slot_offset, self.slot_bytes, _latest, _pub, _drop) = fields
+        self.index = index
+        self.sensor = sensor.split(b'\0', 1)[0].decode()
+        self.name = name.split(b'\0', 1)[0].decode()
+        self.latest_off = HDR.size + index * CAM.size + LATEST_OFF
+
+    def __repr__(self):
+        return 'RingCamera(video%d %s %dx%d)' % (self.node, self.sensor, self.width, self.height)
+
+
+class Ring:
+    def __init__(self, path=RING_FILE):
+        fd = os.open(path, os.O_RDONLY)
+        try:
+            self.map = mmap.mmap(fd, 0, mmap.MAP_SHARED, mmap.PROT_READ)
+        finally:
+            os.close(fd)
+        magic, version, hdr_bytes, ncams, _, file_bytes, self.writer_pid, _ = HDR.unpack_from(self.map, 0)
+        if magic != MAGIC or version != 1:
+            raise RuntimeError('%s is not an ft-camd ring (magic %r version %d)' % (path, magic, version))
+        self.cams = [RingCamera(i, CAM.unpack_from(self.map, HDR.size + i * CAM.size)) for i in range(ncams)]
+
+    def heartbeat_ns(self):
+        return struct.unpack_from('<Q', self.map, HEARTBEAT_OFF)[0]
+
+    def alive(self, max_age=1.0):
+        hb = self.heartbeat_ns()
+        return hb != 0 and (time.clock_gettime_ns(time.CLOCK_MONOTONIC) - hb) / 1e9 < max_age
+
+    def latest(self, cam):
+        return struct.unpack_from('<Q', self.map, cam.latest_off)[0]
+
+    def read(self, cam, n=None):
+        """Copy frame n (default: the newest) of a camera, or None if it's gone or being written."""
+        for _ in range(3):
+            if n is None or n == 0:
+                n = self.latest(cam)
+            if n == 0:
+                return None
+            off = cam.slot_offset + (n % cam.nslots) * cam.slot_bytes
+            fields = SLOT.unpack_from(self.map, off)
+            if fields[0] != 2 * n + 2:
+                return None
+            start = off + SLOT.size
+            image = np.frombuffer(self.map, np.uint8, cam.stride * cam.height, start).reshape(cam.height, cam.stride)
+            image = image[:, :cam.width].copy()
+            if struct.unpack_from('<Q', self.map, off)[0] == fields[0]:
+                return Frame(cam, fields, image)
+            n = None                                      # overwritten while copying: take the newest
+        return None

hands/tools/show_set.py

@@ -0,0 +1,129 @@
+"""Draw frame sets from a recording (ft-hands --record) with what the tracker saw.
+
+usage: python tools/show_set.py REC_DIR SET [SET...] [--timeline TL] [--out DIR]
+
+SET is a set index (ft-handreplay's timeline gives them). With --timeline (ft-handreplay
+--timeline), each camera shows the tracker's views at that set: the crop for the next
+frame, labelled with the hand and presence. Recordings made with ft-camd --with-dark get
+a second row: each camera's latest dark frame (<name>_dk), stretched to be visible and
+labelled with its mean brightness. Recordings made with ft-camd --with-color get a row of
+the color cameras (color_video<N>). Writes OUT/set_<n>.jpg (default /tmp).
+"""
+import argparse
+import os
+import struct
+
+import cv2
+import numpy as np
+
+HDR = struct.Struct('<8sII')
+CAM = struct.Struct('<16sIIQQ')
+ORDER = ['slam_left', 'slam_right', 'upper_left', 'upper_right']
+
+
+def index(path):
+    """Byte offset of every set in sets.bin."""
+    offs, size = [], os.path.getsize(path)
+    with open(path, 'rb') as f:
+        off = 0
+        while off + HDR.size <= size:
+            f.seek(off)
+            magic, n, nbytes = HDR.unpack(f.read(HDR.size))
+            if magic[:7] != b'FHSET01' or off + nbytes > size:
+                break
+            offs.append(off)
+            off += nbytes
+    return offs
+
+
+def read_set(path, off):
+    with open(path, 'rb') as f:
+        f.seek(off)
+        _, n, _ = HDR.unpack(f.read(HDR.size))
+        cams = [CAM.unpack(f.read(CAM.size)) for _ in range(n)]
+        out = {}
+        for name, w, h, cap, dq in cams:
+            px = np.frombuffer(f.read(w * h), np.uint8).reshape(h, w)
+            out[name.rstrip(b'\0').decode()] = (px, cap)
+    return out
+
+
+def views_at(timeline, n):
+    out = []
+    for line in open(timeline):
+        f = line.split()
+        if len(f) > 1 and f[1] == 'view' and int(f[-1]) == n:
+            out.append({'hand': int(f[2]), 'cam': f[3], 'presence': float(f[5]),
+                        'c': (float(f[7]), float(f[8])), 'size': float(f[9]), 'rot': float(f[10])})
+    return out
+
+
+def dark_tile(frame, shape, name):
+    """A dark frame, stretched from its 1st to 99.5th percentile; black if there's none."""
+    h, w = shape
+    if frame is None:
+        return np.zeros((h, w, 3), np.uint8)
+    px = frame[0]
+    lo, hi = np.percentile(px, (1, 99.5))
+    gain = 255 / max(hi - lo, 1)
+    img = np.clip((px.astype(np.float32) - lo) * gain, 0, 255).astype(np.uint8)
+    img = cv2.cvtColor(cv2.resize(img, (w, h)), cv2.COLOR_GRAY2BGR)
+    cv2.putText(img, '%s_dk mean %.1f, x%.0f' % (name, px.mean(), gain), (10, 30), cv2.FONT_HERSHEY_SIMPLEX, 1.0,
+                (255, 255, 0), 2)
+    return img
+
+
+def view_tile(px, name, views):
+    """A frame, CLAHE'd, with the tracker's views on it, 512 px high."""
+    img = cv2.cvtColor(cv2.createCLAHE(2.0, (8, 8)).apply(px), cv2.COLOR_GRAY2BGR)
+    for v in views:
+        if v['cam'] != name:
+            continue
+        c, s, r = v['c'], v['size'], v['rot']
+        box = cv2.boxPoints(((c[0], c[1]), (s, s), np.degrees(r)))
+        col = (0, 255, 0) if v['presence'] >= 0.5 else (0, 0, 255)
+        cv2.polylines(img, [box.astype(np.int32)], True, col, 2)
+        cv2.putText(img, 'h%d %.2f' % (v['hand'], v['presence']), (int(c[0] - s / 2), int(c[1] - s / 2) - 6),
+                    cv2.FONT_HERSHEY_SIMPLEX, 0.8, col, 2)
+    cv2.putText(img, name, (10, 30), cv2.FONT_HERSHEY_SIMPLEX, 1.0, (255, 255, 0), 2)
+    scale = 512 / img.shape[0]
+    return cv2.resize(img, (int(img.shape[1] * scale), 512))
+
+
+def draw(images, views):
+    """Rows: the mono cameras; their dark frames, if recorded; the color cameras, if recorded."""
+    tiles, dark = [], []
+    for name in ORDER:
+        if name not in images:
+            continue
+        tiles.append(view_tile(images[name][0], name, views))
+        dark.append(dark_tile(images.get(name + '_dk'), tiles[-1].shape[:2], name))
+    rows = [np.hstack(tiles)]
+    if any(k.endswith('_dk') for k in images):
+        rows.append(np.hstack(dark))
+    color = sorted(k for k in images if k.startswith('color_'))
+    if color:
+        rows.append(np.hstack([view_tile(images[k][0], k, views) for k in color]))
+    width = max(r.shape[1] for r in rows)
+    return np.vstack([np.pad(r, ((0, 0), (0, width - r.shape[1]), (0, 0))) for r in rows])
+
+
+def main():
+    ap = argparse.ArgumentParser()
+    ap.add_argument('rec')
+    ap.add_argument('sets', type=int, nargs='+')
+    ap.add_argument('--timeline')
+    ap.add_argument('--out', default='/tmp')
+    a = ap.parse_args()
+    path = os.path.join(a.rec, 'sets.bin')
+    offs = index(path)
+    for n in a.sets:
+        images = read_set(path, offs[n])
+        views = views_at(a.timeline, n) if a.timeline else []
+        out = os.path.join(a.out, 'set_%05d.jpg' % n)
+        cv2.imwrite(out, draw(images, views), [cv2.IMWRITE_JPEG_QUALITY, 85])
+        print(out)
+
+
+if __name__ == '__main__':
+    main()

hands/tools/watch_gestures.py

@@ -0,0 +1,95 @@
+"""Watch the gestures ft-hands publishes, live: pinches and grips, begins, ends, and drags.
+
+usage: python3 tools/watch_gestures.py [--every S] [--distance]
+
+Prints a line when a pinch or a grip (a closed hand) begins or ends on either hand. It goes
+by the counters, so a quick tap between two reads still shows. While one is held, every
+--every seconds (default 0.1) it prints how far its point has moved since it began, in the
+head frame (turning your head moves it too; a real consumer turns both points into the room
+first, see include/fh_gestures.h). --distance also prints each hand's thumb-to-index
+distance and finger curl, to see how close a gesture comes to the thresholds.
+Version 1 files (pinches only) still work.
+"""
+import argparse
+import mmap
+import os
+import struct
+import time
+
+HDR = struct.Struct('<8sIIQQQffff8x')        # 64 bytes
+SLOT = struct.Struct('<IIIIQQff3f3f')        # 64 bytes
+TRACKED, DOWN, LOST = 1, 2, 4
+SIDES = ('left ', 'right')
+KINDS = ('pinch', 'grip ')
+
+
+def path():
+    return '/run/user/%d/frametop-hands/gestures' % os.getuid()
+
+
+def read(m):
+    """(header, [[pinch left, right], [grip left, right]]) under the sequence lock, or None
+    if it's being written. Version 1 has no grips: they read as all zero."""
+    for _ in range(10):
+        s1 = struct.unpack_from('<Q', m, 16)[0]
+        if s1 % 2 == 0:
+            h = HDR.unpack_from(m, 0)
+            kinds = 2 if h[1] >= 2 and len(m) >= HDR.size + 4 * SLOT.size else 1
+            g = [[SLOT.unpack_from(m, HDR.size + (k * 2 + s) * SLOT.size) for s in range(2)] for k in range(kinds)]
+            if kinds == 1:
+                g.append([(0,) * 14, (0,) * 14])
+            if struct.unpack_from('<Q', m, 16)[0] == s1:
+                return h, g
+        time.sleep(0.0005)
+    return None
+
+
+def main():
+    ap = argparse.ArgumentParser()
+    ap.add_argument('--every', type=float, default=0.1, help='seconds between drag lines while held')
+    ap.add_argument('--distance', action='store_true', help="print each hand's pinch distance and finger curl")
+    a = ap.parse_args()
+    with open(path(), 'rb') as f:
+        m = mmap.mmap(f.fileno(), 0, prot=mmap.PROT_READ)
+    first = read(m)
+    if first is None or first[0][0] != b'FHGEST01':
+        raise SystemExit('%s is not an ft-hands gestures file' % path())
+    h, g = first
+    print('version %d; thresholds: pinch begins under %.3f m, ends over %.3f m; grip begins with every finger '
+          'curled under %.2f, ends over %.2f' % (h[1], h[6], h[7], h[8], h[9]))
+    seen = [[(q[2], q[3]) for q in kind] for kind in g]   # begins, ends
+    last_drag = last_dist = 0.0
+    while True:
+        got = read(m)
+        if got:
+            h, g = got
+            now = time.monotonic()
+            for k, kind in enumerate(g):
+                for s, q in enumerate(kind):
+                    flags, hand, begins, ends, begin_ns, end_ns, dist, strength = q[:8]
+                    point, begin_point = q[8:11], q[11:14]
+                    if begins != seen[k][s][0]:
+                        print('%s %s BEGIN (#%d, hand %d) at %+.3f %+.3f %+.3f  %s %.3f' %
+                              (SIDES[s], KINDS[k], begins, hand, *begin_point, 'curl' if k else 'd', dist), flush=True)
+                    if ends != seen[k][s][1]:
+                        held = (end_ns - begin_ns) / 1e9 if end_ns >= begin_ns else 0
+                        print('%s %s %s after %.2f s' % (SIDES[s], KINDS[k], 'LOST' if flags & LOST else 'END', held),
+                              flush=True)
+                    seen[k][s] = (begins, ends)
+                    if flags & DOWN and now - last_drag >= a.every:
+                        d = [point[i] - begin_point[i] for i in range(3)]
+                        print('%s %s   drag %+6.1f %+6.1f %+6.1f mm  (%.0f mm)' %
+                              (SIDES[s], KINDS[k], *(1000 * x for x in d), 1000 * sum(x * x for x in d) ** 0.5),
+                              flush=True)
+            if any(q[0] & DOWN for kind in g for q in kind) and now - last_drag >= a.every:
+                last_drag = now
+            if a.distance and now - last_dist >= 0.2:
+                last_dist = now
+                print('    ' + '   '.join(
+                    '%s %s' % (SIDES[s].strip(), 'd %.3f curl %.2f' % (g[0][s][6], g[1][s][6]) if g[0][s][0] & TRACKED
+                               else '-') for s in range(2)), flush=True)
+        time.sleep(0.005)
+
+
+if __name__ == '__main__':
+    main()

hands/track/calib.cpp

@@ -0,0 +1,221 @@
+#include <cstdlib>
+#include "calib.h"
+
+#include <json/json.h>
+#include <unistd.h>
+
+#include <algorithm>
+
+#include <fstream>
+#include <iterator>
+#include <memory>
+
+namespace {
+
+double theta_d(const Camera &c, double t) {
+    const double t2 = t * t;
+    return t * (1 + t2 * (c.k[0] + t2 * (c.k[1] + t2 * (c.k[2] + t2 * c.k[3]))));
+}
+
+// 4x4 transform (row-major) from a {plus_x, plus_z, position} pose.
+void pose(const Json::Value &d, double scale, double T[4][4]) {
+    V3 x{d["plus_x"][0].asDouble(), d["plus_x"][1].asDouble(), d["plus_x"][2].asDouble()};
+    V3 z{d["plus_z"][0].asDouble(), d["plus_z"][1].asDouble(), d["plus_z"][2].asDouble()};
+    V3 y{z[1] * x[2] - z[2] * x[1], z[2] * x[0] - z[0] * x[2], z[0] * x[1] - z[1] * x[0]};
+    for (int i = 0; i < 3; ++i) {
+        T[i][0] = x[i], T[i][1] = y[i], T[i][2] = z[i];
+        T[i][3] = d["position"][i].asDouble() * scale;
+        T[3][i] = 0;
+    }
+    T[3][3] = 1;
+}
+
+void mul(const double A[4][4], const double B[4][4], double C[4][4]) {
+    for (int i = 0; i < 4; ++i)
+        for (int j = 0; j < 4; ++j) {
+            C[i][j] = 0;
+            for (int k = 0; k < 4; ++k) C[i][j] += A[i][k] * B[k][j];
+        }
+}
+
+void invert_rigid(const double A[4][4], double B[4][4]) {
+    for (int i = 0; i < 3; ++i)
+        for (int j = 0; j < 3; ++j) B[i][j] = A[j][i];
+    for (int i = 0; i < 3; ++i) B[i][3] = -(B[i][0] * A[0][3] + B[i][1] * A[1][3] + B[i][2] * A[2][3]);
+    B[3][0] = B[3][1] = B[3][2] = 0, B[3][3] = 1;
+}
+
+bool read_json(const char *path, Json::Value &v, std::string &err) {
+    std::ifstream f(path);
+    Json::CharReaderBuilder b;
+    std::string e;
+    if (!f || !Json::parseFromStream(b, f, &v, &e)) {
+        err = std::string(path) + ": " + (f ? e : "can't open");
+        return false;
+    }
+    return true;
+}
+
+}  // namespace
+
+V2 Camera::project_cam(V3 p) const {
+    const double r = std::hypot(p[0], p[1]);
+    const double s = r > 1e-12 ? theta_d(*this, std::atan2(r, p[2])) / r : 0;
+    return {fx * p[0] * s + cx, fy * p[1] * s + cy};
+}
+
+V3 Camera::unproject(V2 uv) const {
+    const double mx = (uv[0] - cx) / fx, my = (uv[1] - cy) / fy, td = std::hypot(mx, my);
+    double t = td;
+    for (int i = 0; i < 8; ++i) {  // Newton on theta_d(t) = td
+        const double t2 = t * t;
+        const double df = 1 + t2 * (3 * k[0] + t2 * (5 * k[1] + t2 * (7 * k[2] + t2 * 9 * k[3])));
+        t = std::clamp(t - (theta_d(*this, t) - td) / df, 0.0, M_PI);
+    }
+    const double s = td > 1e-12 ? std::sin(t) / td : 1;
+    return {mx * s, my * s, std::cos(t)};
+}
+
+V3 Camera::ray(V2 uv) const {
+    const V3 c = unproject(uv);
+    return {R[0][0] * c[0] + R[0][1] * c[1] + R[0][2] * c[2], R[1][0] * c[0] + R[1][1] * c[1] + R[1][2] * c[2],
+            R[2][0] * c[0] + R[2][1] * c[1] + R[2][2] * c[2]};
+}
+
+V2 Camera::project(V3 head, double *depth) const {
+    const V3 d = head - origin;
+    const V3 c{R[0][0] * d[0] + R[1][0] * d[1] + R[2][0] * d[2], R[0][1] * d[0] + R[1][1] * d[1] + R[2][1] * d[2],
+               R[0][2] * d[0] + R[1][2] * d[1] + R[2][2] * d[2]};
+    if (depth) *depth = c[2];
+    return project_cam(c);
+}
+
+double Camera::off_axis(V2 uv) const { return std::acos(std::clamp(unproject(uv)[2], -1.0, 1.0)) * 180 / M_PI; }
+
+// A headset file such as /persist/xrservice.json. In the dev container the host's / is at
+// /run/host (distrobox doesn't mount /persist); off the Frame, FRAME_JOB_DEVICE_ROOT can
+// point at a folder with copies of them.
+static std::string device_path(const char *path) {
+    if (const char *root = std::getenv("FRAME_JOB_DEVICE_ROOT")) return std::string(root) + path;
+    const std::string host = std::string("/run/host") + path;
+    return access(path, R_OK) != 0 && access(host.c_str(), R_OK) == 0 ? host : path;
+}
+
+bool load_calibration(std::map<std::string, Camera> &out, std::string &err) {
+    Json::Value rig, dev;
+    if (!read_json(device_path("/persist/xrservice.json").c_str(), rig, err) ||
+        !read_json(device_path("/persist/device_config.json").c_str(), dev, err))
+        return false;
+    double cad_from_cam0[4][4], cad_from_head[4][4], head_from_cad[4][4], head_from_cam0[4][4];
+    pose(dev["cv"]["cad_from_cal"], 1.0, cad_from_cam0);
+    pose(dev["head"], 1.0, cad_from_head);
+    invert_rigid(cad_from_head, head_from_cad);
+    mul(head_from_cad, cad_from_cam0, head_from_cam0);
+    for (const Json::Value &c : rig["cameras"]) {
+        Camera cam;
+        cam.name = c["sourceCamera"].asString();
+        cam.width = c["width"].asInt(), cam.height = c["height"].asInt();
+        for (const Json::Value &in : c["intrinsics"]) {
+            if (in["cameraModel"].asString() != "kb") continue;
+            cam.fx = in["fx"].asDouble(), cam.fy = in["fy"].asDouble();
+            cam.cx = in["cx"].asDouble(), cam.cy = in["cy"].asDouble();
+            cam.k[0] = in["k1"].asDouble(), cam.k[1] = in["k2"].asDouble();
+            cam.k[2] = in["k3"].asDouble(), cam.k[3] = in["k4"].asDouble();
+        }
+        double cam0_from_cam[4][4], head_from_cam[4][4];
+        pose(c["extrinsics"], 1e-3, cam0_from_cam);
+        mul(head_from_cam0, cam0_from_cam, head_from_cam);
+        for (int i = 0; i < 3; ++i) {
+            for (int j = 0; j < 3; ++j) cam.R[i][j] = head_from_cam[i][j];
+            cam.origin[i] = head_from_cam[i][3];
+        }
+        out[cam.name] = cam;
+    }
+    if (out.empty()) err = "no cameras in /persist/xrservice.json";
+    return !out.empty();
+}
+
+bool load_color_calibration(std::map<std::string, Camera> &out, const std::string &left_node,
+                            const std::string &right_node, bool crop_subtract, int scale, std::string &err) {
+    // The module's EEPROM: some binary, then the calibration as JSON (world-readable)
+    const std::string path = device_path("/sys/devices/platform/soc@0/ac15000.cci/i2c-0/0-0050/eeprom");
+    std::ifstream f(path, std::ios::binary);
+    const std::string raw((std::istreambuf_iterator<char>(f)), std::istreambuf_iterator<char>());
+    const size_t key = raw.find("\"alignment_method\"");
+    const size_t start = key == std::string::npos ? key : raw.rfind('{', key);
+    Json::Value rig, dev;
+    std::string e;
+    std::unique_ptr<Json::CharReader> reader(Json::CharReaderBuilder().newCharReader());
+    if (start == std::string::npos || !reader->parse(raw.data() + start, raw.data() + raw.size(), &rig, &e))
+        return err = path + ": no calibration JSON " + e, false;
+    if (!read_json(device_path("/persist/device_config.json").c_str(), dev, err)) return false;
+    double cad_from_head[4][4], head_from_cad[4][4];
+    pose(dev["head"], 1.0, cad_from_head);
+    invert_rigid(cad_from_head, head_from_cad);
+    constexpr int kValidWidth = 1972;   // pixels per row XRService's buffers deliver (of 2464)
+    int n = 0;
+    for (const Json::Value &c : rig["cameras"]) {
+        const std::string source = c["sourceCamera"].asString();
+        const std::string name = source == "passthrough_left" ? left_node : source == "passthrough_right" ? right_node : "";
+        if (name.empty()) continue;
+        Camera cam;
+        cam.name = name;
+        cam.width = kValidWidth / scale, cam.height = c["height"].asInt() / scale;
+        const double dx = crop_subtract ? c["cropRegion"]["x"].asDouble() : 0, dy = crop_subtract ? c["cropRegion"]["y"].asDouble() : 0;
+        for (const Json::Value &in : c["intrinsics"]) {
+            if (in["cameraModel"].asString() != "kb") continue;
+            // integer pixel centres: sensor u -> image (u - crop + 0.5) / scale - 0.5
+            cam.fx = in["fx"].asDouble() / scale, cam.fy = in["fy"].asDouble() / scale;
+            cam.cx = (in["cx"].asDouble() - dx + 0.5) / scale - 0.5, cam.cy = (in["cy"].asDouble() - dy + 0.5) / scale - 0.5;
+            cam.k[0] = in["k1"].asDouble(), cam.k[1] = in["k2"].asDouble();
+            cam.k[2] = in["k3"].asDouble(), cam.k[3] = in["k4"].asDouble();
+        }
+        double cad_from_cam[4][4], head_from_cam[4][4];
+        pose(c["extrinsics"], 1e-3, cad_from_cam);
+        mul(head_from_cad, cad_from_cam, head_from_cam);
+        for (int i = 0; i < 3; ++i) {
+            for (int j = 0; j < 3; ++j) cam.R[i][j] = head_from_cam[i][j];
+            cam.origin[i] = head_from_cam[i][3];
+        }
+        out[name] = cam;
+        ++n;
+    }
+    if (n != 2) err = path + ": expected passthrough_left and passthrough_right";
+    return n == 2;
+}
+
+V3 triangulate(const V3 *origins, const V3 *dirs, const double *weights, int n, double *rms) {
+    double A[3][3] = {}, b[3] = {};
+    for (int v = 0; v < n; ++v) {
+        const V3 &d = dirs[v], &o = origins[v];
+        for (int i = 0; i < 3; ++i)
+            for (int j = 0; j < 3; ++j) {
+                const double P = (i == j ? 1.0 : 0.0) - d[i] * d[j];
+                A[i][j] += weights[v] * P;
+                b[i] += weights[v] * P * o[j];
+            }
+    }
+    // Cramer's rule for the 3x3 system
+    auto det3 = [](const double m[3][3]) {
+        return m[0][0] * (m[1][1] * m[2][2] - m[1][2] * m[2][1]) - m[0][1] * (m[1][0] * m[2][2] - m[1][2] * m[2][0]) +
+               m[0][2] * (m[1][0] * m[2][1] - m[1][1] * m[2][0]);
+    };
+    const double D = det3(A);
+    V3 p{};
+    for (int c = 0; c < 3; ++c) {
+        double M[3][3];
+        for (int i = 0; i < 3; ++i)
+            for (int j = 0; j < 3; ++j) M[i][j] = j == c ? b[i] : A[i][j];
+        p[c] = std::fabs(D) > 1e-18 ? det3(M) / D : 0;
+    }
+    if (rms) {
+        double s = 0;
+        for (int v = 0; v < n; ++v) {
+            const V3 off = p - origins[v];
+            const V3 perp = off - dirs[v] * dot(off, dirs[v]);
+            s += dot(perp, perp);
+        }
+        *rms = std::sqrt(s / n);
+    }
+    return p;
+}

hands/track/calib.h

@@ -0,0 +1,39 @@
+// Tracking-camera calibration from the headset's factory files (see tools/calib.py
+// for the conventions): Kannala-Brandt fisheye intrinsics, and each camera's pose in the
+// head frame (OpenVR's: +x right, +y up, -z forward), metres.
+#pragma once
+
+#include "geom.h"
+
+#include <map>
+#include <string>
+#include <vector>
+
+struct Camera {
+    std::string name;
+    int width = 0, height = 0;
+    double fx = 1, fy = 1, cx = 0, cy = 0, k[4] = {};
+    double R[3][3] = {};   // camera axes (columns) in the head frame
+    V3 origin{};           // camera centre in the head frame
+
+    V2 project_cam(V3 p) const;               // camera frame -> pixels
+    V3 unproject(V2 uv) const;                // pixels -> unit ray, camera frame
+    V3 ray(V2 uv) const;                      // pixels -> unit ray, head frame
+    V2 project(V3 head, double *depth) const; // head frame -> pixels; depth along the optical axis
+    double off_axis(V2 uv) const;             // degrees between the pixel's ray and the axis
+};
+
+// Loads /persist/xrservice.json and /persist/device_config.json. Keyed by calibration
+// name: slam_left, slam_right, upper_left, upper_right.
+bool load_calibration(std::map<std::string, Camera> &out, std::string &err);
+
+// The Arcturus color cameras (tools/calib.py load_color has the conventions), for
+// ft-camd --with-color's images: luma at 1/scale size, recorded as color_video<N>. They're
+// keyed by those recorded names: left_node is passthrough_left, right_node
+// passthrough_right. crop_subtract: image x = sensor x - the calibration's cropRegion.x.
+// tools/check_color.py tells which node is which and which crop reading fits.
+bool load_color_calibration(std::map<std::string, Camera> &out, const std::string &left_node,
+                            const std::string &right_node, bool crop_subtract, int scale, std::string &err);
+
+// The point closest to several rays (weighted), and its rms distance to them.
+V3 triangulate(const V3 *origins, const V3 *dirs, const double *weights, int n, double *rms);

hands/track/geom.h

@@ -0,0 +1,22 @@
+// Small vector helpers for the tracker.
+#pragma once
+
+#include <array>
+#include <cmath>
+
+using V2 = std::array<double, 2>;
+using V3 = std::array<double, 3>;
+
+inline V3 operator+(V3 a, V3 b) { return {a[0] + b[0], a[1] + b[1], a[2] + b[2]}; }
+inline V3 operator-(V3 a, V3 b) { return {a[0] - b[0], a[1] - b[1], a[2] - b[2]}; }
+inline V3 operator*(V3 a, double s) { return {a[0] * s, a[1] * s, a[2] * s}; }
+inline double dot(V3 a, V3 b) { return a[0] * b[0] + a[1] * b[1] + a[2] * b[2]; }
+inline double norm(V3 a) { return std::sqrt(dot(a, a)); }
+inline V3 unit(V3 a) { double n = norm(a); return n > 0 ? a * (1 / n) : a; }
+
+inline V2 operator+(V2 a, V2 b) { return {a[0] + b[0], a[1] + b[1]}; }
+inline V2 operator-(V2 a, V2 b) { return {a[0] - b[0], a[1] - b[1]}; }
+inline V2 operator*(V2 a, double s) { return {a[0] * s, a[1] * s}; }
+inline double norm(V2 a) { return std::hypot(a[0], a[1]); }
+
+inline double wrap_angle(double a) { return std::remainder(a, 2 * M_PI); }

hands/track/io.cpp

@@ -0,0 +1,171 @@
+#include "io.h"
+
+#include <fcntl.h>
+#include <sys/mman.h>
+#include <sys/stat.h>
+#include <time.h>
+#include <unistd.h>
+
+#include <algorithm>
+#include <cstdlib>
+#include <cstring>
+
+uint64_t mono_ns() {
+    timespec ts;
+    clock_gettime(CLOCK_MONOTONIC, &ts);
+    return uint64_t(ts.tv_sec) * 1'000'000'000 + uint64_t(ts.tv_nsec);
+}
+
+int64_t raw_minus_mono_ns() {
+    timespec a, r, b;
+    clock_gettime(CLOCK_MONOTONIC, &a);
+    clock_gettime(CLOCK_MONOTONIC_RAW, &r);
+    clock_gettime(CLOCK_MONOTONIC, &b);
+    const int64_t ma = int64_t(a.tv_sec) * 1'000'000'000 + a.tv_nsec, mb = int64_t(b.tv_sec) * 1'000'000'000 + b.tv_nsec;
+    return int64_t(r.tv_sec) * 1'000'000'000 + r.tv_nsec - (ma + mb) / 2;
+}
+
+// ------------------------------------------------------------------------------ ring
+
+bool Ring::open(const char *path, std::string &err) {
+    const int fd = ::open(path, O_RDONLY | O_CLOEXEC);
+    if (fd < 0) return err = std::string(path) + ": " + std::strerror(errno), false;
+    struct stat st;
+    fstat(fd, &st);
+    len_ = size_t(st.st_size);
+    void *m = len_ >= sizeof(fh_ring_hdr_t) ? mmap(nullptr, len_, PROT_READ, MAP_SHARED, fd, 0) : MAP_FAILED;
+    close(fd);
+    if (m == MAP_FAILED) return err = std::string(path) + ": can't map it", false;
+    map_ = static_cast<const uint8_t *>(m);
+    hdr_ = reinterpret_cast<const fh_ring_hdr_t *>(map_);
+    if (std::memcmp(hdr_->magic, FH_RING_MAGIC, 8) || hdr_->version != FH_RING_VERSION || hdr_->file_bytes > len_)
+        return err = std::string(path) + " is not an ft-camd ring", false;
+    return true;
+}
+
+bool Ring::alive() const {
+    const uint64_t hb = __atomic_load_n(&hdr_->heartbeat_ns, __ATOMIC_ACQUIRE);
+    return hb && mono_ns() - hb < 1'000'000'000;
+}
+
+uint64_t Ring::latest(int i) const { return __atomic_load_n(&hdr_->cams[i].latest, __ATOMIC_ACQUIRE); }
+
+bool Ring::read(int i, uint64_t n, std::vector<uint8_t> &out, fh_ring_slot_t *meta) const {
+    const fh_ring_cam_t &c = hdr_->cams[i];
+    if (!n || c.slot_offset + c.nslots * c.slot_bytes > len_) return false;
+    const uint8_t *slot = map_ + c.slot_offset + (n % c.nslots) * c.slot_bytes;
+    const auto *s = reinterpret_cast<const fh_ring_slot_t *>(slot);
+    const uint64_t seq = __atomic_load_n(&s->seq, __ATOMIC_ACQUIRE);
+    if (seq != 2 * n + 2) return false;
+    std::memcpy(meta, slot, sizeof *meta);
+    out.resize(size_t(c.width) * c.height);
+    for (uint32_t y = 0; y < c.height; ++y)
+        std::memcpy(out.data() + size_t(y) * c.width, slot + sizeof(fh_ring_slot_t) + size_t(y) * c.stride, c.width);
+    __atomic_thread_fence(__ATOMIC_ACQUIRE);
+    return __atomic_load_n(&s->seq, __ATOMIC_RELAXED) == seq;
+}
+
+bool Ring::meta(int i, uint64_t n, fh_ring_slot_t *meta) const {
+    const fh_ring_cam_t &c = hdr_->cams[i];
+    if (!n || c.slot_offset + c.nslots * c.slot_bytes > len_) return false;
+    const uint8_t *slot = map_ + c.slot_offset + (n % c.nslots) * c.slot_bytes;
+    const auto *s = reinterpret_cast<const fh_ring_slot_t *>(slot);
+    const uint64_t seq = __atomic_load_n(&s->seq, __ATOMIC_ACQUIRE);
+    if (seq != 2 * n + 2) return false;
+    std::memcpy(meta, slot, sizeof *meta);
+    __atomic_thread_fence(__ATOMIC_ACQUIRE);
+    return __atomic_load_n(&s->seq, __ATOMIC_RELAXED) == seq;
+}
+
+// ------------------------------------------------------------------------- publisher
+
+namespace {
+
+// The hand's shape to cut out, as capsules.
+// Radii are a real hand's half-widths plus a small margin for tracking noise.
+const int kThumb[][2] = {{0, 1}, {1, 2}, {2, 3}, {3, 4}};
+const int kFingers[][2] = {{5, 6}, {6, 7}, {7, 8}, {9, 10}, {10, 11}, {11, 12}, {13, 14}, {14, 15}, {15, 16},
+                           {17, 18}, {18, 19}, {19, 20}};
+const int kPalm[][2] = {{0, 5}, {0, 9}, {0, 13}, {0, 17}, {5, 9}, {9, 13}, {13, 17}, {1, 5}};
+constexpr double kThumbR = 0.0095, kFinger = 0.0085, kPalmR = 0.015, kArm[2] = {0.028, 0.034}, kArmLen = 0.16,
+                 kMargin = 0.004;
+// Nothing is cut closer than this in front of the eyes (head frame, -z is forward). A
+// point near the eyes' plane lands far across a screen with a huge radius, so one bad
+// estimate there tears a hole through it; real hands that close aren't tracked anyway.
+constexpr double kNear = 0.12;
+
+// Adds the capsule, clipped to the part at least kNear in front of the eyes.
+void put(fh_capsule_t *caps, uint32_t &n, V3 a, V3 b, double ra, double rb) {
+    if (n >= FH_HANDS_MAX_CAPSULES) return;
+    const double za = -a[2] - kNear, zb = -b[2] - kNear;   // >= 0: far enough in front
+    if (za < 0 && zb < 0) return;
+    if (za < 0 || zb < 0) {
+        const double t = za / (za - zb);   // where the segment crosses the near plane
+        const V3 m = a + (b - a) * t;
+        const double rm = ra + (rb - ra) * t;
+        if (za < 0) a = m, ra = rm;
+        else b = m, rb = rm;
+    }
+    fh_capsule_t &c = caps[n++];
+    for (int k = 0; k < 3; ++k) c.a[k] = float(a[k]), c.b[k] = float(b[k]);
+    c.ra = float(ra + kMargin), c.rb = float(rb + kMargin);
+}
+
+}  // namespace
+
+std::string run_dir() {
+    const std::string dir = "/run/user/" + std::to_string(getuid()) + "/frametop-hands";
+    mkdir(dir.c_str(), 0700);
+    return dir;
+}
+
+bool Publisher::open(std::string &err) {
+    const std::string path = run_dir() + "/hands";
+    const int fd = ::open(path.c_str(), O_RDWR | O_CREAT | O_NOFOLLOW | O_CLOEXEC, 0600);
+    if (fd < 0 || ftruncate(fd, sizeof(fh_hands_t)) < 0) return err = path + ": " + std::strerror(errno), false;
+    void *m = mmap(nullptr, sizeof(fh_hands_t), PROT_READ | PROT_WRITE, MAP_SHARED, fd, 0);
+    close(fd);
+    if (m == MAP_FAILED) return err = path + ": can't map it", false;
+    out_ = static_cast<fh_hands_t *>(m);
+    std::memset(out_, 0, sizeof *out_);
+    std::memcpy(out_->magic, FH_HANDS_MAGIC, 8);
+    out_->version = FH_HANDS_VERSION;
+    out_->size = sizeof(fh_hands_t);
+    return true;
+}
+
+void Publisher::write(const std::vector<const Hand *> &in, uint64_t capture_ns) {
+    std::vector<const Hand *> hands = in;
+    std::sort(hands.begin(), hands.end(), [](const Hand *a, const Hand *b) { return a->frames > b->frames; });
+    if (hands.size() > FH_HANDS_MAX_HANDS) hands.resize(FH_HANDS_MAX_HANDS);
+    __atomic_store_n(&out_->seq, 2 * ++seq_ - 1, __ATOMIC_RELAXED);
+    __atomic_thread_fence(__ATOMIC_RELEASE);
+    uint32_t nc = 0;
+    for (size_t k = 0; k < FH_HANDS_MAX_HANDS; ++k) {
+        fh_hand_t &o = out_->hands[k];
+        std::memset(&o, 0, sizeof o);
+        if (k >= hands.size()) continue;
+        const Hand &h = *hands[k];
+        o.id = uint32_t(h.id);
+        o.flags = (h.right() ? FH_HAND_RIGHT : 0) | (h.nviews >= 2 ? FH_HAND_STEREO : 0);
+        o.confidence = float(std::min(1.0, h.frames / 5.0));
+        for (int i = 0; i < 21; ++i)
+            for (int j = 0; j < 3; ++j) o.pts[i][j] = float(h.smooth[i][j]);
+        const uint32_t first = nc;
+        for (auto &b : kThumb) put(out_->capsules, nc, h.smooth[b[0]], h.smooth[b[1]], kThumbR, kThumbR);
+        for (auto &b : kFingers) put(out_->capsules, nc, h.smooth[b[0]], h.smooth[b[1]], kFinger, kFinger);
+        for (auto &b : kPalm) put(out_->capsules, nc, h.smooth[b[0]], h.smooth[b[1]], kPalmR, kPalmR);
+        // the forearm carries on from the hand's own axis (middle knuckle -> wrist); the
+        // wrist bends, but much less than a guess at where the elbow is gets wrong
+        const V3 wrist = h.smooth[0], d = wrist - h.smooth[9];
+        const double n = norm(d);
+        if (n > 0.02) put(out_->capsules, nc, wrist, wrist + d * (kArmLen / n), kArm[0], kArm[1]);
+        o.ncapsules = nc - first;
+    }
+    for (uint32_t k = nc; k < FH_HANDS_MAX_CAPSULES; ++k) std::memset(&out_->capsules[k], 0, sizeof(fh_capsule_t));
+    out_->capture_ns = capture_ns;
+    out_->publish_ns = mono_ns();
+    out_->nhands = uint32_t(hands.size());
+    out_->ncapsules = nc;
+    __atomic_store_n(&out_->seq, 2 * seq_, __ATOMIC_RELEASE);
+}

hands/track/io.h

@@ -0,0 +1,52 @@
+// Frames in from ft-camd's ring (camd/fhring.h), hands out to the hands file
+// (include/fh_hands.h, read by Frametop's ft-screens).
+#pragma once
+
+#include "tracker.h"
+
+#include <cstdint>
+#include <string>
+#include <vector>
+
+extern "C" {
+#include "../camd/fhring.h"
+#include "../include/fh_hands.h"
+}
+
+class Ring {
+public:
+    bool open(const char *path, std::string &err);
+    bool alive() const;                      // the writer's heartbeat is fresh
+    int cameras() const { return int(hdr_->ncams); }
+    const fh_ring_cam_t &camera(int i) const { return hdr_->cams[i]; }
+    uint64_t latest(int i) const;
+    // Copy frame n of camera i into out (width x height, tightly packed). False if it's
+    // gone or was being written.
+    bool read(int i, uint64_t n, std::vector<uint8_t> &out, fh_ring_slot_t *meta) const;
+    // Just frame n's slot header (capture time etc.), without copying the image.
+    bool meta(int i, uint64_t n, fh_ring_slot_t *meta) const;
+
+private:
+    const uint8_t *map_ = nullptr;
+    const fh_ring_hdr_t *hdr_ = nullptr;
+    size_t len_ = 0;
+};
+
+class Publisher {
+public:
+    bool open(std::string &err);
+    void write(const std::vector<const Hand *> &hands, uint64_t capture_ns);
+
+private:
+    fh_hands_t *out_ = nullptr;
+    uint64_t seq_ = 0;
+};
+
+uint64_t mono_ns();
+int64_t raw_minus_mono_ns();   // camera timestamps are CLOCK_MONOTONIC_RAW
+
+// /run/user/UID/frametop-hands, created private to the user if it's missing: where ft-camd's ring
+// (FH_RING_NAME) and the hands and gestures files live. Not $XDG_RUNTIME_DIR: a terminal in
+// the Frametop desktop has a private one of its own. And not /run/user/UID/frametop: that is
+// the desktop session's private runtime folder, which it deletes whenever it starts.
+std::string run_dir();

hands/track/main.cpp

@@ -0,0 +1,626 @@
+// ft-hands: hands in 3D from ft-camd's ring, published for Frametop's ft-screens (the hand
+// cutouts), and pinches and grips for the pointer. It started as a port of frame-hands'
+// Python prototype: the same scheduling, with the models on a few threads.
+//
+//   ft-hands [--seconds N] [--threads N] [--int8] [--status S] [--models DIR] [--nice N]
+//            [--no-publish] [--record DIR] [--swap-sides] [--cams auto|mono|color|all] ...
+//            (--help lists them all)
+//
+// Which cameras (--cams, HANDS_CAMERAS): the four mono IR cameras light the hands with their
+// own IR and track well in dim rooms, but in bright light (a sunny room, a window behind the
+// hands) they expose for the room and the hands come out dark. The two Arcturus colour
+// cameras (the passthrough pair, forward-facing, 145 degrees) are the other way round: dark
+// and grainy in a dim room, clear in a lit one. auto (the default) picks by how bright the
+// colour cameras' frames are: at HANDS_BRIGHT_ON (mean luma) or over for 2 s, it tracks with
+// HANDS_BRIGHT (all: every camera, so hands low at the sides stay in the side cameras; or
+// color); under HANDS_BRIGHT_OFF for 2 s, with the mono cameras again. ft-camd runs the colour
+// cameras at 2 fps, enough to tell the light, until ft-hands asks for 30
+// (/run/user/UID/frametop-hands/color-fps). The colour frames' capture times are on their
+// own clock, so they're placed on the mono cameras' by when they were dequeued, less the
+// mono cameras' measured delay.
+//
+// Settings in ~/.config/frametop.conf (FT_<name> in the environment overrides them, and
+// options override both): HANDS_SWAP_SIDES (1: as --swap-sides), HANDS_CPUS (as --cpus),
+// HANDS_CAMERAS, HANDS_BRIGHT, HANDS_BRIGHT_ON, HANDS_BRIGHT_OFF, HANDS_COLOR_LEFT (which
+// colour camera is passthrough_left: color_video0 or color_video3), HANDS_COLOR_CROP
+// (subtract or none: tools/check_color.py tells both).
+#include "io.h"
+#include "pinch.h"
+#include "record.h"
+
+#include <sched.h>
+#include <sys/resource.h>
+#include <sys/stat.h>
+#include <unistd.h>
+
+#include <cmath>
+#include <ctime>
+#include <memory>
+
+#include <csignal>
+#include <cstdlib>
+#include <cstdio>
+#include <cstring>
+#include <fstream>
+#include <thread>
+#include <utility>
+
+namespace {
+
+volatile std::sig_atomic_t g_stop = 0, g_record = 0;
+
+// which calibrated camera each capture pipe carries (XRService's fixed routing)
+const char *camera_for_pipe(int node) {
+    char path[64], name[64] = "";
+    std::snprintf(path, sizeof path, "/sys/class/video4linux/video%d/name", node);
+    std::ifstream f(path);
+    f.getline(name, sizeof name);
+    if (!std::strcmp(name, "msm_vfe3_video0")) return "slam_left";
+    if (!std::strcmp(name, "msm_vfe4_video0")) return "slam_right";
+    if (!std::strcmp(name, "msm_vfe2_video0")) return "upper_left";
+    if (!std::strcmp(name, "msm_vfe2_video1")) return "upper_right";
+    return nullptr;
+}
+
+// A setting from ~/.config/frametop.conf, or FT_<key> from the environment; "" if unset.
+std::string setting(const std::string &key) {
+    if (const char *v = std::getenv(("FT_" + key).c_str())) return v;
+    const char *home = std::getenv("HOME");
+    std::ifstream in(std::string(home ? home : "") + "/.config/frametop.conf");
+    std::string line, value;
+    auto trim = [](std::string s) {
+        s.erase(0, s.find_first_not_of(" \t\"'"));
+        s.erase(s.find_last_not_of(" \t\"'") + 1);
+        return s;
+    };
+    while (std::getline(in, line)) {
+        line = line.substr(0, line.find('#'));
+        const auto eq = line.find('=');
+        if (eq != std::string::npos && trim(line.substr(0, eq)) == key) value = trim(line.substr(eq + 1));
+    }
+    return value;
+}
+
+std::vector<int> parse_cpus(const char *p) {
+    std::vector<int> out;
+    while (*p) {
+        char *end;
+        const long c = std::strtol(p, &end, 10);
+        if (end == p) break;
+        out.push_back(int(c));
+        p = *end == ',' ? end + 1 : end;
+    }
+    return out;
+}
+
+// Where SIGUSR1 puts recordings: $XDG_DATA_HOME/frametop/hands (~/.local/share/...).
+std::string recordings_dir() {
+    const char *data = std::getenv("XDG_DATA_HOME"), *home = std::getenv("HOME");
+    std::string dir = data && *data ? data : std::string(home ? home : "") + "/.local/share";
+    for (const char *part : {"/frametop", "/hands"}) mkdir((dir += part).c_str(), 0700);
+    return dir;
+}
+
+double cpu_seconds() {
+    rusage r;
+    getrusage(RUSAGE_SELF, &r);
+    return r.ru_utime.tv_sec + r.ru_stime.tv_sec + (r.ru_utime.tv_usec + r.ru_stime.tv_usec) / 1e6;
+}
+
+enum class Cams { Mono, Color, All };
+
+const char *cams_name(Cams c) { return c == Cams::Mono ? "mono" : c == Cams::Color ? "color" : "all"; }
+
+bool parse_cams(const std::string &s, Cams &out) {
+    if (s == "mono") out = Cams::Mono;
+    else if (s == "color") out = Cams::Color;
+    else if (s == "all") out = Cams::All;
+    else return false;
+    return true;
+}
+
+// How bright it is, for auto (see the top): the colour frames' mean luma, smoothed over about
+// a second, with hysteresis and a 2 s hold each way. No colour frames for 3 s (ft-camd paused
+// them, or has none) reads as dim.
+struct Lighting {
+    double on = 40, off = 25;
+    double level = -1;
+    bool bright = false;
+    uint64_t at_ns = 0, since_ns = 0;   // the last frame; since when it's wanted the other way
+
+    void add(double mean, uint64_t t_ns) {
+        const double dt = at_ns && t_ns > at_ns ? (t_ns - at_ns) / 1e9 : 1.0;
+        level = level < 0 ? mean : level + (mean - level) * std::min(1.0, dt / 1.0);
+        at_ns = t_ns;
+    }
+    // True when it switched.
+    bool update(uint64_t now_ns) {
+        if (level >= 0 && now_ns - at_ns > 3'000'000'000ull) level = -1;
+        const bool want = level >= 0 && (bright ? level > off : level >= on);
+        if (want == bright) return since_ns = 0, false;
+        if (!since_ns) since_ns = now_ns;
+        if (now_ns - since_ns < 2'000'000'000ull) return false;
+        bright = want, since_ns = 0;
+        return true;
+    }
+};
+
+}  // namespace
+
+int main(int argc, char **argv) {
+    double seconds = 0, status = 5;
+    int threads = 3, niceness = 5;
+    bool int8 = false, publish = true, track = true, swap_sides = false;
+    std::string models = std::string(argv[0]).substr(0, std::string(argv[0]).rfind('/') + 1) + "../models/ncnn";
+    std::string record, ring_path = "/run/user/" + std::to_string(getuid()) + "/" FH_RING_NAME;
+    // SteamOS starts user processes on CPUs 0-4 and keeps 5-7 (two A720s and the X4) for
+    // SteamVR's compositor, whose threads there run at real-time priority, so they always
+    // win. XRService pins its head tracking to 2-3. frame-hands' probes/core_ab.py
+    // (2026-09-29, headset on, 3 rounds): on 5-7 a step took 8.4 ms against 13.2 on 2-4,
+    // latency 9.6 against 14.1 ms, and the compositor's late frames and CPU/GPU time didn't change.
+    std::vector<int> cpus = {5, 6, 7};
+    if (const auto c = parse_cpus(setting("HANDS_CPUS").c_str()); !c.empty()) cpus = c;
+    swap_sides = setting("HANDS_SWAP_SIDES") == "1";
+    // Which cameras (see the top).
+    std::string cams_arg = setting("HANDS_CAMERAS"), bright_arg = setting("HANDS_BRIGHT");
+    std::string color_left = setting("HANDS_COLOR_LEFT"), color_crop = setting("HANDS_COLOR_CROP");
+    if (cams_arg.empty()) cams_arg = "auto";
+    if (bright_arg.empty()) bright_arg = "all";
+    if (color_left.empty()) color_left = "color_video0";
+    if (color_crop.empty()) color_crop = "subtract";
+    Lighting light;
+    if (const std::string v = setting("HANDS_BRIGHT_ON"); !v.empty()) light.on = std::atof(v.c_str());
+    if (const std::string v = setting("HANDS_BRIGHT_OFF"); !v.empty()) light.off = std::atof(v.c_str());
+    // How crops are equalized. CLAHE helps the palm search find hands (about 10% more in the
+    // dim recording), but makes the landmarks jitter, so they get plain crops.
+    Contrast palm_contrast, hand_contrast{Contrast::None};
+    double keep_presence = 0.5;   // landmark presence a tracked view needs to stay
+    PinchParams pinch_params;
+    GripParams grip_params;
+    bool gesture_log = false;   // what the pinch and grip detectors measure, 10 times a second
+    double record_for = 120;
+    for (int i = 1; i < argc; ++i) {
+        const std::string a = argv[i];
+        const bool more = i + 1 < argc;
+        if (a == "--seconds" && more) seconds = std::atof(argv[++i]);
+        else if (a == "--threads" && more) threads = std::max(1, std::atoi(argv[++i]));
+        else if (a == "--status" && more) status = std::atof(argv[++i]);
+        else if (a == "--models" && more) models = argv[++i];
+        else if (a == "--nice" && more) niceness = std::atoi(argv[++i]);
+        else if (a == "--int8") int8 = true;
+        else if (a == "--no-publish") publish = false;
+        else if (a == "--pinch-begin" && more) pinch_params.begin_m = std::atof(argv[++i]);
+        else if (a == "--pinch-end" && more) pinch_params.end_m = std::atof(argv[++i]);
+        else if (a == "--pinch-triangulated") pinch_params.triangulated = true;
+        else if (a == "--pinch-palm-down" && more) pinch_params.palm_down_max = std::atof(argv[++i]);
+        else if (a == "--grip-begin" && more) grip_params.begin = std::atof(argv[++i]);
+        else if (a == "--grip-end" && more) grip_params.end = std::atof(argv[++i]);
+        else if (a == "--gesture-log") gesture_log = true;
+        else if (a == "--swap-sides") swap_sides = true;
+        else if (a == "--record-only") track = publish = false;
+        else if (a == "--ring" && more) ring_path = argv[++i];
+        else if (a == "--record" && more) record = argv[++i];
+        else if (a == "--record-for" && more) record_for = std::atof(argv[++i]);
+        else if (a == "--keep-presence" && more) keep_presence = std::atof(argv[++i]);
+        else if (a == "--cams" && more) cams_arg = argv[++i];
+        else if (a == "--bright" && more) bright_arg = argv[++i];
+        else if (a == "--bright-on" && more) light.on = std::atof(argv[++i]);
+        else if (a == "--bright-off" && more) light.off = std::atof(argv[++i]);
+        else if (a == "--color-left" && more) color_left = argv[++i];
+        else if (a == "--color-crop" && more) color_crop = argv[++i];
+        else if (a == "--contrast" && more) {
+            if (!Contrast::parse_pair(argv[++i], palm_contrast, hand_contrast))
+                return std::fprintf(stderr, "--contrast MODE or PALM/HAND, each clahe[:CLIP]|none|stretch\n"), 1;
+        } else if (a == "--cpus" && more) {
+            cpus = parse_cpus(argv[++i]);
+            if (cpus.empty()) cpus = {5, 6, 7};
+        }
+        else {
+            std::printf("usage: %s [--seconds N] [--threads N] [--int8] [--status S] [--models DIR] [--nice N] [--no-publish]\n"
+                        "          [--record DIR] [--record-for S] [--record-only] [--cpus 5,6,7] [--swap-sides]\n"
+                        "          [--keep-presence P] (0.5) [--ring PATH] (ft-camd's, or ft-ringplay's)\n"
+                        "          [--cams auto|mono|color|all] (auto) [--bright all|color] (all) [--bright-on L] (40) [--bright-off L] (25)\n"
+                        "          [--color-left color_video0|color_video3] [--color-crop subtract|none]\n"
+                        "          [--pinch-begin M] (0.020) [--pinch-end M] (0.035) [--pinch-triangulated] [--pinch-palm-down MAX] (0.6)\n"
+                        "          [--grip-begin R] (1.2) [--grip-end R] (1.45) [--gesture-log]\n"
+                        "          [--contrast MODE|PALM/HAND] (clahe[:CLIP], none, stretch; default clahe:2/none)\n"
+                        "Recording saves every frame set for S seconds (120) to DIR/sets.bin, for ft-handreplay; SIGUSR1\n"
+                        "starts one in ~/.local/share/frametop/hands/rec-<time>. --record-only records without tracking, so it\n"
+                        "can run beside a tracking ft-hands. With ft-camd --with-dark, recordings also get each\n"
+                        "camera's newest dark frame, as <name>_dk; with --with-color, the color cameras' as color_video<N>.\n"
+                        "auto picks the cameras by the light (see the top of track/main.cpp).\n"
+                        "Settings in ~/.config/frametop.conf: HANDS_SWAP_SIDES=1, HANDS_CPUS=5,6,7, HANDS_CAMERAS, HANDS_BRIGHT,\n"
+                        "HANDS_BRIGHT_ON, HANDS_BRIGHT_OFF, HANDS_COLOR_LEFT, HANDS_COLOR_CROP (FT_<name> overrides).\n",
+                        argv[0]);
+            return a == "--help" ? 0 : 1;
+        }
+    }
+    const bool automatic = cams_arg == "auto";
+    Cams fixed = Cams::Mono, bright_cams = Cams::All;
+    if ((!automatic && !parse_cams(cams_arg, fixed)) || !parse_cams(bright_arg, bright_cams) || bright_cams == Cams::Mono)
+        return std::fprintf(stderr, "--cams auto|mono|color|all, --bright all|color\n"), 1;
+    if (color_crop != "subtract" && color_crop != "none") return std::fprintf(stderr, "--color-crop subtract|none\n"), 1;
+    std::setvbuf(stdout, nullptr, _IOLBF, 0);   // whole lines to the journal as they come
+    if (nice(niceness) < 0) std::perror("nice");   // the VR stack wins contested CPUs
+    std::signal(SIGINT, [](int) { g_stop = 1; });
+    std::signal(SIGTERM, [](int) { g_stop = 1; });
+    std::signal(SIGUSR1, [](int) { g_record = 1; });
+
+    std::string err;
+    std::map<std::string, Camera> calib;
+    Ring ring;
+    Nets nets;
+    Publisher pub;
+    GesturePublisher gestures;
+    Pinch pinch(pinch_params);
+    Grip grip(grip_params);
+    std::unique_ptr<Recorder> rec;
+    uint64_t rec_start = 0;
+    auto start_recording = [&](const std::string &dir, std::string &e) {
+        rec = std::make_unique<Recorder>();
+        if (!rec->open(dir, e)) return rec.reset(), false;
+        rec_start = mono_ns();
+        std::printf("recording to %s for %.0f s\n", dir.c_str(), record_for);
+        std::fflush(stdout);
+        return true;
+    };
+    if (!load_calibration(calib, err) || !ring.open(ring_path.c_str(), err) || !nets.load(models, int8, err) ||
+        (publish && (!pub.open(err) || !gestures.open(pinch, grip, err))) ||
+        (!record.empty() && !start_recording(record, err))) {
+        std::fprintf(stderr, "%s\n", err.c_str());
+        return 1;
+    }
+    if (!ring.alive()) return std::fprintf(stderr, "ft-camd isn't running (no heartbeat)\n"), 1;
+
+    std::map<std::string, int> index;   // mono calibration name -> ring camera
+    std::map<std::string, int> color;   // colour calibration name (color_video<N>) -> ring camera
+    // Recorded as they are with each set: "<name>_dk" (ft-camd --with-dark) and "color_video<N>"
+    // (--with-color). Recorded names hold 15 characters, so "upper_right_dark" wouldn't fit.
+    std::map<std::string, int> dark;
+    std::map<std::string, Camera> used;
+    for (int i = 0; i < ring.cameras(); ++i) {
+        if (ring.camera(i).flags & FH_CAM_COLOR) {
+            const std::string name = "color_video" + std::to_string(ring.camera(i).node);
+            dark[name] = i, color[name] = i;
+            continue;
+        }
+        // ft-camd's cameras by capture pipe; ft-ringplay's (no device) by the name it gives
+        const char *name = camera_for_pipe(ring.camera(i).node);
+        if (!name && ring.camera(i).node < 0) name = ring.camera(i).name;
+        if (!name || !calib.count(name)) continue;
+        if (ring.camera(i).flags & FH_CAM_DARK) dark[std::string(name) + "_dk"] = i;
+        else index[name] = i, used[name] = calib[name];
+    }
+    // ft-camd tells the side cameras' buffers apart by XRService's allocation order, which
+    // some XRService restarts reverse; tools/check_sides.py --ring tells when.
+    if (swap_sides && index.count("slam_left") && index.count("slam_right")) {
+        std::swap(index["slam_left"], index["slam_right"]);
+        if (dark.count("slam_left_dk") && dark.count("slam_right_dk")) std::swap(dark["slam_left_dk"], dark["slam_right_dk"]);
+        std::printf("side cameras swapped (--swap-sides)\n");
+    }
+    // The colour pair, calibrated (see the top), unless only the mono cameras are wanted.
+    if (color.size() == 2 && (automatic || fixed != Cams::Mono)) {
+        const std::string left = color.count(color_left) ? color_left : color.begin()->first;
+        const std::string right = color.begin()->first == left ? std::next(color.begin())->first : color.begin()->first;
+        const int scale = int(std::lround(1972.0 / ring.camera(color[left]).width));
+        std::map<std::string, Camera> cc;
+        std::string e;
+        if (load_color_calibration(cc, left, right, color_crop == "subtract", scale, e)) {
+            for (auto &[name, cam] : cc) used[name] = cam;
+            std::printf("colour cameras: %s is passthrough_left, crop %s, 1/%d size\n", left.c_str(), color_crop.c_str(), scale);
+        } else {
+            std::fprintf(stderr, "colour cameras left out: %s\n", e.c_str());
+            color.clear();
+        }
+    } else {
+        color.clear();
+    }
+    if (color.empty() && (automatic || fixed != Cams::Mono)) {
+        if (!automatic) std::printf("no colour cameras (ft-camd --with-color): tracking with the mono ones\n");
+        fixed = Cams::Mono;
+    }
+    const bool switching = automatic && !color.empty();
+    Cams mode = switching || color.empty() ? Cams::Mono : fixed;
+    std::printf("cameras:");
+    for (auto &[name, i] : index) std::printf(" %s=video%d", name.c_str(), ring.camera(i).node);
+    for (auto &[name, i] : color) std::printf(" %s", name.c_str());
+    std::printf("  tracking with %s%s  models: %s%s, %d threads on CPUs", cams_name(mode),
+                switching ? " (auto: by the light)" : "", models.c_str(), int8 ? " (int8)" : "", threads);
+    for (int c : cpus) std::printf(" %d", c);
+    std::printf("\n");
+
+    cpu_set_t set;   // the main loop too
+    CPU_ZERO(&set);
+    for (int c : cpus) CPU_SET(c, &set);
+    if (sched_setaffinity(0, sizeof set, &set) < 0) std::perror("sched_setaffinity");
+    nets.set_contrast(palm_contrast, hand_contrast);
+    Pool pool(threads, cpus);
+    Tracker tracker(used, nets, pool);
+    tracker.set_keep_presence(keep_presence);
+    std::map<std::string, std::vector<uint8_t>> pixels;
+    std::map<std::string, uint64_t> last;       // per camera: the frame last used
+    std::map<std::string, uint64_t> lit_seen;   // per colour camera: the frame last counted for the light
+    const uint64_t start = mono_ns();
+    uint64_t t_status = start, next_ns = 0, t_want = 0, t_glog = 0;
+    double cpu0 = cpu_seconds();
+    std::vector<double> lat;
+    double hands_sum = 0, resid_sum = 0;
+    int resid_n = 0, left_sets = 0, right_sets = 0, both_sets = 0, color_steps = 0;
+    // The mono cameras' delay from capture to dequeue (their capture clock is CLOCK_MONOTONIC_RAW),
+    // to place the colour frames, whose capture clock is their own (see the top).
+    double mono_delay_ns = -1;
+    const std::string want_file = run_dir() + "/color-fps";
+
+    // The colour pair's newest frames if both are newer than last used and taken together
+    // (their own clock): their time, on the mono cameras' capture clock, else 0.
+    auto color_pair = [&](int64_t raw_off, bool copy, std::map<std::string, Image> &images) -> uint64_t {
+        fh_ring_slot_t meta[2];
+        std::string names[2];
+        uint64_t n[2];
+        int k = 0;
+        for (auto &[name, i] : color) {
+            names[k] = name, n[k] = ring.latest(i);
+            if (n[k] <= last[name] || !ring.meta(i, n[k], &meta[k])) return 0;
+            ++k;
+        }
+        if (k != 2 || mono_delay_ns < 0) return 0;
+        const int64_t apart = int64_t(meta[0].capture_ns) - int64_t(meta[1].capture_ns);
+        if (std::llabs(apart) > 3'000'000) return 0;   // one is a frame ahead: wait for the other
+        const uint64_t dq = std::min(meta[0].dqbuf_ns, meta[1].dqbuf_ns);
+        const uint64_t t = uint64_t(int64_t(dq) - int64_t(mono_delay_ns) + raw_off);
+        if (!copy) return t;
+        for (int j = 0; j < 2; ++j) {
+            const int i = color[names[j]];
+            if (!ring.read(i, n[j], pixels[names[j]], &meta[j])) return 0;
+            const auto &c = ring.camera(i);
+            images[names[j]] = {pixels[names[j]].data(), int(c.width), int(c.height), int(c.width)};
+        }
+        for (int j = 0; j < 2; ++j) last[names[j]] = n[j];
+        return t;
+    };
+    auto switch_to = [&](Cams to, const char *why) {
+        if (to == mode) return;
+        for (auto &[name, cam] : used) {
+            const bool is_color = color.count(name) > 0;
+            const bool keep = to == Cams::All || (to == Cams::Color) == is_color;
+            if (!keep) tracker.drop_camera(name);
+        }
+        std::printf("cameras: %s -> %s (%s)\n", cams_name(mode), cams_name(to), why);
+        mode = to;
+    };
+    auto ambient = [&] {   // the mono cameras' dark frames: the room's IR light
+        double sum = 0;
+        int n = 0;
+        for (auto &[name, i] : index)
+            if (ring.camera(i).dark_mean > 0) sum += ring.camera(i).dark_mean, ++n;
+        return n ? sum / n : -1;
+    };
+
+    while (!g_stop && (seconds <= 0 || (mono_ns() - start) / 1e9 < seconds)) {
+        if (!ring.alive()) return std::fprintf(stderr, "ft-camd stopped\n"), 2;
+        const uint64_t now0 = mono_ns();
+        const int64_t raw_off = raw_minus_mono_ns();
+
+        // The light, from the colour frames' brightness (their slot headers only).
+        for (auto &[name, i] : color) {
+            fh_ring_slot_t m;
+            const uint64_t n = ring.latest(i);
+            if (n && n != lit_seen[name] && ring.meta(i, n, &m)) light.add(m.mean, m.dqbuf_ns), lit_seen[name] = n;
+        }
+        if (switching && light.update(now0)) {
+            char why[96];
+            std::snprintf(why, sizeof why, "colour frames at %.0f, ambient IR %.1f", light.level, ambient());
+            switch_to(light.bright ? bright_cams : Cams::Mono, why);
+        }
+        // Ask ft-camd for the colour cameras' full rate while tracking or recording with them.
+        const bool want_color = !color.empty() && (mode != Cams::Mono || rec || g_record);
+        if (!color.empty() && now0 - t_want > 1'000'000'000) {
+            t_want = now0;
+            if (want_color) {
+                if (FILE *f = std::fopen(want_file.c_str(), "w")) std::fputs("30\n", f), std::fclose(f);
+            } else {
+                unlink(want_file.c_str());
+            }
+        }
+
+        const bool use_mono = mode != Cams::Color, use_color = mode != Cams::Mono;
+        const bool mono_driven = use_mono || rec || g_record || !track;
+        std::map<std::string, Image> images;
+        uint64_t tmin = UINT64_MAX, dq = 0;
+
+        if (mono_driven) {
+            // a new frame set: every mono camera has a newer frame, taken at the same moment
+            std::map<std::string, uint64_t> latest;
+            bool ready = true;
+            for (auto &[name, i] : index) {
+                latest[name] = ring.latest(i);
+                ready = ready && latest[name] > last[name];
+            }
+            if (!ready) {
+                std::this_thread::sleep_for(std::chrono::milliseconds(2));
+                continue;
+            }
+            // not needed at the current rate, and not recorded: skip it without copying images
+            if (track && !rec && !g_record) {
+                uint64_t t0 = UINT64_MAX, t1 = 0;
+                bool ok = true;
+                for (auto &[name, i] : index) {
+                    fh_ring_slot_t meta;
+                    ok = ok && ring.meta(i, latest[name], &meta);
+                    if (ok) t0 = std::min(t0, meta.capture_ns), t1 = std::max(t1, meta.capture_ns);
+                }
+                if (ok && t1 - t0 <= 3'000'000 && t0 < next_ns) {
+                    for (auto &[name, i] : index) last[name] = latest[name];
+                    continue;
+                }
+            }
+            std::vector<SetFrame> frames;
+            uint64_t tmax = 0;
+            bool ok = true;
+            for (auto &[name, i] : index) {
+                fh_ring_slot_t meta;
+                ok = ok && ring.read(i, latest[name], pixels[name], &meta);
+                if (!ok) break;
+                const auto &c = ring.camera(i);
+                images[name] = {pixels[name].data(), int(c.width), int(c.height), int(c.width)};
+                frames.push_back({name, pixels[name].data(), c.width, c.height, meta.capture_ns, meta.dqbuf_ns});
+                tmin = std::min(tmin, meta.capture_ns), tmax = std::max(tmax, meta.capture_ns), dq = std::max(dq, meta.dqbuf_ns);
+                const double delay = double(int64_t(meta.dqbuf_ns) - (int64_t(meta.capture_ns) - raw_off));
+                mono_delay_ns = mono_delay_ns < 0 ? delay : mono_delay_ns + 0.02 * (delay - mono_delay_ns);
+            }
+            if (!ok || tmax - tmin > 3'000'000) {   // torn, or a camera is a frame behind
+                std::this_thread::sleep_for(std::chrono::milliseconds(1));
+                continue;
+            }
+            for (auto &[name, i] : index) last[name] = latest[name];
+            if (g_record && !rec) {
+                g_record = 0;
+                char name[64];
+                const std::time_t now = std::time(nullptr);
+                std::strftime(name, sizeof name, "rec-%Y%m%d-%H%M%S", std::localtime(&now));
+                const std::string dir = recordings_dir();
+                std::string e;
+                if (!start_recording(dir + "/" + name, e)) std::fprintf(stderr, "%s\n", e.c_str());
+            }
+            if (rec) {   // about 80 MB/s; dark frames double that, color frames add 70 MB/s
+                if ((mono_ns() - rec_start) / 1e9 < record_for) {
+                    for (auto &[name, i] : dark) {   // the newest dark and color frames, as they are
+                        fh_ring_slot_t meta;
+                        const uint64_t n = ring.latest(i);
+                        const auto &c = ring.camera(i);
+                        if (n && ring.read(i, n, pixels[name + "#rec"], &meta))
+                            frames.push_back({name, pixels[name + "#rec"].data(), c.width, c.height, meta.capture_ns,
+                                              meta.dqbuf_ns});
+                    }
+                    rec->add(frames);
+                } else {
+                    const size_t n = rec->written(), d = rec->dropped();
+                    rec.reset();   // writes out what's queued
+                    std::printf("recording done: %zu sets, %zu dropped\n", n, d);
+                    std::fflush(stdout);
+                    if (!track) break;
+                }
+            }
+            if (!track && rec && status > 0 && (mono_ns() - t_status) / 1e9 >= status) {
+                std::printf("%5.1fs  recorded %zu sets, dropped %zu\n", (mono_ns() - start) / 1e9, rec->written(), rec->dropped());
+                std::fflush(stdout);
+                t_status = mono_ns();
+            }
+            if (!track || tmin < next_ns) continue;   // not needed yet at the current rate
+            if (!use_mono) images.clear();            // colour only, driven by mono while recording
+            if (use_color && color_pair(raw_off, true, images)) ++color_steps;
+            if (images.empty()) continue;
+        } else {
+            // colour only: a new pair of colour frames
+            for (auto &[name, i] : index) {   // keep the mono cameras' delay current
+                fh_ring_slot_t meta;
+                const uint64_t n = ring.latest(i);
+                if (n && ring.meta(i, n, &meta)) {
+                    const double delay = double(int64_t(meta.dqbuf_ns) - (int64_t(meta.capture_ns) - raw_off));
+                    mono_delay_ns = mono_delay_ns < 0 ? delay : mono_delay_ns + 0.02 * (delay - mono_delay_ns);
+                }
+                break;
+            }
+            const uint64_t t = color_pair(raw_off, false, images);
+            if (!t) {
+                std::this_thread::sleep_for(std::chrono::milliseconds(2));
+                continue;
+            }
+            if (t < next_ns) {   // not needed yet: pass it by without copying
+                for (auto &[name, i] : color) last[name] = ring.latest(i);
+                continue;
+            }
+            if (!color_pair(raw_off, true, images)) continue;
+            tmin = t, ++color_steps;
+            for (auto &[name, i] : color) {
+                fh_ring_slot_t meta;
+                if (ring.meta(i, last[name], &meta)) dq = std::max(dq, meta.dqbuf_ns);
+            }
+        }
+
+        const auto hands = tracker.step(images, int64_t(tmin));
+        const uint64_t capture = uint64_t(int64_t(tmin) - raw_off);   // CLOCK_MONOTONIC
+        const std::vector<Seen> views = tracker.views_now();
+        grip.update(hands, views, int64_t(capture));
+        pinch.update(hands, views, int64_t(capture), grip.gripping());
+        if (gesture_log && capture - t_glog >= 100'000'000) {
+            t_glog = capture;
+            for (int k = 0; k < 2; ++k)
+                if (pinch.world_d[k] >= 0)
+                    std::printf("gesture %s d world %.3f tri %.3f palm-down %.2f curl %.2f%s\n", k ? "right" : "left ",
+                                pinch.world_d[k], pinch.tri_d[k], pinch.palm_down[k], grip.curl[k],
+                                pinch.side(k).flags & FH_PINCH_DOWN ? " PINCH" : grip.side(k).flags & FH_PINCH_DOWN ? " GRIP" : "");
+        }
+        // a gesture down or closing gets the full rate, even while the palm holds still
+        next_ns = tmin + uint64_t((std::min(tracker.interval(), pinch.engaged() || grip.engaged() ? 1 / 30.0 : 1.0) -
+                                   0.005) * 1e9);
+        if (publish) pub.write(hands, capture), gestures.write(pinch, grip, capture);
+        for (const Pinch::Event &e : grip.events)
+            std::printf("grip  %s %-5s curl %.2f at %+.3f %+.3f %+.3f\n", e.side ? "right" : "left ", e.what, e.distance,
+                        e.point[0], e.point[1], e.point[2]);
+        for (const Pinch::Event &e : pinch.events)
+            std::printf("pinch %s %-5s d %.3f m at %+.3f %+.3f %+.3f\n", e.side ? "right" : "left ", e.what, e.distance,
+                        e.point[0], e.point[1], e.point[2]);
+        lat.push_back((mono_ns() - dq) / 1e6);
+        hands_sum += double(hands.size());
+        bool on_left = false, on_right = false;   // by where the wrist is, not the model's label
+        for (const Hand *h : hands) {
+            if (h->residual >= 0) resid_sum += h->residual * 1000, ++resid_n;
+            (h->pts[0][0] < 0 ? on_left : on_right) = true;
+        }
+        left_sets += on_left, right_sets += on_right, both_sets += on_left && on_right;
+
+        const uint64_t now = mono_ns();
+        if (status > 0 && (now - t_status) / 1e9 >= status) {
+            const double dt = (now - t_status) / 1e9, cpu1 = cpu_seconds();
+            const Stats &s = tracker.stats;
+            std::sort(lat.begin(), lat.end());
+            std::printf("%5.1fs %4.1f sets/s  hands %.2f views %zu  palm %3d calls %4.1f ms/batch  hand %3d calls %4.1f ms/batch  "
+                        "step %4.1f ms  latency %4.1f ms  resid %.1f mm  CPU %3.0f%%\n",
+                        (now - start) / 1e9, s.sets / dt, s.sets ? hands_sum / s.sets : 0, tracker.views(), s.palm_calls,
+                        s.palm_batches ? s.palm_ms / s.palm_batches : 0, s.hand_calls,
+                        s.hand_batches ? s.hand_ms / s.hand_batches : 0, s.sets ? s.step_ms / s.sets : 0,
+                        lat.empty() ? 0 : lat[lat.size() / 2], resid_n ? resid_sum / resid_n : 0, 100 * (cpu1 - cpu0) / dt);
+            if (!color.empty())
+                std::printf("        cameras %s%s: colour frames at %.1f (bright at %.0f, dim under %.0f), ambient IR %.1f, "
+                            "%d steps with colour, colour placed %.1f ms after capture\n",
+                            cams_name(mode), switching ? " (auto)" : "", light.level, light.on, light.off, ambient(),
+                            color_steps, mono_delay_ns / 1e6);
+            if (s.sets)
+                std::printf("        sets with a hand: left %2.0f%% right %2.0f%% both %2.0f%%  views lost %d, handoff misses %d, "
+                            "dups %d, splits %d  hands new %d merged %d forgotten %d%s\n",
+                            100.0 * left_sets / s.sets, 100.0 * right_sets / s.sets, 100.0 * both_sets / s.sets, s.lost,
+                            s.handoff_miss, s.dups, s.splits, s.created, s.merged, s.forgotten,
+                            !rec ? "" : ("  recorded " + std::to_string(rec->written()) + " dropped " +
+                                         std::to_string(rec->dropped())).c_str());
+            std::printf("        pinches: left %u right %u (held back, palm down: %d %d)  grips: left %u right %u",
+                        pinch.side(0).begins, pinch.side(1).begins, pinch.held_back[0], pinch.held_back[1],
+                        grip.side(0).begins, grip.side(1).begins);
+            for (int k = 0; k < 2; ++k)
+                if (pinch.side(k).flags & FH_PINCH_TRACKED)
+                    std::printf("  %s %s d %.3f curl %.2f", k ? "right" : "left",
+                                grip.side(k).flags & FH_PINCH_DOWN    ? "GRIP"
+                                : pinch.side(k).flags & FH_PINCH_DOWN ? "PINCH"
+                                                                      : "open",
+                                pinch.side(k).distance, grip.curl[k]);
+            std::printf("\n");
+            for (const Hand *h : hands)
+                std::printf("        hand %d %-5s views %d wrist %+.3f %+.3f %+.3f m  scale %.2f  speed %.2f m/s\n", h->id,
+                            h->right() ? "right" : "left", h->nviews, h->pts[0][0], h->pts[0][1], h->pts[0][2], h->scale,
+                            h->speed);
+            std::fflush(stdout);
+            tracker.stats = Stats{};
+            t_status = now, cpu0 = cpu1;
+            lat.clear(), hands_sum = 0, resid_sum = 0, resid_n = 0, left_sets = right_sets = both_sets = 0;
+            color_steps = 0;
+        }
+    }
+    if (!color.empty()) unlink(want_file.c_str());
+    if (publish) {
+        pub.write({}, mono_ns());
+        pinch.release(int64_t(mono_ns()));   // a drag in progress ends, as lost
+        grip.release(int64_t(mono_ns()));
+        gestures.write(pinch, grip, mono_ns());
+    }
+    return 0;
+}

hands/track/nets.cpp

@@ -0,0 +1,255 @@
+#include "nets.h"
+
+#include <mat.h>
+
+#include <algorithm>
+#include <cstdlib>
+#include <numeric>
+
+namespace {
+
+constexpr int kPalmSize = 192, kHandSize = 224;
+const int kRoiLandmarks[] = {0, 1, 2, 3, 5, 6, 9, 10, 13, 14, 17, 18};
+
+// 2x3 affine taking crop pixels (0..out) to image pixels.
+void crop_matrix(V2 center, double size, double rotation, int out, float tm[6]) {
+    const double c = std::cos(rotation), s = std::sin(rotation), k = size / out;
+    tm[0] = float(c * k), tm[1] = float(-s * k), tm[3] = float(s * k), tm[4] = float(c * k);
+    tm[2] = float(center[0] - (tm[0] + tm[1]) * out / 2.0);
+    tm[5] = float(center[1] - (tm[3] + tm[4]) * out / 2.0);
+}
+
+V2 to_image(const float tm[6], double x, double y) {
+    return {tm[0] * x + tm[1] * y + tm[2], tm[3] * x + tm[4] * y + tm[5]};
+}
+
+// OpenCV's CLAHE (4x4 tiles) on a square crop, in place.
+void clahe(uint8_t *img, int n, double clip_limit) {
+    constexpr int kTiles = 4;
+    const int ts = n / kTiles, area = ts * ts;
+    const int clip = std::max(1, int(clip_limit * area / 256));
+    uint8_t lut[kTiles][kTiles][256];
+    for (int ty = 0; ty < kTiles; ++ty)
+        for (int tx = 0; tx < kTiles; ++tx) {
+            int hist[256] = {};
+            for (int y = ty * ts; y < (ty + 1) * ts; ++y)
+                for (int x = tx * ts; x < (tx + 1) * ts; ++x) ++hist[img[y * n + x]];
+            int excess = 0;
+            for (int &h : hist)
+                if (h > clip) excess += h - clip, h = clip;
+            const int add = excess / 256, residual = excess - add * 256;
+            for (int i = 0; i < 256; ++i) hist[i] += add + (i < residual ? 1 : 0);
+            int sum = 0;
+            const float scale = 255.f / area;
+            for (int i = 0; i < 256; ++i) {
+                sum += hist[i];
+                lut[ty][tx][i] = uint8_t(std::min(255, int(sum * scale + 0.5f)));
+            }
+        }
+    std::vector<uint8_t> out(size_t(n) * n);
+    for (int y = 0; y < n; ++y) {
+        const float fy = (y + 0.5f) / ts - 0.5f;
+        const int y0 = std::clamp(int(std::floor(fy)), 0, kTiles - 1), y1 = std::min(y0 + 1, kTiles - 1);
+        const float wy = std::clamp(fy - y0, 0.f, 1.f);
+        for (int x = 0; x < n; ++x) {
+            const float fx = (x + 0.5f) / ts - 0.5f;
+            const int x0 = std::clamp(int(std::floor(fx)), 0, kTiles - 1), x1 = std::min(x0 + 1, kTiles - 1);
+            const float wx = std::clamp(fx - x0, 0.f, 1.f);
+            const uint8_t v = img[y * n + x];
+            const float top = lut[y0][x0][v] * (1 - wx) + lut[y0][x1][v] * wx;
+            const float bot = lut[y1][x0][v] * (1 - wx) + lut[y1][x1][v] * wx;
+            out[size_t(y) * n + x] = uint8_t(top * (1 - wy) + bot * wy + 0.5f);
+        }
+    }
+    std::copy(out.begin(), out.end(), img);
+}
+
+// Linear stretch of the 1st..99th percentile to 0..255, in place.
+void stretch(uint8_t *img, int n) {
+    int hist[256] = {};
+    const int total = n * n;
+    for (int i = 0; i < total; ++i) ++hist[img[i]];
+    int lo = 0, hi = 255, acc = 0;
+    for (int v = 0; v < 256; ++v)
+        if ((acc += hist[v]) > total / 100) { lo = v; break; }
+    acc = 0;
+    for (int v = 255; v >= 0; --v)
+        if ((acc += hist[v]) > total / 100) { hi = v; break; }
+    if (hi <= lo) return;
+    for (int i = 0; i < total; ++i) img[i] = uint8_t(std::clamp((img[i] - lo) * 255 / (hi - lo), 0, 255));
+}
+
+// A crop as the models' input: RGB (the mono plane three times), 0..1.
+ncnn::Mat crop(const Image &img, const float tm[6], int n, const Contrast &contrast) {
+    std::vector<uint8_t> patch(size_t(n) * n);
+    ncnn::warpaffine_bilinear_c1(img.data, img.width, img.height, img.stride, patch.data(), n, n, n, tm, 0, 0);
+    if (contrast.mode == Contrast::Clahe) clahe(patch.data(), n, contrast.clip);
+    else if (contrast.mode == Contrast::Stretch) stretch(patch.data(), n);
+    ncnn::Mat m = ncnn::Mat::from_pixels(patch.data(), ncnn::Mat::PIXEL_GRAY2RGB, n, n);
+    const float norm[3] = {1 / 255.f, 1 / 255.f, 1 / 255.f};
+    m.substract_mean_normalize(nullptr, norm);
+    return m;
+}
+
+}  // namespace
+
+bool Contrast::parse(const std::string &s, Contrast &out) {
+    if (s == "none") return out.mode = None, true;
+    if (s == "stretch") return out.mode = Stretch, true;
+    if (s.rfind("clahe", 0) == 0) {
+        out.mode = Clahe;
+        out.clip = s.size() > 6 && s[5] == ':' ? std::atof(s.c_str() + 6) : 2.0;
+        return out.clip > 0;
+    }
+    return false;
+}
+
+bool Contrast::parse_pair(const std::string &s, Contrast &palm, Contrast &hand) {
+    const size_t slash = s.find('/');
+    if (slash == std::string::npos) return parse(s, palm) && parse(s, hand);
+    return parse(s.substr(0, slash), palm) && parse(s.substr(slash + 1), hand);
+}
+
+namespace {
+
+bool load_net(ncnn::Net &net, const std::string &base, std::string &err) {
+    net.opt.num_threads = 1;
+    net.opt.use_vulkan_compute = false;
+    net.opt.use_fp16_packed = net.opt.use_fp16_storage = net.opt.use_fp16_arithmetic = true;
+    if (net.load_param((base + ".param").c_str()) || net.load_model((base + ".bin").c_str())) {
+        err = "can't load " + base + ".param/.bin";
+        return false;
+    }
+    return true;
+}
+
+}  // namespace
+
+Roi Palm::roi() const {
+    const V2 a = kp[0], b = kp[2];
+    const double rot = wrap_angle(M_PI / 2 - std::atan2(-(b[1] - a[1]), b[0] - a[0]));
+    const double h = size[1];
+    const V2 shift{-h * -0.5 * std::sin(rot), h * -0.5 * std::cos(rot)};
+    return {center + shift, std::max(size[0], size[1]) * 2.6, rot};
+}
+
+Roi roi_from_points(const V2 *p) {
+    const V2 w = p[0];
+    V2 m = (p[5] + p[13]) * 0.5;
+    m = (m + p[9]) * 0.5;
+    const double rot = wrap_angle(M_PI / 2 - std::atan2(-(m[1] - w[1]), m[0] - w[0]));
+    V2 lo{1e9, 1e9}, hi{-1e9, -1e9};
+    for (int i : kRoiLandmarks)
+        for (int k = 0; k < 2; ++k) lo[k] = std::min(lo[k], p[i][k]), hi[k] = std::max(hi[k], p[i][k]);
+    V2 center = (lo + hi) * 0.5;
+    const double c = std::cos(-rot), s = std::sin(-rot);
+    V2 qlo{1e9, 1e9}, qhi{-1e9, -1e9};
+    for (int i : kRoiLandmarks) {
+        const V2 d = p[i] - center;
+        const V2 q{d[0] * c - d[1] * s, d[0] * s + d[1] * c};
+        for (int k = 0; k < 2; ++k) qlo[k] = std::min(qlo[k], q[k]), qhi[k] = std::max(qhi[k], q[k]);
+    }
+    const V2 mid = (qlo + qhi) * 0.5;
+    const double c2 = std::cos(rot), s2 = std::sin(rot);
+    center = center + V2{mid[0] * c2 - mid[1] * s2, mid[0] * s2 + mid[1] * c2};
+    const double w2 = qhi[0] - qlo[0], h2 = qhi[1] - qlo[1];
+    center = center + V2{-h2 * -0.1 * s2, h2 * -0.1 * c2};
+    return {center, std::max(w2, h2) * 2.0, rot};
+}
+
+Roi Landmarks::next_roi() const { return roi_from_points(pts); }
+
+bool Nets::load(const std::string &dir, bool int8, std::string &err) {
+    const std::string suffix = int8 ? "-int8.ncnn" : ".ncnn";
+    if (!load_net(palm_, dir + "/palm" + suffix, err) || !load_net(hand_, dir + "/hand" + suffix, err)) return false;
+    // SSD anchors of palm_detection_full: strides 8 (2 per cell) and 16 (6 per cell)
+    for (auto [stride, per] : {std::pair{8, 2}, std::pair{16, 6}}) {
+        const int n = kPalmSize / stride;
+        for (int y = 0; y < n; ++y)
+            for (int x = 0; x < n; ++x)
+                for (int k = 0; k < per; ++k) anchors_.push_back({(x + 0.5) / n * kPalmSize, (y + 0.5) / n * kPalmSize});
+    }
+    return true;
+}
+
+std::vector<Palm> Nets::palms(const Image &img, V2 center, double size, double rotation) const {
+    float tm[6];
+    crop_matrix(center, size, rotation, kPalmSize, tm);
+    ncnn::Extractor ex = palm_.create_extractor();
+    ex.input("in0", crop(img, tm, kPalmSize, palm_contrast_));
+    ncnn::Mat boxes, scores;
+    ex.extract("out0", boxes);
+    ex.extract("out1", scores);
+    const float *raw = boxes, *logit = scores;
+    const int n = int(anchors_.size());
+    const float min_logit = std::log(0.5f / 0.5f);  // score 0.5
+    struct Cand { V2 c, s; V2 kp[7]; double score; };
+    std::vector<Cand> cand;
+    for (int i = 0; i < n; ++i) {
+        if (logit[i] <= min_logit) continue;
+        const float *r = raw + i * 18;
+        Cand c;
+        c.c = {r[0] + anchors_[i][0], r[1] + anchors_[i][1]};
+        c.s = {r[2], r[3]};
+        for (int k = 0; k < 7; ++k) c.kp[k] = {r[4 + 2 * k] + anchors_[i][0], r[5 + 2 * k] + anchors_[i][1]};
+        c.score = 1 / (1 + std::exp(-std::clamp(double(logit[i]), -100.0, 100.0)));
+        cand.push_back(c);
+    }
+    // MediaPipe's weighted NMS: overlapping boxes are averaged, weighted by score
+    std::sort(cand.begin(), cand.end(), [](const Cand &a, const Cand &b) { return a.score > b.score; });
+    std::vector<bool> used(cand.size());
+    std::vector<Palm> out;
+    for (size_t i = 0; i < cand.size(); ++i) {
+        if (used[i]) continue;
+        double wsum = 0;
+        Cand acc{};
+        for (size_t j = i; j < cand.size(); ++j) {
+            if (used[j]) continue;
+            const double ix = std::max(0.0, std::min(cand[i].c[0] + cand[i].s[0] / 2, cand[j].c[0] + cand[j].s[0] / 2) -
+                                                std::max(cand[i].c[0] - cand[i].s[0] / 2, cand[j].c[0] - cand[j].s[0] / 2));
+            const double iy = std::max(0.0, std::min(cand[i].c[1] + cand[i].s[1] / 2, cand[j].c[1] + cand[j].s[1] / 2) -
+                                                std::max(cand[i].c[1] - cand[i].s[1] / 2, cand[j].c[1] - cand[j].s[1] / 2));
+            const double inter = ix * iy;
+            const double uni = cand[i].s[0] * cand[i].s[1] + cand[j].s[0] * cand[j].s[1] - inter;
+            if (j != i && inter / (uni + 1e-9) <= 0.3) continue;
+            used[j] = true;
+            const double w = cand[j].score;
+            wsum += w;
+            acc.c = acc.c + cand[j].c * w;
+            acc.s = acc.s + cand[j].s * w;
+            for (int k = 0; k < 7; ++k) acc.kp[k] = acc.kp[k] + cand[j].kp[k] * w;
+        }
+        Palm p;
+        const V2 c = acc.c * (1 / wsum);
+        p.center = to_image(tm, c[0], c[1]);
+        p.size = acc.s * (1 / wsum * size / kPalmSize);
+        for (int k = 0; k < 7; ++k) {
+            const V2 q = acc.kp[k] * (1 / wsum);
+            p.kp[k] = to_image(tm, q[0], q[1]);
+        }
+        p.score = cand[i].score;
+        out.push_back(p);
+    }
+    return out;
+}
+
+Landmarks Nets::landmarks(const Image &img, const Roi &roi) const {
+    float tm[6];
+    crop_matrix(roi.center, roi.size, roi.rotation, kHandSize, tm);
+    ncnn::Extractor ex = hand_.create_extractor();
+    ex.input("in0", crop(img, tm, kHandSize, hand_contrast_));
+    ncnn::Mat screen, presence, right, world;
+    ex.extract("out0", screen);
+    ex.extract("out1", presence);
+    ex.extract("out2", right);
+    ex.extract("out3", world);
+    Landmarks lm;
+    const float *s = screen, *w = world;
+    for (int i = 0; i < 21; ++i) {
+        lm.pts[i] = to_image(tm, s[3 * i], s[3 * i + 1]);
+        for (int k = 0; k < 3; ++k) lm.world[i][k] = w[3 * i + k];
+    }
+    lm.presence = presence[0];
+    lm.right = right[0];
+    return lm;
+}

hands/track/nets.h

@@ -0,0 +1,65 @@
+// MediaPipe's palm detector and hand landmark model on ncnn. A crop is a square region of a camera image: centre and size in
+// pixels, and a rotation that turns the crop's "up" toward the image direction
+// (sin r, -cos r). Crops are contrast-equalized (CLAHE) before the models see them.
+// Everything here may run on several threads at once.
+#pragma once
+
+#include "geom.h"
+
+#include <net.h>
+
+#include <cstdint>
+#include <string>
+#include <vector>
+
+struct Image {
+    const uint8_t *data = nullptr;
+    int width = 0, height = 0, stride = 0;
+};
+
+struct Roi {
+    V2 center{};
+    double size = 0, rotation = 0;
+};
+
+struct Palm {
+    V2 center{}, size{};
+    V2 kp[7]{};
+    double score = 0;
+    Roi roi() const;   // MediaPipe's hand crop for this palm
+};
+
+struct Landmarks {
+    V2 pts[21]{};           // image pixels
+    double world[21][3]{};  // MediaPipe's metric landmarks, hand-centred
+    double presence = 0, right = 0;
+    Roi next_roi() const;   // MediaPipe's crop to track the hand in the next frame
+};
+
+Roi roi_from_points(const V2 *pts21);
+
+// How crops are contrast-equalized before the models see them.
+struct Contrast {
+    enum Mode { Clahe, None, Stretch } mode = Clahe;
+    double clip = 2.0;   // Clahe: OpenCV's clip limit (4x4 tiles)
+    // "clahe:2", "none", "stretch" (1st..99th percentile to 0..255)
+    static bool parse(const std::string &s, Contrast &out);
+    // "PALM/HAND" (each as above), or one for both
+    static bool parse_pair(const std::string &s, Contrast &palm, Contrast &hand);
+};
+
+class Nets {
+public:
+    // Loads <dir>/palm.ncnn.* and <dir>/hand.ncnn.*, or the -int8 variants.
+    bool load(const std::string &dir, bool int8, std::string &err);
+    std::vector<Palm> palms(const Image &img, V2 center, double size, double rotation) const;
+    Landmarks landmarks(const Image &img, const Roi &roi) const;
+    // Before any palms()/landmarks(): how the palm search's and the landmark model's crops
+    // are equalized.
+    void set_contrast(const Contrast &palm, const Contrast &hand) { palm_contrast_ = palm, hand_contrast_ = hand; }
+
+private:
+    Contrast palm_contrast_, hand_contrast_;
+    ncnn::Net palm_, hand_;
+    std::vector<V2> anchors_;
+};

hands/track/pinch.cpp

@@ -0,0 +1,306 @@
+#include "pinch.h"
+
+#include "io.h"
+
+#include <fcntl.h>
+#include <sys/mman.h>
+#include <sys/stat.h>
+#include <unistd.h>
+
+#include <algorithm>
+#include <cerrno>
+#include <cstdlib>
+#include <cstring>
+
+namespace {
+
+constexpr int kThumbTip = 4, kIndexTip = 8;
+
+V3 cross(V3 a, V3 b) { return {a[1] * b[2] - a[2] * b[1], a[2] * b[0] - a[0] * b[2], a[0] * b[1] - a[1] * b[0]}; }
+
+void put3(float out[3], V3 v) {
+    for (int k = 0; k < 3; ++k) out[k] = float(v[k]);
+}
+
+}  // namespace
+
+void Pinch::update(const std::vector<const Hand *> &hands, const std::vector<Seen> &views, int64_t t_ns,
+                   const std::vector<int> &gripping) {
+    events.clear();
+    auto grips = [&](int id) { return std::find(gripping.begin(), gripping.end(), id) != gripping.end(); };
+    for (int s = 0; s < 2; ++s)   // a grip took this pinch's hand: it's a drag now, not a click
+        if ((side_[s].flags & FH_PINCH_DOWN) && grips(follow_[s])) end(s, t_ns, true);
+    // A hand a pinch is down on belongs to that side until it ends. The left/right call is a
+    // running average of the model's, and when it flips mid-pinch the other side would take
+    // the same hand and pinch too (4 times in the 2026-09-30 lit recording).
+    int taken[2] = {0, 0};
+    for (int s = 0; s < 2; ++s)
+        if (side_[s].flags & FH_PINCH_DOWN) taken[s] = follow_[s];
+    for (int s = 0; s < 2; ++s) {
+        fh_pinch_t &o = side_[s];
+        const bool down = o.flags & FH_PINCH_DOWN;
+        // the hand: while down, the one the pinch began on; else the best tracked hand of this side
+        const Hand *h = nullptr;
+        for (const Hand *c : hands) {
+            if (down ? c->id != follow_[s] : c->right() != (s == 1) || c->id == taken[1 - s]) continue;
+            if (!h || c->frames > h->frames) h = c;
+        }
+        world_d[s] = tri_d[s] = palm_down[s] = -1;
+        if (!h) {
+            o.flags &= ~FH_PINCH_TRACKED;
+            if (down && (t_ns - seen_ns_[s]) / 1e9 > p_.grace_s) end(s, t_ns, true);
+            continue;
+        }
+        seen_ns_[s] = t_ns;
+        tri_d[s] = norm(h->pts[kThumbTip] - h->pts[kIndexTip]);
+        const V3 normal = cross(h->smooth[5] - h->smooth[0], h->smooth[17] - h->smooth[0]);
+        palm_down[s] = norm(normal) > 0 ? std::fabs(normal[1]) / norm(normal) : 0;
+        double sum = 0;
+        int n = 0;
+        for (const Seen &v : views) {
+            if (v.hand != h->id) continue;
+            const V3 a{v.lm.world[kThumbTip][0], v.lm.world[kThumbTip][1], v.lm.world[kThumbTip][2]};
+            const V3 b{v.lm.world[kIndexTip][0], v.lm.world[kIndexTip][1], v.lm.world[kIndexTip][2]};
+            sum += norm(a - b), ++n;
+        }
+        if (n) world_d[s] = sum / n * h->scale;
+        const double d = p_.triangulated || world_d[s] < 0 ? tri_d[s] : world_d[s];
+        // Where the pinch is, for drags: the index and middle knuckles, which hold still while
+        // the fingers open and close. The point between the tips moved 1-2 cm as a pinch
+        // opened, so every release dragged the pointer off what it pressed (headset test,
+        // 2026-09-30).
+        const V3 point = (h->smooth[5] + h->smooth[9]) * 0.5;
+        o.flags |= FH_PINCH_TRACKED;
+        o.hand_id = uint32_t(h->id);
+        o.distance = float(d);
+        o.strength = float(std::clamp((p_.end_m - d) / (p_.end_m - p_.begin_m), 0.0, 1.0));
+        put3(o.point, point);
+        if (!down) {
+            // a close held back (palm down) has to open again before a pinch can begin, so
+            // turning the hand with the fingers still closed doesn't start one
+            if (d > p_.end_m) held_[s] = false;
+            if (grips(h->id)) {
+                // closed: no pinch until it opens
+            } else if (d < p_.begin_m && !held_[s] && palm_down[s] > p_.palm_down_max) {
+                held_[s] = true;
+                ++held_back[s];
+            } else if (d < p_.begin_m && !held_[s]) {
+                o.flags = (o.flags | FH_PINCH_DOWN) & ~FH_PINCH_LOST;
+                ++o.begins;
+                o.begin_ns = uint64_t(t_ns);
+                put3(o.begin_point, point);
+                follow_[s] = h->id;
+                open_frames_[s] = 0;
+                events.push_back({s, "begin", t_ns, d, point});
+            }
+        } else if (d > p_.end_m) {
+            if (++open_frames_[s] >= p_.end_frames) end(s, t_ns, false);
+        } else {
+            open_frames_[s] = 0;
+        }
+    }
+}
+
+void Pinch::end(int s, int64_t t_ns, bool lost) {
+    fh_pinch_t &o = side_[s];
+    o.flags = (o.flags & ~FH_PINCH_DOWN) | (lost ? FH_PINCH_LOST : 0);
+    ++o.ends;
+    o.end_ns = uint64_t(t_ns);
+    follow_[s] = 0;
+    events.push_back({s, lost ? "lost" : "end", t_ns, o.distance, {o.point[0], o.point[1], o.point[2]}});
+}
+
+void Pinch::release(int64_t t_ns) {
+    events.clear();
+    for (int s = 0; s < 2; ++s) {
+        side_[s].flags &= ~FH_PINCH_TRACKED;
+        if (side_[s].flags & FH_PINCH_DOWN) end(s, t_ns, true);
+    }
+}
+
+bool Pinch::engaged() const {
+    for (const fh_pinch_t &o : side_)
+        if ((o.flags & FH_PINCH_DOWN) || ((o.flags & FH_PINCH_TRACKED) && o.strength > 0.3f)) return true;
+    return false;
+}
+
+// ---------------------------------------------------------------------------- grip
+
+namespace {
+
+constexpr int kWrist = 0, kFingers[4][2] = {{5, 8}, {9, 12}, {13, 16}, {17, 20}};   // knuckle, tip
+
+// Each finger's curl (see GripParams), and the thumb tip's distance from the index tip (m):
+// from the model's world landmarks averaged over the hand's views this step, or the
+// tracker's 3D points without any.
+bool curls(const Hand &h, const std::vector<Seen> &views, double out[4], double *thumb) {
+    double sum[4] = {}, gap = 0;
+    int n = 0;
+    for (const Seen &v : views) {
+        if (v.hand != h.id) continue;
+        auto p = [&](int i) { return V3{v.lm.world[i][0], v.lm.world[i][1], v.lm.world[i][2]}; };
+        for (int f = 0; f < 4; ++f) {
+            const double k = norm(p(kFingers[f][0]) - p(kWrist));
+            sum[f] += k > 1e-4 ? norm(p(kFingers[f][1]) - p(kWrist)) / k : 2;
+        }
+        gap += norm(p(4) - p(8)) * h.scale;
+        ++n;
+    }
+    *thumb = n ? gap / n : norm(h.smooth[4] - h.smooth[8]);
+    for (int f = 0; f < 4; ++f) {
+        if (n) {
+            out[f] = sum[f] / n;
+            continue;
+        }
+        const double k = norm(h.smooth[kFingers[f][0]] - h.smooth[kWrist]);
+        if (k < 1e-4) return false;
+        out[f] = norm(h.smooth[kFingers[f][1]] - h.smooth[kWrist]) / k;
+    }
+    return true;
+}
+
+V3 palm_centre(const Hand &h) {
+    return (h.smooth[0] + h.smooth[5] + h.smooth[9] + h.smooth[13] + h.smooth[17]) * 0.2;
+}
+
+}  // namespace
+
+void Grip::update(const std::vector<const Hand *> &hands, const std::vector<Seen> &views, int64_t t_ns) {
+    events.clear();
+    int taken[2] = {0, 0};
+    for (int s = 0; s < 2; ++s)
+        if (side_[s].flags & FH_PINCH_DOWN) taken[s] = follow_[s];
+    for (int s = 0; s < 2; ++s) {
+        fh_pinch_t &o = side_[s];
+        const bool down = o.flags & FH_PINCH_DOWN;
+        const Hand *h = nullptr;
+        for (const Hand *c : hands) {
+            if (down ? c->id != follow_[s] : c->right() != (s == 1) || c->id == taken[1 - s]) continue;
+            if (!h || c->frames > h->frames) h = c;
+        }
+        curl[s] = -1;
+        double f[4], thumb = 1;
+        if (!h || !curls(*h, views, f, &thumb)) {
+            o.flags &= ~FH_PINCH_TRACKED;
+            if (down && (t_ns - seen_ns_[s]) / 1e9 > p_.grace_s) end(s, t_ns, true);
+            continue;
+        }
+        seen_ns_[s] = t_ns;
+        const double mean = (f[0] + f[1] + f[2] + f[3]) / 4, most = std::max({f[0], f[1], f[2], f[3]});
+        curl[s] = mean;
+        const V3 point = palm_centre(*h);
+        o.flags |= FH_PINCH_TRACKED;
+        o.hand_id = uint32_t(h->id);
+        o.distance = float(mean);
+        o.strength = float(std::clamp((p_.end - mean) / (p_.end - p_.begin), 0.0, 1.0));
+        put3(o.point, point);
+        if (!down) {
+            if (mean > p_.end) open_ns_[s] = t_ns;
+            const bool ahead = -point[2] >= p_.min_ahead_m &&
+                               std::atan2(-point[1], -point[2]) * 180 / M_PI <= p_.max_down_deg;
+            if (most < p_.begin && ahead && thumb >= p_.thumb_off_m && open_ns_[s] && (t_ns - open_ns_[s]) / 1e9 <= p_.armed_s) {
+                o.flags = (o.flags | FH_PINCH_DOWN) & ~FH_PINCH_LOST;
+                ++o.begins;
+                o.begin_ns = uint64_t(t_ns);
+                put3(o.begin_point, point);
+                follow_[s] = h->id;
+                open_frames_[s] = 0;
+                events.push_back({s, "begin", t_ns, mean, point});
+            }
+        } else if (mean > p_.end) {
+            if (++open_frames_[s] >= p_.end_frames) {
+                end(s, t_ns, false);
+                open_ns_[s] = t_ns;
+            }
+        } else {
+            open_frames_[s] = 0;
+        }
+    }
+}
+
+void Grip::end(int s, int64_t t_ns, bool lost) {
+    fh_pinch_t &o = side_[s];
+    o.flags = (o.flags & ~FH_PINCH_DOWN) | (lost ? FH_PINCH_LOST : 0);
+    ++o.ends;
+    o.end_ns = uint64_t(t_ns);
+    follow_[s] = 0;
+    events.push_back({s, lost ? "lost" : "end", t_ns, o.distance, {o.point[0], o.point[1], o.point[2]}});
+}
+
+void Grip::release(int64_t t_ns) {
+    events.clear();
+    for (int s = 0; s < 2; ++s) {
+        side_[s].flags &= ~FH_PINCH_TRACKED;
+        if (side_[s].flags & FH_PINCH_DOWN) end(s, t_ns, true);
+    }
+}
+
+std::vector<int> Grip::gripping() const {
+    std::vector<int> out;
+    for (int s = 0; s < 2; ++s)
+        if (side_[s].flags & FH_PINCH_DOWN) out.push_back(follow_[s]);
+    return out;
+}
+
+bool Grip::engaged() const {
+    for (const fh_pinch_t &o : side_)
+        if ((o.flags & FH_PINCH_DOWN) || ((o.flags & FH_PINCH_TRACKED) && o.strength > 0.3f)) return true;
+    return false;
+}
+
+// ----------------------------------------------------------------------- publisher
+
+bool GesturePublisher::open(const Pinch &pinch, const Grip &grip, std::string &err) {
+    const std::string path = run_dir() + "/gestures";
+    const int fd = ::open(path.c_str(), O_RDWR | O_CREAT | O_NOFOLLOW | O_CLOEXEC, 0600);
+    if (fd < 0 || ftruncate(fd, sizeof(fh_gestures_t)) < 0) return err = path + ": " + std::strerror(errno), false;
+    void *m = mmap(nullptr, sizeof(fh_gestures_t), PROT_READ | PROT_WRITE, MAP_SHARED, fd, 0);
+    close(fd);
+    if (m == MAP_FAILED) return err = path + ": can't map it", false;
+    out_ = static_cast<fh_gestures_t *>(m);
+    // keep the counters a previous tracker left, so a reader doesn't see them jump back
+    const bool ours = !std::memcmp(out_->magic, FH_GESTURES_MAGIC, 8) && out_->version == FH_GESTURES_VERSION;
+    if (!ours) {
+        std::memset(out_, 0, sizeof *out_);
+        std::memcpy(out_->magic, FH_GESTURES_MAGIC, 8);
+        out_->version = FH_GESTURES_VERSION;
+        out_->size = sizeof(fh_gestures_t);
+    }
+    seq_ = out_->seq / 2 + 1;
+    // a gesture the last tracker left down (it crashed) is over: count its end, as lost
+    __atomic_store_n(&out_->seq, 2 * ++seq_ - 1, __ATOMIC_RELAXED);
+    __atomic_thread_fence(__ATOMIC_RELEASE);
+    for (fh_pinch_t *slots : {out_->pinch, out_->grip})
+        for (int s = 0; s < 2; ++s) {
+            fh_pinch_t &o = slots[s];
+            if (o.begins == o.ends) continue;
+            o.ends = o.begins;
+            o.end_ns = mono_ns();
+            o.flags = (o.flags & ~FH_PINCH_DOWN) | FH_PINCH_LOST;
+        }
+    __atomic_store_n(&out_->seq, 2 * seq_, __ATOMIC_RELEASE);
+    out_->begin_m = float(pinch.params().begin_m);
+    out_->end_m = float(pinch.params().end_m);
+    out_->grip_begin = float(grip.params().begin);
+    out_->grip_end = float(grip.params().end);
+    return true;
+}
+
+void GesturePublisher::write(const Pinch &pinch, const Grip &grip, uint64_t capture_ns) {
+    __atomic_store_n(&out_->seq, 2 * ++seq_ - 1, __ATOMIC_RELAXED);
+    __atomic_thread_fence(__ATOMIC_RELEASE);
+    for (int g = 0; g < 2; ++g)
+        for (int s = 0; s < 2; ++s) {
+            // counters carry on from what's in the file (a restarted tracker starts its own at 0)
+            const fh_pinch_t &in = g ? grip.side(s) : pinch.side(s);
+            fh_pinch_t &o = g ? out_->grip[s] : out_->pinch[s];
+            const uint32_t base_b = o.begins - last_begins_[g][s], base_e = o.ends - last_ends_[g][s];
+            o = in;
+            o.begins = base_b + in.begins;
+            o.ends = base_e + in.ends;
+            last_begins_[g][s] = in.begins, last_ends_[g][s] = in.ends;
+        }
+    out_->capture_ns = capture_ns;
+    out_->publish_ns = mono_ns();
+    __atomic_store_n(&out_->seq, 2 * seq_, __ATOMIC_RELEASE);
+}

hands/track/pinch.h

@@ -0,0 +1,135 @@
+// Gesture detection for input: look at something and pinch to click it (pinch and move to
+// nudge the pointer first), or close the hand to press and drag it. Per side, from the
+// tracker's hands after each step; published as fh_gestures.h.
+#pragma once
+
+#include "tracker.h"
+
+#include <string>
+#include <vector>
+
+extern "C" {
+#include "../include/fh_gestures.h"
+}
+
+struct PinchParams {
+    double begin_m = 0.020;   // thumb and index tips closer than this: the pinch begins
+    double end_m = 0.035;     // further apart than this: it ends (the gap keeps it from flickering)
+    int end_frames = 2;       // processed frames in a row past end_m before it ends, so one
+                              // noisy frame doesn't drop a drag
+    double grace_s = 0.25;    // a pinching hand lost this long ends its pinch (FH_PINCH_LOST)
+    // Where the distance comes from: MediaPipe's world landmarks (the model's own 3D hand
+    // pose, averaged over the hand's views, at the user's hand size), or the tracker's
+    // triangulated tips. The model's pose should hold up better when the fingers hide each
+    // other; tomorrow's recordings will tell.
+    bool triangulated = false;
+    // No pinch begins while the palm faces down more than this (|palm normal . up| in the
+    // head frame; 1 turns it off). Typing curls the thumb onto the index: in the 2026-09-30
+    // lit recording, pinches that began while typing had 0.69-1.00, deliberate ones 0.00-0.50.
+    // Looking down tilts the head frame, which lowers the reading for a hand on a keyboard.
+    // Off by default since the first headset test (2026-09-30 14:55): the user's deliberate
+    // pinches, hand raised in front, read 0.90-0.99 too. The pointer helper now leaves out
+    // gestures that begin low (hands on a desk), which it can tell with the head's pose.
+    double palm_down_max = 1.0;
+};
+
+class Pinch {
+public:
+    explicit Pinch(const PinchParams &p = {}) : p_(p) {}
+    const PinchParams &params() const { return p_; }
+    // After each processed set: the hands out of Tracker::step, the tracker's views (for
+    // the world landmarks) and the capture time. Hands in `gripping` (their ids) are closed:
+    // no pinch begins on them, and one that's down on them ends, as lost.
+    void update(const std::vector<const Hand *> &hands, const std::vector<Seen> &views, int64_t t_ns,
+                const std::vector<int> &gripping = {});
+    // Ends any pinch that's down (as lost), e.g. when the tracker stops.
+    void release(int64_t t_ns);
+    const fh_pinch_t &side(int s) const { return side_[s]; }   // 0 left, 1 right
+    // A pinch is down or closing: worth tracking at the full rate.
+    bool engaged() const;
+
+    // What changed in the last update, for logs.
+    struct Event {
+        int side;
+        const char *what;   // "begin", "end", "lost"
+        int64_t t_ns;
+        double distance;
+        V3 point;
+    };
+    std::vector<Event> events;
+    // Both distance measures for the last update, per side (-1: no hand), for logs.
+    double world_d[2] = {-1, -1}, tri_d[2] = {-1, -1};
+    double palm_down[2] = {-1, -1};   // |palm normal . up| of each side's hand
+    int held_back[2] = {0, 0};          // pinches that didn't begin because the palm faced down
+
+private:
+    void end(int s, int64_t t_ns, bool lost);
+    PinchParams p_;
+    fh_pinch_t side_[2]{};
+    int follow_[2] = {0, 0};        // the hand id a pinch follows while down
+    int open_frames_[2] = {0, 0};
+    int64_t seen_ns_[2] = {0, 0};
+    bool held_[2] = {false, false};  // a close held back (palm down) that hasn't opened yet
+};
+
+struct GripParams {
+    // How curled a finger is: its tip's distance from the wrist over its knuckle's, from the
+    // model's world landmarks (so the hand's size doesn't matter). About 1.8-2.0 straight,
+    // 0.8-1.0 curled into a fist.
+    double begin = 1.2;       // every finger under this: the grip begins
+    double end = 1.45;        // their mean over this: it ends
+    int end_frames = 2;       // processed frames in a row past end before it ends
+    double grace_s = 0.25;    // a gripping hand lost this long ends its grip (FH_PINCH_LOST)
+    // A grip begins only on a hand seen open (mean over end) within this long: closing the
+    // hand is the gesture. A hand resting closed (in your lap, on a mouse) never grips.
+    double armed_s = 1.0;
+    // ...and only in front of you, where you'd hold a hand up to grab something: the palm no
+    // more than max_down_deg below straight ahead (head frame) and at least min_ahead_m in
+    // front of the eyes. Typing curls the fingers like a loose fist: in the 2026-09-30 lit
+    // recording, typing hands sat about 47 degrees down (14 false grips without this),
+    // deliberate pinches 5-15.
+    double max_down_deg = 35;
+    double min_ahead_m = 0.15;
+    // ...and not with the thumb on the index fingertip, closer than this (m, the pinch's
+    // measure): that's a pinch with the other fingers curled, which the first headset test
+    // took for a grip.
+    double thumb_off_m = 0.03;
+};
+
+// Grip (a closed hand) detection, per side like Pinch: press and drag.
+class Grip {
+public:
+    explicit Grip(const GripParams &p = {}) : p_(p) {}
+    const GripParams &params() const { return p_; }
+    void update(const std::vector<const Hand *> &hands, const std::vector<Seen> &views, int64_t t_ns);
+    void release(int64_t t_ns);
+    const fh_pinch_t &side(int s) const { return side_[s]; }
+    // The hands gripping now (for Pinch::update).
+    std::vector<int> gripping() const;
+    bool engaged() const;   // a grip is down or closing: worth tracking at the full rate
+
+    std::vector<Pinch::Event> events;
+    double curl[2] = {-1, -1};   // each side's hand: mean curl, for logs
+
+private:
+    void end(int s, int64_t t_ns, bool lost);
+    GripParams p_;
+    fh_pinch_t side_[2]{};
+    int follow_[2] = {0, 0};
+    int open_frames_[2] = {0, 0};
+    int64_t seen_ns_[2] = {0, 0};
+    int64_t open_ns_[2] = {0, 0};   // the side's hand was last seen open then
+};
+
+// Writes /run/user/UID/frametop-hands/gestures.
+class GesturePublisher {
+public:
+    bool open(const Pinch &pinch, const Grip &grip, std::string &err);
+    void write(const Pinch &pinch, const Grip &grip, uint64_t capture_ns);
+
+private:
+    fh_gestures_t *out_ = nullptr;
+    uint64_t seq_ = 0;
+    // the counters last written, per gesture (0 pinch, 1 grip) and side
+    uint32_t last_begins_[2][2] = {}, last_ends_[2][2] = {};
+};

hands/track/record.cpp

@@ -0,0 +1,101 @@
+#include "record.h"
+
+#include <sys/stat.h>
+
+#include <cerrno>
+#include <cstring>
+
+namespace {
+constexpr size_t kMaxQueued = 48;   // about 130 MB of sets
+}
+
+Recorder::~Recorder() {
+    if (!f_) return;
+    {
+        std::lock_guard<std::mutex> l(mu_);
+        stop_ = true;
+    }
+    wake_.notify_all();
+    thread_.join();
+    std::fclose(f_);
+}
+
+bool Recorder::open(const std::string &dir, std::string &err) {
+    if (mkdir(dir.c_str(), 0755) < 0 && errno != EEXIST) return err = dir + ": " + std::strerror(errno), false;
+    const std::string path = dir + "/sets.bin";
+    f_ = std::fopen(path.c_str(), "wbx");   // never overwrite a recording
+    if (!f_) return err = path + ": " + std::strerror(errno), false;
+    thread_ = std::thread(&Recorder::loop, this);
+    return true;
+}
+
+void Recorder::add(const std::vector<SetFrame> &frames) {
+    size_t bytes = sizeof(fh_set_hdr_t) + frames.size() * sizeof(fh_set_cam_t);
+    for (const SetFrame &s : frames) bytes += size_t(s.width) * s.height;
+    std::vector<uint8_t> rec(bytes);
+    fh_set_hdr_t h{};
+    std::memcpy(h.magic, FH_SET_MAGIC, 8);
+    h.ncams = uint32_t(frames.size());
+    h.bytes = uint32_t(bytes);
+    std::memcpy(rec.data(), &h, sizeof h);
+    uint8_t *p = rec.data() + sizeof h;
+    for (const SetFrame &s : frames) {
+        fh_set_cam_t c{};
+        std::strncpy(c.name, s.name.c_str(), sizeof c.name - 1);
+        c.width = s.width, c.height = s.height, c.capture_ns = s.capture_ns, c.dqbuf_ns = s.dqbuf_ns;
+        std::memcpy(p, &c, sizeof c);
+        p += sizeof c;
+    }
+    for (const SetFrame &s : frames) {
+        std::memcpy(p, s.px, size_t(s.width) * s.height);
+        p += size_t(s.width) * s.height;
+    }
+    {
+        std::lock_guard<std::mutex> l(mu_);
+        if (queue_.size() >= kMaxQueued) {
+            ++dropped_;
+            return;
+        }
+        queue_.push_back(std::move(rec));
+    }
+    wake_.notify_one();
+}
+
+void Recorder::loop() {
+    std::unique_lock<std::mutex> l(mu_);
+    for (;;) {
+        wake_.wait(l, [&] { return stop_ || !queue_.empty(); });
+        if (queue_.empty()) return;   // stopping, and everything is written
+        std::vector<uint8_t> rec = std::move(queue_.front());
+        queue_.pop_front();
+        l.unlock();
+        const bool ok = std::fwrite(rec.data(), 1, rec.size(), f_) == rec.size();
+        l.lock();
+        ok ? ++written_ : ++dropped_;
+    }
+}
+
+SetReader::~SetReader() {
+    if (f_) std::fclose(f_);
+}
+
+bool SetReader::open(const std::string &dir, std::string &err) {
+    const std::string path = dir + "/sets.bin";
+    f_ = std::fopen(path.c_str(), "rb");
+    return f_ ? true : (err = path + ": " + std::strerror(errno), false);
+}
+
+bool SetReader::next(std::vector<fh_set_cam_t> &cams, std::vector<std::vector<uint8_t>> &pixels) {
+    fh_set_hdr_t h;
+    if (std::fread(&h, sizeof h, 1, f_) != 1 || std::memcmp(h.magic, FH_SET_MAGIC, 8) || h.ncams == 0 || h.ncams > 16)
+        return false;
+    cams.resize(h.ncams);
+    if (std::fread(cams.data(), sizeof(fh_set_cam_t), h.ncams, f_) != h.ncams) return false;
+    pixels.resize(h.ncams);
+    for (uint32_t i = 0; i < h.ncams; ++i) {
+        cams[i].name[sizeof cams[i].name - 1] = 0;
+        pixels[i].resize(size_t(cams[i].width) * cams[i].height);
+        if (std::fread(pixels[i].data(), 1, pixels[i].size(), f_) != pixels[i].size()) return false;
+    }
+    return true;
+}

hands/track/record.h

@@ -0,0 +1,69 @@
+// Recordings of frame sets, for replaying live sessions through the tracker offline
+// (ft-handreplay). A recording is DIR/sets.bin: one record per frame set, each
+//   fh_set_hdr_t, then per camera fh_set_cam_t, then each camera's pixels (w x h, packed)
+// in the same camera order.
+#pragma once
+
+#include <condition_variable>
+#include <cstdint>
+#include <cstdio>
+#include <deque>
+#include <mutex>
+#include <string>
+#include <thread>
+#include <vector>
+
+#define FH_SET_MAGIC "FHSET01"
+
+struct fh_set_hdr_t {
+    char magic[8];
+    uint32_t ncams;
+    uint32_t bytes;   // the whole record, this header included
+};
+
+struct fh_set_cam_t {
+    char name[16];          // calibration name, e.g. "slam_left"
+    uint32_t width, height;
+    uint64_t capture_ns;    // CLOCK_MONOTONIC_RAW, as the ring has it
+    uint64_t dqbuf_ns;      // CLOCK_MONOTONIC
+};
+
+struct SetFrame {
+    std::string name;
+    const uint8_t *px;
+    uint32_t width, height;
+    uint64_t capture_ns, dqbuf_ns;
+};
+
+// Writes sets on its own thread, so a slow disk never holds up tracking; drops sets
+// when too many are waiting.
+class Recorder {
+public:
+    ~Recorder();
+    bool open(const std::string &dir, std::string &err);
+    void add(const std::vector<SetFrame> &frames);
+    size_t written() const { return written_; }
+    size_t dropped() const { return dropped_; }
+
+private:
+    void loop();
+    FILE *f_ = nullptr;
+    std::thread thread_;
+    std::mutex mu_;
+    std::condition_variable wake_;
+    std::deque<std::vector<uint8_t>> queue_;
+    bool stop_ = false;
+    size_t written_ = 0, dropped_ = 0;
+};
+
+// Reads a recording back one set at a time.
+class SetReader {
+public:
+    bool open(const std::string &dir, std::string &err);
+    // False at the end (or on a truncated last set).
+    bool next(std::vector<fh_set_cam_t> &cams, std::vector<std::vector<uint8_t>> &pixels);
+    ~SetReader();
+
+private:
+    FILE *f_ = nullptr;
+};

hands/track/replay.cpp

@@ -0,0 +1,374 @@
+// ft-handreplay: run a recording (ft-hands --record) through the tracker offline, with the
+// live scheduling, and report how well it kept the hands.
+//
+//   ft-handreplay DIR [--oracle N] [--slow F] [--timeline FILE] [--threads N] [--models DIR]
+//             [--from S] [--to S] [--contrast MODE|PALM/HAND] (clahe[:CLIP], none, stretch)
+//
+// --oracle N: every N-th set, also search every tile of every camera (slow), to see
+//             which hands were there to find. Compares that with what the tracker had.
+// --slow F:   the live tracker skips the sets that arrive while it's busy; replay takes
+//             each step's time here times F as the busy time (the headset is busier live).
+// --cost:     instead of timing the steps, charge each round of model calls what it
+//             typically costs live (10 ms landmarks, 18 ms palms): repeatable results.
+// --timeline: per processed set, a line per hand (time, id, side, views, wrist) and per view
+//             (hand, camera, presence, next crop, set index).
+// --keep-presence P: landmark presence a tracked view needs to stay (default 0.5, as new ones).
+// --pinch-begin M, --pinch-end M, --pinch-triangulated, --pinch-palm-down MAX: the pinch detector (track/pinch.h);
+//             the timeline gets its begin/end/lost events and both distance measures per set.
+// --grip-begin R, --grip-end R: the grip detector (a closed hand; track/pinch.h); the timeline
+//             gets its events and each side's finger curl per set.
+// --cams mono|color|all: which cameras to track with (default mono). color and all need a
+//             recording made with ft-camd --with-color; --color-left NODE (color_video0 or
+//             color_video3) and --color-crop subtract|none say how its calibration maps
+//             (tools/check_color.py).
+// --contrast: how the palm search's and the landmark model's crops are equalized
+//             (default clahe:2/none, as ft-hands).
+// --poses FILE: per processed set, a line per hand: time, id, the model's left/right call,
+//             views, hand scale, then its 21 world landmarks (the model's own 3D pose, averaged
+//             over its views, times the scale; metres, hand-centred) and its 21 published
+//             points (head frame). For studying gestures (pinch against typing, a fist).
+// --depth FILE: per processed set, a line per hand for tools/depth_report.py: its views'
+//             cameras, triangulation residual, hand scale, measured and published palm, and
+//             each view's one-view palm (Tracker::single_view at the hand's scale). The
+//             header has each camera's centre and focal length.
+#include "pinch.h"
+#include "record.h"
+#include "tracker.h"
+
+#include <algorithm>
+#include <chrono>
+#include <cstdio>
+#include <cstring>
+#include <map>
+#include <set>
+#include <string>
+#include <vector>
+
+namespace {
+
+struct Track {
+    double first = 0, last = 0;
+    int sets = 0, left = 0;
+    // the last two palm positions (raw, smoothed) and times, for the jitter measure
+    V3 raw[2]{}, sm[2]{};
+    double t[2]{};
+    int line = 0;   // updates on the current unbroken run
+};
+
+double median(std::vector<double> v) {
+    if (v.empty()) return 0;
+    std::nth_element(v.begin(), v.begin() + v.size() / 2, v.end());
+    return v[v.size() / 2];
+}
+
+}  // namespace
+
+int main(int argc, char **argv) {
+    if (argc < 2 || argv[1][0] == '-') {
+        std::printf("usage: %s DIR [--oracle N] [--slow F] [--timeline FILE] [--threads N] [--models DIR] [--from S] [--to S]\n", argv[0]);
+        return 1;
+    }
+    const std::string dir = argv[1];
+    int oracle = 0, threads = 2;
+    double slow = 1.0, from = 0, to = 1e9;
+    bool cost = false;
+    Contrast palm_contrast, hand_contrast{Contrast::None};   // as ft-hands's
+    double keep_presence = 0.5;   // landmark presence a tracked view needs to stay
+    PinchParams pinch_params;
+    GripParams grip_params;
+    std::string use = "mono", color_left = "color_video0", color_crop = "subtract";
+    std::string timeline, depth, poses, models = std::string(argv[0]).substr(0, std::string(argv[0]).rfind('/') + 1) + "../models/ncnn";
+    for (int i = 2; i < argc; ++i) {
+        const std::string a = argv[i];
+        const bool more = i + 1 < argc;
+        if (a == "--oracle" && more) oracle = std::atoi(argv[++i]);
+        else if (a == "--slow" && more) slow = std::atof(argv[++i]);
+        else if (a == "--timeline" && more) timeline = argv[++i];
+        else if (a == "--depth" && more) depth = argv[++i];
+        else if (a == "--poses" && more) poses = argv[++i];
+        else if (a == "--threads" && more) threads = std::atoi(argv[++i]);
+        else if (a == "--models" && more) models = argv[++i];
+        else if (a == "--cost") cost = true;
+        else if (a == "--keep-presence" && more) keep_presence = std::atof(argv[++i]);
+        else if (a == "--cams" && more) use = argv[++i];
+        else if (a == "--pinch-begin" && more) pinch_params.begin_m = std::atof(argv[++i]);
+        else if (a == "--pinch-end" && more) pinch_params.end_m = std::atof(argv[++i]);
+        else if (a == "--pinch-triangulated") pinch_params.triangulated = true;
+        else if (a == "--pinch-palm-down" && more) pinch_params.palm_down_max = std::atof(argv[++i]);
+        else if (a == "--grip-begin" && more) grip_params.begin = std::atof(argv[++i]);
+        else if (a == "--grip-end" && more) grip_params.end = std::atof(argv[++i]);
+        else if (a == "--color-left" && more) color_left = argv[++i];
+        else if (a == "--color-crop" && more) color_crop = argv[++i];
+        else if (a == "--contrast" && more) {
+            if (!Contrast::parse_pair(argv[++i], palm_contrast, hand_contrast))
+                return std::fprintf(stderr, "--contrast MODE or PALM/HAND, each clahe[:CLIP]|none|stretch\n"), 1;
+        }
+        else if (a == "--from" && more) from = std::atof(argv[++i]);
+        else if (a == "--to" && more) to = std::atof(argv[++i]);
+        else return std::fprintf(stderr, "unknown option %s\n", a.c_str()), 1;
+    }
+    std::string err;
+    std::map<std::string, Camera> calib;
+    Nets nets;
+    SetReader in;
+    if (!load_calibration(calib, err) || !nets.load(models, false, err) || !in.open(dir, err))
+        return std::fprintf(stderr, "%s\n", err.c_str()), 1;
+    nets.set_contrast(palm_contrast, hand_contrast);
+    FILE *tl = timeline.empty() ? nullptr : std::fopen(timeline.c_str(), "w");
+
+    std::vector<fh_set_cam_t> cams;
+    std::vector<std::vector<uint8_t>> px;
+    if (!in.next(cams, px)) return std::fprintf(stderr, "%s: no sets\n", dir.c_str()), 1;
+    if (use != "mono" && use != "color" && use != "all") return std::fprintf(stderr, "--cams mono|color|all\n"), 1;
+    if (use != "mono") {
+        std::vector<std::string> nodes;
+        for (auto &c : cams)
+            if (std::string(c.name).rfind("color_video", 0) == 0) nodes.push_back(c.name);
+        if (nodes.size() != 2) return std::fprintf(stderr, "%s: no color cameras (ft-camd --with-color)\n", dir.c_str()), 1;
+        const std::string right = nodes[0] == color_left ? nodes[1] : nodes[0];
+        if (!load_color_calibration(calib, color_left, right, color_crop == "subtract", 2, err))
+            return std::fprintf(stderr, "%s\n", err.c_str()), 1;
+    }
+    std::map<std::string, Camera> used;
+    for (auto &c : cams) {
+        const bool color = std::string(c.name).rfind("color_", 0) == 0;
+        if (calib.count(c.name) && (use == "all" || color == (use == "color"))) used[c.name] = calib[c.name];
+    }
+    Pool pool(threads, {2, 3, 4});
+    Tracker tracker(used, nets, pool);
+    tracker.set_keep_presence(keep_presence);
+    FILE *dp = depth.empty() ? nullptr : std::fopen(depth.c_str(), "w");
+    FILE *pp = poses.empty() ? nullptr : std::fopen(poses.c_str(), "w");
+    if (dp)
+        for (auto &[name, c] : used)
+            std::fprintf(dp, "# cam %s %.4f %.4f %.4f %.1f\n", name.c_str(), c.origin[0], c.origin[1], c.origin[2], c.fx);
+
+    uint64_t t0 = 0, busy_until = 0, next_ns = 0, t_prev = 0;
+    int index = -1;   // of the set in the recording
+    int nsets = 0, processed = 0, left = 0, right = 0, both = 0, hist[3] = {};
+    std::map<int, Track> tracks;
+    std::vector<const Hand *> last_out;
+    // oracle: sets where a side's hand was findable, and where the tracker had it then
+    int o_sets = 0, o_left = 0, o_right = 0, o_left_hit = 0, o_right_hit = 0, o_left_extra = 0, o_right_extra = 0;
+    std::map<std::string, int> o_by_cam;
+    double busy_ms = 0;
+    // jitter: how far each update's palm is from a straight line through the last two,
+    // mm (steady motion cancels out; what's left is noise and real acceleration)
+    std::vector<double> jit_raw, jit_sm;
+    int near_face = 0, hand_updates = 0;   // published palms within 20 cm of the eyes
+    Pinch pinch(pinch_params);
+    double pinch_begin_ts[2] = {0, 0};
+    std::vector<double> pinch_len[2];   // seconds, per side
+    int pinch_lost = 0;
+    Grip grip(grip_params);
+    double grip_begin_ts[2] = {0, 0};
+    std::vector<double> grip_len[2];
+    do {
+        std::map<std::string, Image> images;
+        // the set's time: the mono cameras' when they're used (the color ones run on another
+        // clock); color frames can repeat across sets, so a set that doesn't move time on is skipped
+        uint64_t t = UINT64_MAX, t_color = UINT64_MAX;
+        for (size_t i = 0; i < cams.size(); ++i) {
+            if (!used.count(cams[i].name)) continue;
+            images[cams[i].name] = {px[i].data(), int(cams[i].width), int(cams[i].height), int(cams[i].width)};
+            uint64_t &ti = std::string(cams[i].name).rfind("color_", 0) == 0 ? t_color : t;
+            ti = std::min(ti, cams[i].capture_ns);
+        }
+        if (t == UINT64_MAX) t = t_color;
+        if (t <= t_prev) {
+            ++index;
+            continue;
+        }
+        t_prev = t;
+        if (!t0) t0 = t;
+        const double ts = (t - t0) / 1e9;
+        ++index;
+        if (ts < from) continue;
+        if (ts > to) break;
+        ++nsets;
+
+        if (t >= busy_until && t >= next_ns) {
+            const auto w0 = std::chrono::steady_clock::now();
+            const Stats before = tracker.stats;
+            const auto out = tracker.step(images, int64_t(t));
+            double ms = std::chrono::duration<double, std::milli>(std::chrono::steady_clock::now() - w0).count();
+            if (cost) {   // repeatable: rounds of model calls at typical live costs, per thread
+                const int hands = tracker.stats.hand_calls - before.hand_calls, palms = tracker.stats.palm_calls - before.palm_calls;
+                ms = (2 + 10.0 * ((hands + threads - 1) / threads) + 18.0 * ((palms + threads - 1) / threads)) / slow;
+            }
+            busy_ms += ms;
+            busy_until = t + uint64_t(ms * slow * 1e6) + 3'000'000;   // + the ring hand-off
+            const std::vector<Seen> seen = tracker.views_now();
+            grip.update(out, seen, int64_t(t));
+            pinch.update(out, seen, int64_t(t), grip.gripping());
+            next_ns = t + uint64_t((std::min(tracker.interval(), pinch.engaged() || grip.engaged() ? 1 / 30.0 : 1.0) - 0.005) * 1e9);
+            for (const Pinch::Event &e : grip.events) {
+                if (std::string(e.what) == "begin") grip_begin_ts[e.side] = ts;
+                else grip_len[e.side].push_back(ts - grip_begin_ts[e.side]);
+                if (tl) std::fprintf(tl, "%.3f grip %s %s curl %.2f point %+.3f %+.3f %+.3f hand %u\n", ts, e.side ? "R" : "L",
+                                     e.what, e.distance, e.point[0], e.point[1], e.point[2], grip.side(e.side).hand_id);
+            }
+            if (tl && (grip.curl[0] >= 0 || grip.curl[1] >= 0))
+                std::fprintf(tl, "%.3f curl L %.2f R %.2f\n", ts, grip.curl[0], grip.curl[1]);
+            for (const Pinch::Event &e : pinch.events) {
+                if (std::string(e.what) == "begin") pinch_begin_ts[e.side] = ts;
+                else pinch_len[e.side].push_back(ts - pinch_begin_ts[e.side]), pinch_lost += std::string(e.what) == "lost";
+                if (tl) std::fprintf(tl, "%.3f pinch %s %s d %.3f point %+.3f %+.3f %+.3f hand %u\n", ts, e.side ? "R" : "L",
+                                     e.what, e.distance, e.point[0], e.point[1], e.point[2], pinch.side(e.side).hand_id);
+            }
+            if (tl && (pinch.world_d[0] >= 0 || pinch.world_d[1] >= 0))   // both measures, for choosing one
+                std::fprintf(tl, "%.3f pinchd L world %.3f tri %.3f R world %.3f tri %.3f palm %.2f %.2f\n", ts,
+                             pinch.world_d[0], pinch.tri_d[0], pinch.world_d[1], pinch.tri_d[1], pinch.palm_down[0],
+                             pinch.palm_down[1]);
+            ++processed;
+            last_out = out;
+            bool l = false, r = false;
+            for (const Hand *h : out) {
+                (h->pts[0][0] < 0 ? l : r) = true;
+                Track &tr = tracks[h->id];
+                auto palm = [](const V3 *p) { return (p[0] + p[5] + p[9] + p[13] + p[17]) * 0.2; };
+                const V3 raw = palm(h->pts), sm = palm(h->smooth);
+                ++hand_updates, near_face += norm(sm) < 0.2;
+                if (tr.line && ts - tr.t[0] >= 0.1) tr.line = 0;   // a gap: the line starts over
+                if (tr.line >= 2 && tr.t[0] - tr.t[1] > 1e-3) {
+                    const double k = (ts - tr.t[0]) / (tr.t[0] - tr.t[1]);
+                    jit_raw.push_back(norm(raw - tr.raw[0] - (tr.raw[0] - tr.raw[1]) * k) * 1000);
+                    jit_sm.push_back(norm(sm - tr.sm[0] - (tr.sm[0] - tr.sm[1]) * k) * 1000);
+                }
+                tr.raw[1] = tr.raw[0], tr.sm[1] = tr.sm[0], tr.t[1] = tr.t[0];
+                tr.raw[0] = raw, tr.sm[0] = sm, tr.t[0] = ts;
+                ++tr.line;
+                if (!tr.sets) tr.first = ts;
+                tr.last = ts, ++tr.sets, tr.left += h->pts[0][0] < 0;
+                if (tl)
+                    std::fprintf(tl, "%.3f %d %s %d %+.3f %+.3f %+.3f\n", ts, h->id, h->pts[0][0] < 0 ? "L" : "R", h->nviews,
+                                 h->pts[0][0], h->pts[0][1], h->pts[0][2]);
+                if (pp) {
+                    double world[21][3] = {};
+                    int n = 0;
+                    for (const Seen &v : seen)
+                        if (v.hand == h->id) {
+                            for (int k = 0; k < 21; ++k)
+                                for (int j = 0; j < 3; ++j) world[k][j] += v.lm.world[k][j];
+                            ++n;
+                        }
+                    std::fprintf(pp, "%.4f %d %s %d %.3f", ts, h->id, h->right() ? "R" : "L", h->nviews, h->scale);
+                    for (int k = 0; k < 21; ++k)
+                        for (int j = 0; j < 3; ++j) std::fprintf(pp, " %.4f", n ? world[k][j] / n * h->scale : NAN);
+                    for (int k = 0; k < 21; ++k)
+                        for (int j = 0; j < 3; ++j) std::fprintf(pp, " %.4f", h->smooth[k][j]);
+                    std::fputc('\n', pp);
+                }
+                if (dp) {
+                    std::vector<const Seen *> vs;
+                    for (const Seen &v : seen)
+                        if (v.hand == h->id) vs.push_back(&v);
+                    std::sort(vs.begin(), vs.end(), [](const Seen *a, const Seen *b) { return a->cam < b->cam; });
+                    std::string names;
+                    for (const Seen *v : vs) names += (names.empty() ? "" : "+") + v->cam;
+                    std::fprintf(dp, "%.4f %d %s %d %s %.4f %.3f %.4f %.4f %.4f %.4f %.4f %.4f", ts, h->id,
+                                 h->pts[0][0] < 0 ? "L" : "R", h->nviews, names.empty() ? "-" : names.c_str(), h->residual,
+                                 h->scale, raw[0], raw[1], raw[2], sm[0], sm[1], sm[2]);
+                    for (const Seen *v : vs) {
+                        V3 mono[21];
+                        const bool ok = tracker.single_view(used.at(v->cam), v->lm, h->scale, mono);
+                        const V3 p = ok ? palm(mono) : V3{NAN, NAN, NAN};
+                        std::fprintf(dp, " %s %.2f %.4f %.4f %.4f", v->cam.c_str(), v->lm.presence, p[0], p[1], p[2]);
+                    }
+                    std::fputc('\n', dp);
+                }
+            }
+            if (tl && out.empty()) std::fprintf(tl, "%.3f -\n", ts);
+            if (tl)
+                for (const Seen &v : seen)
+                    std::fprintf(tl, "%.3f   view %d %s presence %.2f roi %.0f %.0f %.0f %.3f  set %d\n", ts, v.hand, v.cam.c_str(),
+                                 v.lm.presence, v.roi.center[0], v.roi.center[1], v.roi.size, v.roi.rotation, index);
+            left += l, right += r, both += l && r;
+            ++hist[std::min<size_t>(out.size(), 2)];
+        }
+
+        if (oracle > 0 && nsets % oracle == 0) {
+            const Stats keep = tracker.stats;
+            const auto seen = tracker.exhaustive(images);
+            tracker.stats = keep;
+            bool l = false, r = false;
+            for (const Seen &s : seen) {
+                (s.wrist[0] < 0 ? l : r) = true;
+                ++o_by_cam[s.cam + (s.wrist[0] < 0 ? " L" : " R")];
+            }
+            bool tl_ = false, tr_ = false;
+            for (const Hand *h : last_out) (h->pts[0][0] < 0 ? tl_ : tr_) = true;
+            ++o_sets;
+            o_left += l, o_right += r;
+            o_left_hit += l && tl_, o_right_hit += r && tr_;
+            o_left_extra += !l && tl_, o_right_extra += !r && tr_;
+            if (tl && ((!l && tl_) || (!r && tr_))) std::fprintf(tl, "%.3f oracle-extra %s%s set %d\n", ts, !l && tl_ ? "L" : "", !r && tr_ ? "R" : "", index);
+        }
+    } while (in.next(cams, px));
+    if (tl) std::fclose(tl);
+    if (dp) std::fclose(dp);
+    if (pp) std::fclose(pp);
+
+    const double secs = nsets > 1 ? nsets / 30.0 : 0;
+    const Stats &s = tracker.stats;
+    std::printf("%s: %d sets (%.0f s), processed %d (%.1f/s), %.1f ms per step\n", dir.c_str(), nsets, secs, processed,
+                processed / std::max(secs, 1e-9), busy_ms / std::max(processed, 1));
+    std::printf("hands per processed set: 0 %.0f%%, 1 %.0f%%, 2 %.0f%%;  a hand on the left %.0f%%, right %.0f%%, both %.0f%%\n",
+                100.0 * hist[0] / processed, 100.0 * hist[1] / processed, 100.0 * hist[2] / processed,
+                100.0 * left / processed, 100.0 * right / processed, 100.0 * both / processed);
+    std::vector<double> lens[2];
+    for (auto &[id, tr] : tracks) lens[tr.left * 2 > tr.sets ? 0 : 1].push_back(tr.last - tr.first);
+    for (int k = 0; k < 2; ++k) {
+        double total = 0;
+        for (double d : lens[k]) total += d;
+        std::printf("%s tracks: %zu, median %.1f s, total %.0f s\n", k ? "right" : "left ", lens[k].size(), median(lens[k]), total);
+    }
+    std::printf("views lost %d, handoff misses %d, dups %d, splits %d;  hands new %d, merged %d, forgotten %d\n", s.lost,
+                s.handoff_miss, s.dups, s.splits, s.created, s.merged, s.forgotten);
+    std::printf("model calls: palm %d (%.1f/s), hand %d (%.1f/s)\n", s.palm_calls, s.palm_calls / std::max(secs, 1e-9),
+                s.hand_calls, s.hand_calls / std::max(secs, 1e-9));
+    {
+        std::vector<double> r, step;
+        std::map<int, double> prev;
+        for (auto &[id, x] : s.mono_ratio) {
+            r.push_back(x);
+            if (prev.count(id)) step.push_back(std::fabs(x - prev[id]));
+            prev[id] = x;
+        }
+        std::sort(r.begin(), r.end());
+        std::sort(step.begin(), step.end());
+        if (!r.empty())
+            std::printf("single-view distance / stereo: 10%% %.2f, median %.2f, 90%% %.2f; change between frames median %.3f, 90%% %.3f\n",
+                        r[r.size() / 10], r[r.size() / 2], r[r.size() * 9 / 10], step[step.size() / 2], step[step.size() * 9 / 10]);
+    }
+    std::printf("palms within 20 cm of the eyes: %d of %d hand updates\n", near_face, hand_updates);
+    for (int k = 0; k < 2; ++k) std::sort(pinch_len[k].begin(), pinch_len[k].end());
+    std::printf("pinches (%s, %.3f/%.3f m, palm down under %.2f): left %zu (median %.2f s), right %zu (median %.2f s), "
+                "%d ended by losing the hand, held back (palm down) left %d right %d\n",
+                pinch_params.triangulated ? "triangulated tips" : "world landmarks", pinch_params.begin_m, pinch_params.end_m,
+                pinch_params.palm_down_max,
+                pinch_len[0].size(), pinch_len[0].empty() ? 0 : pinch_len[0][pinch_len[0].size() / 2], pinch_len[1].size(),
+                pinch_len[1].empty() ? 0 : pinch_len[1][pinch_len[1].size() / 2], pinch_lost, pinch.held_back[0],
+                pinch.held_back[1]);
+    for (int k = 0; k < 2; ++k) std::sort(grip_len[k].begin(), grip_len[k].end());
+    std::printf("grips (curl under %.2f, open over %.2f): left %zu (median %.2f s), right %zu (median %.2f s)\n",
+                grip_params.begin, grip_params.end, grip_len[0].size(),
+                grip_len[0].empty() ? 0 : grip_len[0][grip_len[0].size() / 2], grip_len[1].size(),
+                grip_len[1].empty() ? 0 : grip_len[1][grip_len[1].size() / 2]);
+    std::sort(jit_raw.begin(), jit_raw.end());
+    std::sort(jit_sm.begin(), jit_sm.end());
+    if (!jit_raw.empty())
+        std::printf("palm jitter (off a straight line through the last two updates): measured median %.1f mm, 90%% %.1f mm; "
+                    "published median %.1f mm, 90%% %.1f mm\n", jit_raw[jit_raw.size() / 2], jit_raw[jit_raw.size() * 9 / 10],
+                    jit_sm[jit_sm.size() / 2], jit_sm[jit_sm.size() * 9 / 10]);
+    if (o_sets) {
+        std::printf("oracle, %d sets: a left hand findable in %d, the tracker had it in %d (%.0f%%); right %d, had %d (%.0f%%)\n",
+                    o_sets, o_left, o_left_hit, 100.0 * o_left_hit / std::max(o_left, 1), o_right, o_right_hit,
+                    100.0 * o_right_hit / std::max(o_right, 1));
+        std::printf("        tracker had a hand the full search didn't find: left %d, right %d\n", o_left_extra, o_right_extra);
+        std::printf("        found by camera:");
+        for (auto &[k, n] : o_by_cam) std::printf("  %s %d", k.c_str(), n);
+        std::printf("\n");
+    }
+    return 0;
+}

hands/track/ringplay.cpp

@@ -0,0 +1,233 @@
+// ft-ringplay: play a recording (ft-hands --record) into a frame ring in real time, the
+// way ft-camd publishes live cameras, so ft-hands --ring PATH processes the same frames
+// run after run. For A/B tests of how the tracker runs.
+//
+//   ft-ringplay DIR --ring PATH [--from S] [--to S] [--loop] [--cpus 0,1]
+//
+// Frames are stamped as they're published, so the tracker's latency figures stay
+// meaningful. Cameras carry their calibration name and no device node (ft-hands maps
+// them by name), so a recording made with the right names needs no --swap-sides.
+// Dark frames (<name>_dk) are skipped. Needs no root: the ring is an ordinary file.
+#include "record.h"
+
+extern "C" {
+#include "../camd/fhring.h"
+}
+
+#include <fcntl.h>
+#include <sched.h>
+#include <sys/mman.h>
+#include <unistd.h>
+
+#include <algorithm>
+#include <cerrno>
+#include <csignal>
+#include <cstdio>
+#include <cstdlib>
+#include <cstring>
+#include <ctime>
+#include <string>
+#include <vector>
+
+namespace {
+
+volatile std::sig_atomic_t g_stop = 0;
+
+uint64_t clock_ns(clockid_t id) {
+    timespec ts;
+    clock_gettime(id, &ts);
+    return uint64_t(ts.tv_sec) * 1'000'000'000ull + uint64_t(ts.tv_nsec);
+}
+
+// Sets from a recording, reading only the pixels of the cameras that get published.
+class Reader {
+public:
+    bool open(const std::string &path) {
+        f_ = std::fopen(path.c_str(), "rb");
+        if (f_) posix_fadvise(fileno(f_), 0, 0, POSIX_FADV_SEQUENTIAL);
+        return f_ != nullptr;
+    }
+    void rewind() { std::fseek(f_, 0, SEEK_SET); }
+    // False at the end. cams: every camera in the set; px[k]: pixels of camera k when
+    // want(name), else left empty.
+    template <class Want>
+    bool next(std::vector<fh_set_cam_t> &cams, std::vector<std::vector<uint8_t>> &px, Want want) {
+        fh_set_hdr_t h;
+        if (std::fread(&h, sizeof h, 1, f_) != 1 || std::memcmp(h.magic, FH_SET_MAGIC, 8) || h.ncams == 0 || h.ncams > 16)
+            return false;
+        cams.resize(h.ncams);
+        if (std::fread(cams.data(), sizeof(fh_set_cam_t), h.ncams, f_) != h.ncams) return false;
+        px.resize(h.ncams);
+        for (uint32_t k = 0; k < h.ncams; ++k) {
+            cams[k].name[sizeof cams[k].name - 1] = 0;
+            const size_t n = size_t(cams[k].width) * cams[k].height;
+            if (want(cams[k].name)) {
+                px[k].resize(n);
+                if (std::fread(px[k].data(), 1, n, f_) != n) return false;
+            } else {
+                px[k].clear();
+                if (std::fseek(f_, long(n), SEEK_CUR)) return false;
+            }
+        }
+        if (++sets_ % 64 == 0) posix_fadvise(fileno(f_), 0, std::ftell(f_), POSIX_FADV_DONTNEED);   // RAM is tight
+        return true;
+    }
+
+private:
+    FILE *f_ = nullptr;
+    uint64_t sets_ = 0;
+};
+
+bool is_dark(const char *name) {
+    const size_t n = std::strlen(name);
+    return n > 3 && !std::strcmp(name + n - 3, "_dk");
+}
+
+}  // namespace
+
+int main(int argc, char **argv) {
+    if (argc < 2 || argv[1][0] == '-') {
+        std::fprintf(stderr, "usage: %s DIR --ring PATH [--from S] [--to S] [--loop] [--cpus 0,1]\n", argv[0]);
+        return 1;
+    }
+    const std::string dir = argv[1];
+    std::string ring_path;
+    double from = 0, to = 1e9;
+    bool loop = false;
+    std::vector<int> cpus = {0, 1};
+    for (int i = 2; i < argc; ++i) {
+        const std::string a = argv[i];
+        const bool more = i + 1 < argc;
+        if (a == "--ring" && more) ring_path = argv[++i];
+        else if (a == "--from" && more) from = std::atof(argv[++i]);
+        else if (a == "--to" && more) to = std::atof(argv[++i]);
+        else if (a == "--loop") loop = true;
+        else if (a == "--cpus" && more) {
+            cpus.clear();
+            for (char *p = argv[++i]; *p;) {
+                cpus.push_back(int(std::strtol(p, &p, 10)));
+                if (*p == ',') ++p;
+                else if (*p) break;
+            }
+        } else return std::fprintf(stderr, "unknown option %s\n", a.c_str()), 1;
+    }
+    if (ring_path.empty()) return std::fprintf(stderr, "--ring PATH is required\n"), 1;
+    if (!cpus.empty()) {
+        cpu_set_t set;
+        CPU_ZERO(&set);
+        for (int c : cpus) CPU_SET(c, &set);
+        if (sched_setaffinity(0, sizeof set, &set) < 0) std::perror("sched_setaffinity");
+    }
+    std::signal(SIGINT, [](int) { g_stop = 1; });
+    std::signal(SIGTERM, [](int) { g_stop = 1; });
+
+    Reader in;
+    if (!in.open(dir + "/sets.bin")) return std::fprintf(stderr, "%s/sets.bin: %s\n", dir.c_str(), std::strerror(errno)), 1;
+    std::vector<fh_set_cam_t> cams;
+    std::vector<std::vector<uint8_t>> px;
+    auto want = [](const char *name) { return !is_dark(name); };
+    if (!in.next(cams, px, want)) return std::fprintf(stderr, "%s: no sets\n", dir.c_str()), 1;
+    auto set_time = [&](const std::vector<fh_set_cam_t> &cs) {   // earliest bright capture, s
+        uint64_t t = UINT64_MAX;
+        for (const auto &c : cs)
+            if (!is_dark(c.name)) t = std::min(t, c.capture_ns);
+        return double(t) * 1e-9;
+    };
+    const double rec0 = set_time(cams);
+    // skip to --from before the ring exists, so a reader never finds it without a heartbeat
+    bool have = true;
+    while (have && set_time(cams) - rec0 < from && !g_stop) have = in.next(cams, px, want);
+    if (!have) return std::fprintf(stderr, "%s: nothing after %.1f s\n", dir.c_str(), from), 1;
+
+    // the ring: the recording's bright cameras, as ft-camd lays them out
+    std::vector<int> pub;   // set camera index of each ring camera
+    for (size_t k = 0; k < cams.size() && pub.size() < FH_RING_MAX_CAMS; ++k)
+        if (!is_dark(cams[k].name)) pub.push_back(int(k));
+    size_t len = sizeof(fh_ring_hdr_t);
+    std::vector<uint64_t> offset(pub.size()), slot_bytes(pub.size());
+    for (size_t r = 0; r < pub.size(); ++r) {
+        const fh_set_cam_t &c = cams[pub[r]];
+        slot_bytes[r] = (sizeof(fh_ring_slot_t) + size_t(c.width) * c.height + 63) & ~size_t(63);
+        offset[r] = len;
+        len += FH_RING_SLOTS * slot_bytes[r];
+    }
+    const int fd = ::open(ring_path.c_str(), O_RDWR | O_CREAT | O_TRUNC | O_CLOEXEC, 0600);
+    if (fd < 0 || ftruncate(fd, off_t(len)) < 0)
+        return std::fprintf(stderr, "%s: %s\n", ring_path.c_str(), std::strerror(errno)), 1;
+    void *m = mmap(nullptr, len, PROT_READ | PROT_WRITE, MAP_SHARED, fd, 0);
+    close(fd);
+    if (m == MAP_FAILED) return std::fprintf(stderr, "mmap %s: %s\n", ring_path.c_str(), std::strerror(errno)), 1;
+    auto *base = static_cast<uint8_t *>(m);
+    auto *hdr = reinterpret_cast<fh_ring_hdr_t *>(base);
+    for (size_t r = 0; r < pub.size(); ++r) {
+        const fh_set_cam_t &c = cams[pub[r]];
+        fh_ring_cam_t &rc = hdr->cams[r];
+        std::snprintf(rc.sensor, sizeof rc.sensor, "ft-ringplay");
+        std::snprintf(rc.name, sizeof rc.name, "%s", c.name);
+        rc.node = -1;
+        rc.format = FH_FMT_GREY8;
+        rc.width = rc.stride = c.width;
+        rc.height = c.height;
+        rc.nslots = FH_RING_SLOTS;
+        rc.slot_offset = offset[r];
+        rc.slot_bytes = slot_bytes[r];
+    }
+    hdr->version = FH_RING_VERSION;
+    hdr->header_bytes = sizeof(fh_ring_hdr_t);
+    hdr->ncams = uint32_t(pub.size());
+    hdr->file_bytes = len;
+    hdr->writer_pid = getpid();
+    std::memcpy(hdr->magic, FH_RING_MAGIC, 8);
+    __atomic_store_n(&hdr->heartbeat_ns, clock_ns(CLOCK_MONOTONIC), __ATOMIC_RELEASE);
+    std::printf("playing %s into %s:", dir.c_str(), ring_path.c_str());
+    for (int k : pub) std::printf(" %s", cams[k].name);
+    std::printf("\n");
+    std::fflush(stdout);
+
+    uint64_t published = 0, rounds = 0;
+    for (;;) {
+        // one pass over [from, to]: each set goes out at its recorded offset from the first
+        while (have && set_time(cams) - rec0 < from && !g_stop) {
+            __atomic_store_n(&hdr->heartbeat_ns, clock_ns(CLOCK_MONOTONIC), __ATOMIC_RELEASE);
+            have = in.next(cams, px, want);
+        }
+        const double first = set_time(cams);
+        const uint64_t start = clock_ns(CLOCK_MONOTONIC);
+        while (have && !g_stop && set_time(cams) - rec0 <= to) {
+            const uint64_t due = start + uint64_t((set_time(cams) - first) * 1e9);
+            for (uint64_t now = clock_ns(CLOCK_MONOTONIC); now < due && !g_stop; now = clock_ns(CLOCK_MONOTONIC)) {
+                __atomic_store_n(&hdr->heartbeat_ns, now, __ATOMIC_RELEASE);
+                const uint64_t wait = std::min<uint64_t>(due - now, 100'000'000);
+                const timespec ts{time_t(wait / 1'000'000'000), long(wait % 1'000'000'000)};
+                nanosleep(&ts, nullptr);
+            }
+            const uint64_t raw = clock_ns(CLOCK_MONOTONIC_RAW), mono = clock_ns(CLOCK_MONOTONIC);
+            for (size_t r = 0; r < pub.size(); ++r) {
+                fh_ring_cam_t &rc = hdr->cams[r];
+                if (px[pub[r]].size() != size_t(rc.width) * rc.height) continue;
+                const uint64_t n = rc.latest + 1;
+                auto *s = reinterpret_cast<fh_ring_slot_t *>(base + rc.slot_offset + (n % rc.nslots) * rc.slot_bytes);
+                __atomic_store_n(&s->seq, 2 * n + 1, __ATOMIC_RELAXED);
+                __atomic_thread_fence(__ATOMIC_RELEASE);
+                std::memcpy(reinterpret_cast<uint8_t *>(s + 1), px[pub[r]].data(), px[pub[r]].size());
+                s->frame = n;
+                s->capture_ns = raw;   // taken now, as a live camera's frame would be
+                s->dqbuf_ns = mono;
+                s->publish_ns = mono;
+                __atomic_store_n(&s->seq, 2 * n + 2, __ATOMIC_RELEASE);
+                __atomic_store_n(&rc.latest, n, __ATOMIC_RELEASE);
+                ++rc.published;
+            }
+            __atomic_store_n(&hdr->heartbeat_ns, mono, __ATOMIC_RELEASE);
+            ++published;
+            have = in.next(cams, px, want);
+        }
+        ++rounds;
+        if (g_stop || !loop) break;
+        in.rewind();
+        have = in.next(cams, px, want);
+    }
+    std::printf("published %llu sets in %llu pass(es)\n", (unsigned long long)published, (unsigned long long)rounds);
+    __atomic_store_n(&hdr->heartbeat_ns, 0, __ATOMIC_RELEASE);   // readers see the writer gone
+    return 0;
+}

hands/track/tracker.cpp

@@ -0,0 +1,621 @@
+#include "tracker.h"
+
+#include <pthread.h>
+#include <sched.h>
+
+#include <algorithm>
+#include <chrono>
+#include <set>
+
+namespace {
+
+// where arms start, head frame: below and slightly behind the eyes
+const V3 kShoulders[2] = {{0.17, -0.25, 0.08}, {-0.17, -0.25, 0.08}};
+// landmark pairs across the palm, rigid enough for single-view depth
+const int kPalmPairs[][2] = {{0, 5}, {0, 9}, {0, 13}, {0, 17}, {5, 17}, {5, 13}, {9, 17}, {1, 17}, {1, 5}};
+constexpr double kFastSpeed = 0.25;    // m/s
+constexpr double kSearchInterval = 0.2;
+// One Euro filter on the published landmarks: still hands are smoothed hard (tracking
+// noise is a few mm per frame), fast ones barely, so they don't lag.
+constexpr double kMinCutoff = 2.0;     // Hz, a still hand
+constexpr double kBeta = 30.0;         // Hz more per m/s of palm speed
+constexpr double kSpeedCutoff = 1.5;   // Hz, for the palm speed itself
+// With one view, the hand's distance from the camera comes from how big it looks, which
+// is off by 10-30% and wanders ~10% between frames. Its direction is exact. So a hand that
+// was just located keeps its distance, drifting toward the one-view guess by this much a frame.
+constexpr double kMonoDepthGain = 0.1;
+// Is a triangulated hand as far from each camera as its apparent size says? With the
+// model's average hand, clean stereo pairs measure 0.71-1.51 times the one-view distance
+// (5-95%, median 1.16); pairs of two different hands mostly far less.
+constexpr double kSizePrior = 1.16, kRatioLo = 0.6, kRatioHi = 1.9;
+
+double ms_since(std::chrono::steady_clock::time_point t) {
+    return std::chrono::duration<double, std::milli>(std::chrono::steady_clock::now() - t).count();
+}
+
+bool is_color(const Camera &c) { return c.name.rfind("color", 0) == 0; }   // Arcturus, 145 degree image circle
+// The wide cameras: the side ones and the color ones
+bool is_slam(const Camera &c) { return c.name.rfind("slam", 0) == 0 || is_color(c); }
+
+V2 palm_centre(const Landmarks &lm) { return lm.pts[9]; }
+
+// Two views in one camera on the same hand: the landmark model puts the same points on
+// it from both crops, even when the crops differ.
+bool same_hand(const Landmarks &a, const Landmarks &b, double size) {
+    double d = 0;
+    for (int i = 0; i < 21; ++i) d += norm(a.pts[i] - b.pts[i]) / 21;
+    return norm(palm_centre(a) - palm_centre(b)) < 0.5 * size || d < 0.25 * size;
+}
+
+double hand_size(const Landmarks &lm) {
+    double lo[2] = {1e9, 1e9}, hi[2] = {-1e9, -1e9};
+    for (const V2 &p : lm.pts)
+        for (int k = 0; k < 2; ++k) lo[k] = std::min(lo[k], p[k]), hi[k] = std::max(hi[k], p[k]);
+    return std::max(hi[0] - lo[0], hi[1] - lo[1]);
+}
+
+}  // namespace
+
+// ---------------------------------------------------------------------------- pool
+
+Pool::Pool(int threads, const std::vector<int> &cpus) {
+    for (int i = 0; i < threads; ++i) threads_.emplace_back(&Pool::loop, this, cpus[i % cpus.size()]);
+}
+
+Pool::~Pool() {
+    {
+        std::lock_guard<std::mutex> l(mu_);
+        stop_ = true;
+    }
+    wake_.notify_all();
+    for (auto &t : threads_) t.join();
+}
+
+void Pool::loop(int cpu) {
+    cpu_set_t set;
+    CPU_ZERO(&set);
+    CPU_SET(cpu, &set);
+    pthread_setaffinity_np(pthread_self(), sizeof set, &set);   // ignored if not allowed
+    std::unique_lock<std::mutex> l(mu_);
+    for (;;) {
+        wake_.wait(l, [&] { return stop_ || (jobs_ && next_ < jobs_->size()); });
+        if (stop_) return;
+        auto &job = (*jobs_)[next_++];
+        l.unlock();
+        job();
+        l.lock();
+        if (++finished_ == jobs_->size()) done_.notify_all();
+    }
+}
+
+void Pool::run(std::vector<std::function<void()>> &jobs) {
+    if (jobs.empty()) return;
+    std::unique_lock<std::mutex> l(mu_);
+    jobs_ = &jobs, next_ = 0, finished_ = 0;
+    wake_.notify_all();
+    done_.wait(l, [&] { return finished_ == jobs.size(); });
+    jobs_ = nullptr;
+}
+
+// ------------------------------------------------------------------------- tracker
+
+Tracker::Tracker(const std::map<std::string, Camera> &cams, const Nets &nets, Pool &pool, int max_views)
+    : nets_(nets), pool_(pool), max_views_(max_views) {
+    for (const auto &[name, cam] : cams) {
+        cams_[name] = &cam;
+        if (is_slam(cam)) {
+            add_tiles(cam, 0.45, 3, 3);
+            add_tiles(cam, 0.65, 2, 2);
+            add_tiles(cam, 1.0, 1, 1);   // hands close to the face fill much of the frame
+        } else {
+            add_tiles(cam, 0.6, 3, 2);
+            add_tiles(cam, 1.0, 1, 1);
+        }
+    }
+}
+
+void Tracker::add_tiles(const Camera &cam, double frac, int gx, int gy) {
+    const double s = frac * std::max(cam.width, cam.height);
+    for (int i = 0; i < gx; ++i)
+        for (int j = 0; j < gy; ++j) {
+            const double x = gx > 1 ? s / 2 + (cam.width - s) * i / (gx - 1) : cam.width / 2.0;
+            const double y = gy > 1 ? s / 2 + (cam.height - s) * j / (gy - 1) : cam.height / 2.0;
+            Tile t{&cam, {x, y}, s, 0, 0};
+            // turn the crop so the expected shoulder-to-hand direction points up
+            const V3 ray = cam.ray(t.center), p = cam.origin + ray * 0.45;
+            const V3 d = unit(p - kShoulders[p[0] > 0 ? 0 : 1]);
+            const V2 a = cam.project(p, nullptr), b = cam.project(p + d * 0.05, nullptr);
+            t.rotation = std::atan2(b[0] - a[0], -(b[1] - a[1]));
+            t.weight = std::max(0.15, dot(ray, unit(V3{0, -0.45, -0.9})));
+            tiles_.push_back(t);
+        }
+}
+
+double Tracker::interval() const {
+    double fastest = -1;
+    for (const auto &[id, h] : hands_)
+        if (h.seen_ns == last_ns_) fastest = std::max(fastest, norm(h.dpalm));   // filtered: noise isn't speed
+    return fastest < 0 ? 1 / 5.0 : fastest > kFastSpeed ? 1 / 30.0 : 1 / 15.0;
+}
+
+bool Tracker::inside(const Camera &cam, V2 uv) const {
+    const double m = 0.12;
+    return uv[0] >= m * cam.width && uv[0] <= (1 - m) * cam.width && uv[1] >= m * cam.height &&
+           uv[1] <= (1 - m) * cam.height && cam.off_axis(uv) < (is_color(cam) ? 70.0 : is_slam(cam) ? 80.0 : 75.0);
+}
+
+void Tracker::run_landmarks(const std::map<std::string, Image> &images, std::vector<View *> &views) {
+    if (views.empty()) return;
+    const auto t0 = std::chrono::steady_clock::now();
+    std::vector<std::function<void()>> jobs;
+    for (View *v : views) {
+        const Image &img = images.at(v->cam->name);
+        jobs.push_back([this, v, &img] {
+            v->lm = nets_.landmarks(img, v->roi);
+            v->has_lm = true;
+            v->fresh = true;
+        });
+    }
+    pool_.run(jobs);
+    stats.hand_calls += int(views.size());
+    stats.hand_ms += ms_since(t0);
+    ++stats.hand_batches;
+}
+
+bool Tracker::single_view(const Camera &cam, const Landmarks &lm, double scale, V3 out[21]) const {
+    V3 rays[21];
+    for (int i = 0; i < 21; ++i) rays[i] = cam.ray(lm.pts[i]);
+    std::vector<std::pair<double, double>> est;   // (depth, weight)
+    for (const auto &pr : kPalmPairs) {
+        const int i = pr[0], j = pr[1];
+        const double d = std::hypot(lm.world[i][0] - lm.world[j][0], lm.world[i][1] - lm.world[j][1]) * scale;
+        const double a = std::acos(std::clamp(dot(rays[i], rays[j]), -1.0, 1.0));
+        if (a > 1e-3 && d > 0.01) est.push_back({d / a, d});
+    }
+    if (est.empty()) return false;
+    std::sort(est.begin(), est.end());
+    double total = 0, acc = 0, depth = est.back().first;
+    for (auto &e : est) total += e.second;
+    for (auto &e : est)
+        if ((acc += e.second) >= total / 2) { depth = e.first; break; }
+    double zmean = 0;
+    for (int i = 0; i < 21; ++i) zmean += lm.world[i][2] / 21;
+    for (int i = 0; i < 21; ++i) out[i] = cam.origin + rays[i] * (depth + (lm.world[i][2] - zmean) * scale);
+    return true;
+}
+
+// A triangulated hand is in front of each camera, as far as its apparent size says (see
+// kSizePrior). Returns how far off that is (the sum of |log| ratios), or -1 if implausible.
+double Tracker::size_misfit(const std::vector<const View *> &views, const V3 *pts) const {
+    double misfit = 0;
+    for (const View *v : views) {
+        V3 mono[21];
+        // along the view's own ray (fisheye: a hand near the image edge is far off the axis)
+        if (dot(pts[9] - v->cam->origin, v->cam->ray(v->lm.pts[9])) < 0.08) return -1;
+        if (!single_view(*v->cam, v->lm, 1.0, mono)) continue;
+        const double r = norm(pts[9] - v->cam->origin) / norm(mono[9] - v->cam->origin);
+        if (r < kRatioLo || r > kRatioHi) return -1;
+        misfit += std::fabs(std::log(r / kSizePrior));
+    }
+    return misfit;
+}
+
+bool Tracker::hand_3d(Hand &hand, std::vector<View *> views, int64_t t_ns) {
+    views.erase(std::remove_if(views.begin(), views.end(), [](View *v) { return !v->has_lm || !v->fresh; }), views.end());
+    if (views.empty()) return false;
+    if (views.size() >= 2) {
+        const int n = int(views.size());
+        std::vector<V3> origins(n), dirs(n);
+        std::vector<double> w(n), res(21);
+        V3 pts[21];
+        for (int k = 0; k < 21; ++k) {
+            for (int v = 0; v < n; ++v) {
+                origins[v] = views[v]->cam->origin;
+                dirs[v] = views[v]->cam->ray(views[v]->lm.pts[k]);
+                w[v] = views[v]->lm.presence;
+            }
+            pts[k] = triangulate(origins.data(), dirs.data(), w.data(), n, &res[k]);
+        }
+        std::nth_element(res.begin(), res.begin() + 10, res.end());
+        const double residual = res[10];
+        // the views disagree: two different hands; keep the stronger. Rays to two different
+        // hands can pass close to each other near the cameras, so check the distance too.
+        if (residual > 0.03 || size_misfit({views.begin(), views.end()}, pts) < 0) {
+            View *best = *std::max_element(views.begin(), views.end(),
+                                           [](View *a, View *b) { return a->lm.presence < b->lm.presence; });
+            for (View *v : views)
+                if (v != best) v->hand = -1;
+            ++stats.splits;
+            return hand_3d(hand, {best}, t_ns);
+        }
+        // learn how big this user's hand is compared to the model's average hand
+        std::vector<double> t, m;
+        const Landmarks &ref = views[0]->lm;
+        for (const auto &pr : kPalmPairs) {
+            t.push_back(norm(pts[pr[0]] - pts[pr[1]]));
+            m.push_back(norm(V3{ref.world[pr[0]][0], ref.world[pr[0]][1], ref.world[pr[0]][2]} -
+                             V3{ref.world[pr[1]][0], ref.world[pr[1]][1], ref.world[pr[1]][2]}));
+        }
+        std::nth_element(t.begin(), t.begin() + t.size() / 2, t.end());
+        std::nth_element(m.begin(), m.begin() + m.size() / 2, m.end());
+        if (m[m.size() / 2] > 0 && residual < 0.008)   // only from clean matches
+            hand.scale += 0.1 * (std::clamp(t[t.size() / 2] / m[m.size() / 2], 0.8, 1.6) - hand.scale);
+        std::copy(pts, pts + 21, hand.pts);
+        hand.residual = residual;
+        for (View *v : views) {
+            V3 mono[21];
+            if (!single_view(*v->cam, v->lm, hand.scale, mono)) continue;
+            const V3 o = v->cam->origin;
+            stats.mono_ratio.push_back({hand.id, norm(mono[9] - o) / norm(pts[9] - o)});
+        }
+    } else {
+        const Camera &cam = *views[0]->cam;
+        V3 pts[21];
+        if (!single_view(cam, views[0]->lm, hand.scale, pts)) return false;
+        const double guess = norm(pts[9] - cam.origin);
+        if (hand.has_pts && t_ns - hand.seen_ns < 300'000'000 && guess > 0) {
+            const double was = norm(hand.pts[9] - cam.origin), d = was + kMonoDepthGain * (guess - was);
+            for (V3 &p : pts) p = cam.origin + (p - cam.origin) * (d / guess);
+        }
+        std::copy(pts, pts + 21, hand.pts);
+        hand.residual = -1;
+    }
+    hand.has_pts = true;
+    hand.nviews = int(views.size());
+    for (View *v : views) hand.right_score += 0.2 * (v->lm.right - hand.right_score);
+    return true;
+}
+
+// How badly two views in different cameras fit one hand: the rays should meet, each view's
+// apparent size should match its distance, and the model should call both the same hand
+// (left or right). Negative if they can't be one hand. Side by side hands sit on the same
+// epipolar lines of the side cameras, so the distance check is what tells them apart.
+double Tracker::pair_cost(const View &a, const View &b) const {
+    V3 pts[21];
+    std::vector<double> res(21);
+    for (int k = 0; k < 21; ++k) {
+        const V3 o[2] = {a.cam->origin, b.cam->origin};
+        const V3 d[2] = {a.cam->ray(a.lm.pts[k]), b.cam->ray(b.lm.pts[k])};
+        const double w[2] = {a.lm.presence, b.lm.presence};
+        pts[k] = triangulate(o, d, w, 2, &res[k]);
+    }
+    std::nth_element(res.begin(), res.begin() + 10, res.end());
+    if (res[10] > 0.03) return -1;
+    const double misfit = size_misfit({&a, &b}, pts);
+    return misfit < 0 ? -1 : res[10] / 0.01 + misfit + std::fabs(a.lm.right - b.lm.right);
+}
+
+// Which views in two cameras are the same hand: every way of pairing them up (a few views
+// each), scored with pair_cost. Keeps the hands' pairing unless another is clearly better,
+// then relabels the views, keeping the longer-tracked hand's id.
+void Tracker::associate() {
+    constexpr double kPairBonus = 2.0, kBetter = 0.3;
+    std::vector<const Camera *> cams;
+    for (View &v : views_)
+        if (std::find(cams.begin(), cams.end(), v.cam) == cams.end()) cams.push_back(v.cam);
+    std::sort(cams.begin(), cams.end(), [](const Camera *a, const Camera *b) { return a->name < b->name; });
+    for (size_t i = 0; i < cams.size(); ++i)
+        for (size_t j = i + 1; j < cams.size(); ++j) {
+            std::vector<View *> A, B;
+            for (View &v : views_) {
+                if (!v.fresh) continue;
+                if (v.cam == cams[i]) A.push_back(&v);
+                else if (v.cam == cams[j]) B.push_back(&v);
+            }
+            if (A.empty() || B.empty() || A.size() > 3 || B.size() > 3) continue;
+            std::vector<std::vector<double>> c(A.size(), std::vector<double>(B.size()));
+            for (size_t x = 0; x < A.size(); ++x)
+                for (size_t y = 0; y < B.size(); ++y) c[x][y] = pair_cost(*A[x], *B[y]);
+            auto score = [&](const std::vector<int> &m) {   // m[x]: A[x]'s partner in B, or -1
+                double s = 0;
+                for (size_t x = 0; x < A.size(); ++x)
+                    if (m[x] >= 0 && c[x][m[x]] >= 0) s += c[x][m[x]] - kPairBonus;
+                return s;
+            };
+            std::vector<int> cur(A.size(), -1);
+            for (size_t x = 0; x < A.size(); ++x)
+                for (size_t y = 0; y < B.size(); ++y)
+                    if (A[x]->hand == B[y]->hand) cur[x] = int(y);
+            std::vector<int> best = cur, m(A.size(), -1);
+            double best_score = score(cur);
+            const double cur_score = best_score;
+            std::function<void(size_t, unsigned)> walk = [&](size_t x, unsigned used) {
+                if (x == A.size()) {
+                    const double sc = score(m);
+                    if (sc < best_score) best_score = sc, best = m;
+                    return;
+                }
+                m[x] = -1;
+                walk(x + 1, used);
+                for (size_t y = 0; y < B.size(); ++y)
+                    if (!(used >> y & 1) && c[x][y] >= 0) {
+                        m[x] = int(y);
+                        walk(x + 1, used | 1u << y);
+                    }
+                m[x] = -1;
+            };
+            walk(0, 0);
+            if (best == cur || best_score > cur_score - kBetter) continue;
+            auto frames = [&](int id) {
+                const auto h = hands_.find(id);
+                return h == hands_.end() ? -1 : h->second.frames;
+            };
+            for (size_t x = 0; x < A.size(); ++x) {
+                if (best[x] < 0) continue;
+                View *a = A[x], *b = B[best[x]];
+                int id = a->hand;
+                bool free = true;   // b's hand isn't another A view's
+                for (size_t x2 = 0; x2 < A.size(); ++x2) free = free && (x2 == x || A[x2]->hand != b->hand);
+                if (free && frames(b->hand) > frames(id)) id = b->hand;
+                a->hand = b->hand = id;
+            }
+            // a B view left unpaired that still shares a hand with an A view starts its own
+            for (size_t y = 0; y < B.size(); ++y) {
+                if (std::find(best.begin(), best.end(), int(y)) != best.end()) continue;
+                bool shared = false;
+                for (View *a : A) shared = shared || a->hand == B[y]->hand;
+                if (!shared) continue;
+                B[y]->hand = next_id_++;
+                hands_[B[y]->hand].id = B[y]->hand;
+                ++stats.created;
+            }
+            ++stats.merged;
+        }
+}
+
+std::vector<const Hand *> Tracker::step(const std::map<std::string, Image> &images, int64_t t_ns) {
+    const auto t_step = std::chrono::steady_clock::now();
+    ++stats.sets;
+    // Views in cameras without a frame in this set wait, as they are, for their camera's
+    // next one: the colour cameras run on their own clock, so a set can hold the mono
+    // cameras, the colour ones, or both (drop_camera ends them when a camera stops being used).
+    std::vector<View> live, waiting;
+    for (View &v : views_) {
+        (images.count(v.cam->name) ? live : waiting).push_back(v);
+        (images.count(v.cam->name) ? live : waiting).back().fresh = false;
+    }
+
+    // 1. hand-over: give hands with too few views a crop in other cameras
+    for (auto &[id, hand] : hands_) {
+        if (!hand.has_pts) continue;
+        std::set<std::string> have;
+        for (View &v : live)
+            if (v.hand == id) have.insert(v.cam->name);
+        if (int(have.size()) >= max_views_) continue;
+        std::vector<std::pair<double, View>> options;
+        for (auto &[name, cam] : cams_) {
+            if (have.count(name) || !images.count(name)) continue;
+            V2 uv[21];
+            bool front = true;
+            for (int k = 0; k < 21; ++k) {
+                double z;
+                uv[k] = cam->project(hand.pts[k], &z);
+                front = front && z > 0;
+            }
+            const V2 centre = (uv[0] + uv[5] + uv[9] + uv[13] + uv[17]) * 0.2;
+            if (!front || !inside(*cam, centre)) continue;
+            View v{cam, roi_from_points(uv), id, {}, false, 0};
+            options.push_back({cam->off_axis(centre), v});
+        }
+        std::sort(options.begin(), options.end(), [](auto &a, auto &b) { return a.first < b.first; });
+        for (size_t k = 0; k < options.size() && int(have.size() + k) < max_views_; ++k) live.push_back(options[k].second);
+    }
+
+    // 2. the landmark model on each hand's best views, within budget
+    std::map<int, std::vector<View *>> by_hand;
+    for (View &v : live) by_hand[v.hand].push_back(&v);
+    std::vector<View *> chosen;
+    for (auto &[id, vs] : by_hand) {
+        std::sort(vs.begin(), vs.end(), [](View *a, View *b) {
+            if (a->has_lm != b->has_lm) return a->has_lm;
+            return a->cam->off_axis(a->roi.center) < b->cam->off_axis(b->roi.center);
+        });
+        for (int k = 0; k < int(vs.size()) && k < max_views_; ++k) chosen.push_back(vs[k]);
+    }
+    std::stable_sort(chosen.begin(), chosen.end(), [](View *a, View *b) { return a->has_lm > b->has_lm; });
+    if (int(chosen.size()) > hand_budget_) chosen.resize(hand_budget_);
+    run_landmarks(images, chosen);
+    std::vector<View *> kept;
+    for (View *v : chosen)
+        if (v->lm.presence >= (v->frames > 0 ? keep_presence_ : min_presence_)) {
+            v->roi = v->lm.next_roi();
+            ++v->frames;
+            kept.push_back(v);
+        } else {
+            ++(v->frames > 0 ? stats.lost : stats.handoff_miss);
+        }
+    // the same hand twice in one camera: keep the more confident
+    std::sort(kept.begin(), kept.end(), [](View *a, View *b) { return a->lm.presence > b->lm.presence; });
+    std::vector<View> next;
+    for (View *v : kept) {
+        const double size = hand_size(v->lm);
+        bool dup = false;
+        for (View &o : next) dup = dup || (o.cam == v->cam && same_hand(o.lm, v->lm, size));
+        if (!dup) next.push_back(*v);
+        else ++stats.dups;
+    }
+    views_ = next;
+    views_.insert(views_.end(), waiting.begin(), waiting.end());
+
+    // 3. search for missing hands
+    std::set<int> tracked;
+    for (View &v : views_) tracked.insert(v.hand);
+    if (tracked.size() < 2 && (t_ns - search_ns_) / 1e9 >= kSearchInterval - 0.01) {
+        search_ns_ = t_ns;
+        const int budget = tracked.empty() ? search_budget_ : std::max(1, search_budget_ - 1);
+        for (Tile &t : tiles_)
+            if (images.count(t.cam->name)) t.credit += t.weight;
+        std::vector<Tile *> picked;
+        for (int b = 0; b < budget; ++b) {
+            Tile *best = nullptr;
+            for (Tile &t : tiles_)
+                if (images.count(t.cam->name) && std::find(picked.begin(), picked.end(), &t) == picked.end() &&
+                    (!best || t.credit > best->credit))
+                    best = &t;
+            if (!best) break;
+            best->credit = 0;
+            picked.push_back(best);
+        }
+        const auto t0 = std::chrono::steady_clock::now();
+        std::vector<std::vector<Palm>> found(picked.size());
+        std::vector<std::function<void()>> jobs;
+        for (size_t i = 0; i < picked.size(); ++i) {
+            Tile *t = picked[i];
+            const Image &img = images.at(t->cam->name);
+            jobs.push_back([this, t, &img, &found, i] { found[i] = nets_.palms(img, t->center, t->size, t->rotation); });
+        }
+        pool_.run(jobs);
+        stats.palm_calls += int(picked.size());
+        stats.palm_ms += ms_since(t0);
+        ++stats.palm_batches;
+        std::vector<View> fresh;
+        for (size_t i = 0; i < picked.size(); ++i)
+            for (const Palm &p : found[i]) {
+                const Roi roi = p.roi();
+                bool near = false;
+                for (auto *list : {&views_, &fresh})
+                    for (View &v : *list) near = near || (v.cam == picked[i]->cam && norm(v.roi.center - roi.center) < 0.5 * roi.size);
+                if (!near) fresh.push_back({picked[i]->cam, roi, 0, {}, false, 0});
+            }
+        std::vector<View *> ptrs;
+        for (View &v : fresh) ptrs.push_back(&v);
+        run_landmarks(images, ptrs);
+        for (View &v : fresh)
+            if (v.lm.presence >= min_presence_) {
+                v.roi = v.lm.next_roi();
+                v.frames = 1;
+                views_.push_back(v);
+            }
+    }
+
+    // 4. give new views a hand: the nearest existing hand in 3D, else a new one
+    for (View &v : views_) {
+        if (v.hand > 0 && hands_.count(v.hand)) continue;
+        V3 guess[21];
+        const bool have_guess = single_view(*v.cam, v.lm, 1.0, guess);
+        int best = 0;
+        double dist = 0.12;
+        for (auto &[id, h] : hands_) {
+            if (!h.has_pts) continue;
+            bool same_cam = false;
+            for (View &o : views_) same_cam = same_cam || (o.hand == id && o.cam == v.cam);
+            if (same_cam) continue;
+            const double d = have_guess ? norm(h.pts[9] - guess[9]) : 1e9;
+            if (d < dist) best = id, dist = d;
+        }
+        if (!best) {
+            best = next_id_++;
+            hands_[best].id = best;
+            ++stats.created;
+        }
+        v.hand = best;
+    }
+
+    // 5. which views in different cameras are the same hand
+    associate();
+
+    // 6. 3D for every hand seen now; forget hands not seen for a while
+    std::vector<const Hand *> out;
+    for (auto it = hands_.begin(); it != hands_.end();) {
+        Hand &h = it->second;
+        std::vector<View *> vs;
+        for (View &v : views_)
+            if (v.hand == h.id) vs.push_back(&v);
+        if (!vs.empty() && hand_3d(h, vs, t_ns)) {
+            const V3 palm = (h.pts[0] + h.pts[5] + h.pts[9] + h.pts[13] + h.pts[17]) * 0.2;
+            if (h.last_ns && t_ns > h.last_ns)
+                h.speed += 0.5 * (std::min(norm(palm - h.last_palm) / ((t_ns - h.last_ns) / 1e9), 5.0) - h.speed);
+            h.last_ns = t_ns, h.last_palm = palm, h.seen_ns = t_ns;
+            ++h.frames;
+            smooth(h, t_ns);
+            out.push_back(&h);
+            ++it;
+        } else if (t_ns - h.seen_ns > 300'000'000) {
+            it = hands_.erase(it);
+            ++stats.forgotten;
+        } else {
+            ++it;
+        }
+    }
+    // views split off by a failed triangulation start over as new hands next frame
+    for (View &v : views_)
+        if (v.hand <= 0) {
+            v.hand = next_id_++;
+            hands_[v.hand].id = v.hand;
+            ++stats.created;
+        }
+    last_ns_ = t_ns;
+    stats.step_ms += ms_since(t_step);
+    return out;
+}
+
+std::vector<Seen> Tracker::views_now() const {
+    std::vector<Seen> out;
+    for (const View &v : views_)
+        if (v.fresh) out.push_back({v.cam->name, v.hand, v.roi, v.lm, {}});
+    return out;
+}
+
+void Tracker::drop_camera(const std::string &name) {
+    views_.erase(std::remove_if(views_.begin(), views_.end(), [&](const View &v) { return v.cam->name == name; }),
+                 views_.end());
+}
+
+std::vector<Seen> Tracker::exhaustive(const std::map<std::string, Image> &images) {
+    std::vector<Tile *> tiles;
+    for (Tile &t : tiles_)
+        if (images.count(t.cam->name)) tiles.push_back(&t);
+    std::vector<std::vector<Palm>> found(tiles.size());
+    std::vector<std::function<void()>> jobs;
+    for (size_t i = 0; i < tiles.size(); ++i)
+        jobs.push_back([this, &tiles, &images, &found, i] {
+            const Tile *t = tiles[i];
+            found[i] = nets_.palms(images.at(t->cam->name), t->center, t->size, t->rotation);
+        });
+    pool_.run(jobs);
+    // one crop per palm: tiles overlap, so the same palm turns up several times
+    std::vector<std::pair<double, View>> palms;
+    for (size_t i = 0; i < tiles.size(); ++i)
+        for (const Palm &p : found[i]) palms.push_back({p.score, View{tiles[i]->cam, p.roi(), 0, {}, false, 0}});
+    std::sort(palms.begin(), palms.end(), [](auto &a, auto &b) { return a.first > b.first; });
+    std::vector<View> crops;
+    for (auto &[score, v] : palms) {
+        bool near = false;
+        for (View &o : crops) near = near || (o.cam == v.cam && norm(o.roi.center - v.roi.center) < 0.5 * v.roi.size);
+        if (!near) crops.push_back(v);
+    }
+    std::vector<View *> ptrs;
+    for (View &v : crops) ptrs.push_back(&v);
+    run_landmarks(images, ptrs);
+    std::sort(crops.begin(), crops.end(), [](const View &a, const View &b) { return a.lm.presence > b.lm.presence; });
+    std::vector<Seen> out;
+    for (View &v : crops) {
+        if (v.lm.presence < min_presence_) continue;
+        bool dup = false;
+        for (const Seen &o : out)
+            dup = dup || (o.cam == v.cam->name && norm(palm_centre(o.lm) - palm_centre(v.lm)) < 0.5 * hand_size(v.lm));
+        if (dup) continue;
+        V3 pts[21];
+        Seen s{v.cam->name, 0, v.roi, v.lm, {}};
+        if (single_view(*v.cam, v.lm, 1.0, pts)) s.wrist = pts[0];
+        out.push_back(s);
+    }
+    return out;
+}
+
+void Tracker::smooth(Hand &h, int64_t t_ns) {
+    const double dt = (t_ns - h.smooth_ns) / 1e9;
+    h.smooth_ns = t_ns;
+    if (h.frames <= 1 || dt <= 0 || dt > 0.3) {   // new, or back after a gap: start over
+        std::copy(h.pts, h.pts + 21, h.smooth);
+        h.dpalm = {0, 0, 0};
+        return;
+    }
+    auto alpha = [dt](double cutoff) { return 1 / (1 + 1 / (2 * M_PI * cutoff * dt)); };
+    auto palm = [](const V3 *p) { return (p[0] + p[5] + p[9] + p[13] + p[17]) * 0.2; };
+    const V3 d = (palm(h.pts) - palm(h.smooth)) * (1 / dt);
+    h.dpalm = h.dpalm + (d - h.dpalm) * alpha(kSpeedCutoff);
+    // one cutoff for the whole hand, from its palm speed, so its shape stays together
+    const double a = alpha(kMinCutoff + kBeta * norm(h.dpalm));
+    for (int i = 0; i < 21; ++i) h.smooth[i] = h.smooth[i] + (h.pts[i] - h.smooth[i]) * a;
+}

hands/track/tracker.h

@@ -0,0 +1,134 @@
+// Multi-camera hand tracking (a port of frame-hands' Python prototype; the scheduling is
+// described in hands/README.md). All 3D is metres in the head frame.
+#pragma once
+
+#include "calib.h"
+#include "nets.h"
+
+#include <condition_variable>
+#include <functional>
+#include <map>
+#include <memory>
+#include <mutex>
+#include <thread>
+#include <vector>
+
+// Runs batches of jobs on a few threads, each pinned to a core.
+class Pool {
+public:
+    // One thread per entry of cpus, pinned there (round-robin if threads > cpus).
+    Pool(int threads, const std::vector<int> &cpus);
+    ~Pool();
+    void run(std::vector<std::function<void()>> &jobs);
+
+private:
+    void loop(int cpu);
+    std::vector<std::thread> threads_;
+    std::mutex mu_;
+    std::condition_variable wake_, done_;
+    std::vector<std::function<void()>> *jobs_ = nullptr;
+    size_t next_ = 0, finished_ = 0;
+    bool stop_ = false;
+};
+
+struct Hand {
+    int id = 0;
+    V3 pts[21]{};               // as measured this frame; the tracker steers crops by these
+    V3 smooth[21]{};            // filtered (One Euro, see Tracker::smooth): publish these
+    bool has_pts = false;
+    double residual = -1;       // rms ray distance of the triangulation (m); -1: one view
+    int nviews = 0;
+    double right_score = 0.5;   // the model's right-hand score (these images aren't mirrored)
+    double scale = 1.0;         // this user's hand size / the model's world landmarks
+    int64_t seen_ns = 0;
+    int frames = 0;
+    double speed = 0;           // palm centre, m/s, smoothed
+    int64_t last_ns = 0;
+    V3 last_palm{};
+    V3 dpalm{};                 // the filter's palm velocity, m/s
+    int64_t smooth_ns = 0;
+    bool right() const { return right_score > 0.5; }
+};
+
+struct Stats {
+    int palm_calls = 0, hand_calls = 0, sets = 0;
+    double palm_ms = 0, hand_ms = 0, step_ms = 0;   // summed batch times
+    int palm_batches = 0, hand_batches = 0;
+    // why views and hands come and go
+    int lost = 0;         // a tracked view's landmarks fell below min presence
+    int handoff_miss = 0; // a view projected from the hand's 3D (new camera or retry) found no hand
+    int dups = 0;         // the same hand twice in one camera
+    int splits = 0;       // a hand's views disagreed in 3D and were split
+    int created = 0, merged = 0, forgotten = 0;   // merged: views re-paired across cameras
+    // diagnostics: on stereo frames, each view's single-view palm distance / the stereo one
+    std::vector<std::pair<int, double>> mono_ratio;   // (hand id, ratio)
+};
+
+// A hand the landmark model found in one camera (Tracker::views_now, Tracker::exhaustive).
+struct Seen {
+    std::string cam;
+    int hand = 0;           // the tracker's hand; 0 in exhaustive()
+    Roi roi;
+    Landmarks lm;
+    V3 wrist{};             // exhaustive(): single-view 3D guess at the model's hand size
+};
+
+class Tracker {
+public:
+    Tracker(const std::map<std::string, Camera> &cams, const Nets &nets, Pool &pool, int max_views = 2);
+    // images: calibration name -> frame. Returns the hands seen in this set.
+    std::vector<const Hand *> step(const std::map<std::string, Image> &images, int64_t t_ns);
+    // Seconds until the next frame set is worth processing (30 Hz fast hands, 15 Hz slow, 5 Hz none).
+    double interval() const;
+    Stats stats;
+    size_t views() const { return views_.size(); }
+    std::vector<Seen> views_now() const;   // the views this step updated
+    // Forget this camera's views, when it stops being tracked with (the lighting switched
+    // cameras); views in cameras a set lacks otherwise wait for their next frame.
+    void drop_camera(const std::string &name);
+    // Every search tile in every camera, then landmarks on every palm: slow; for checking
+    // what the scheduler misses (ft-handreplay --oracle).
+    std::vector<Seen> exhaustive(const std::map<std::string, Image> &images);
+    // Landmark presence a tracked view needs to stay (new views need min presence, 0.5). In
+    // bright rooms the camera exposes for the room, the hands come out dim, and presence
+    // dips under 0.5 for a frame at a time.
+    void set_keep_presence(double p) { keep_presence_ = p; }
+    // One view's 3D hand: each landmark along its ray, as far as how big the palm looks says
+    // for a hand `scale` times the model's (Hand::scale). False if the palm is degenerate.
+    bool single_view(const Camera &cam, const Landmarks &lm, double scale, V3 out[21]) const;
+
+private:
+    struct View {
+        const Camera *cam;
+        Roi roi;
+        int hand = 0;           // 0: not assigned yet
+        Landmarks lm;
+        bool has_lm = false;
+        int frames = 0;
+        bool fresh = false;     // lm is from this step
+    };
+    struct Tile {
+        const Camera *cam;
+        V2 center;
+        double size, rotation, weight, credit = 0;
+    };
+    void run_landmarks(const std::map<std::string, Image> &images, std::vector<View *> &views);
+    bool hand_3d(Hand &hand, std::vector<View *> views, int64_t t_ns);
+    double pair_cost(const View &a, const View &b) const;
+    double size_misfit(const std::vector<const View *> &views, const V3 *pts) const;
+    void associate();
+    static void smooth(Hand &h, int64_t t_ns);
+    bool inside(const Camera &cam, V2 uv) const;
+    void add_tiles(const Camera &cam, double frac, int gx, int gy);
+
+    std::map<std::string, const Camera *> cams_;
+    const Nets &nets_;
+    Pool &pool_;
+    int max_views_, hand_budget_ = 4, search_budget_ = 3;
+    double min_presence_ = 0.5, keep_presence_ = 0.5;
+    std::vector<View> views_;
+    std::map<int, Hand> hands_;
+    std::vector<Tile> tiles_;
+    int next_id_ = 1;
+    int64_t last_ns_ = 0, search_ns_ = 0;
+};

input-settings/ft_input_settings.py

@@ -10,13 +10,21 @@ to the input relay over its control socket (@frametop_relay):
     helper through SteamVR input (@ft_pointer_helper: vrstatus, vrglobal), and a mapped
     button is taken from games.
   - Pointer: speed, dot size, distance and the rest, applied live.
+  - Ignored panels: SteamVR overlays the pointer passes through (POINTER_IGNORE), by app or
+    one by one. The helper lists them (@ft_pointer_helper "overlays").
   - Gaze: the pointer's gaze mode (@ft_pointer_helper "gaze") and the gaze service
-    (gaze/ft-gazed, @ft_gazed: status, forget, reload).
+    (gaze/ft-gazed, @ft_gazed: status, forget, reload), with its eye tracker (SteamVR's or
+    our own) and eye bias (GAZE_TRACKER, GAZE_EYE in frametop.conf).
   - Bluetooth: paired devices, and re-applying the Bluetooth LE fixes after pairing.
+  - A warning on every page when SteamVR won't load the ft_pointer driver (blocked after a
+    crash, disabled, or SteamVR in safe mode) or hasn't loaded it (@ft_pointer doesn't answer
+    while SteamVR runs): the cursor still moves, but no click lands. Checked at startup and
+    every 30 minutes.
 Rules go to ~/.config/frametop-input.json and pointer settings to
 ~/.config/frametop.conf; then the relay (and through it the helper) reloads.
 Launch with input-settings/ft-input-settings (host wrapper).
 """
+import fnmatch
 import json
 import os
 import re
@@ -36,6 +44,10 @@ CONF_PATH = os.path.expanduser("~/.config/frametop.conf")
 RELAY = "\0frametop_relay"
 HELPER = "\0ft_pointer_helper"
 GAZED = "\0ft_gazed"
+DRIVER = "\0ft_pointer"  # the ft_pointer driver's control socket, bound while SteamVR has it loaded
+# SteamVR's settings; older installs keep them under Steam's config.
+VRSETTINGS_PATHS = [os.path.expanduser("~/.config/openvr/config/steamvr.vrsettings"),
+                    os.path.expanduser("~/.steam/steam/config/steamvr.vrsettings")]
 REPO = os.path.dirname(os.path.dirname(os.path.abspath(__file__)))
 GAZE_PROBE = os.path.join(REPO, "gaze", "probe", "ft-gazeprobe")
 BTN_MISC = 0x100
@@ -48,11 +60,22 @@ ACTION_LABELS = {
     "scroll_up": "Scroll up", "scroll_down": "Scroll down", "dashboard": "Toggle SteamVR dashboard",
     "recenter": "Recenter pointer", "pointer_toggle": "Pointer on/off",
     "follow_toggle": "Head follow on/off (experimental)", "gaze_toggle": "Gaze pointer on/off (experimental)",
+    "gaze_precision": "Gaze precision: hold to steer, release to click",
+    "gaze_drag": "Gaze drag: press where you look, steer, release",
     "sens_up": "Faster pointer",
     "sens_down": "Slower pointer", "layout_reset": "Reset desktop screen layout",
-    "screens_toggle": "Hide/show desktop screens", "key": "Pass through as key",
+    "screens_toggle": "Hide/show desktop screens", "keyboard_toggle": "Open/close keyboard",
+    "key": "Pass through as key",
     "none": "Do nothing",
 }
+# When Frametop's keyboard opens ("vr_keyboard" in the rules; the relay's
+# VR_KEYBOARD_MODES). "no_keyboard" is the default.
+VR_KEYBOARD_MODES = {
+    "always": "When a text field is selected",
+    "no_keyboard": "When a text field is selected and no keyboard is connected",
+    "button": "Only with a mapped mouse or controller button",
+    "never": "Never",
+}
 ROLE_LABELS = {"pointer": "3D pointer", "passthrough": "Pass through", "ignore": "Ignore"}
 # Frame controller buttons the pointer helper can read (pointer/helper/vrbuttons.h). The
 # system button stays SteamVR's.
@@ -71,7 +94,21 @@ GAZE_SETTINGS = [
     ("POINTER_GAZE_NUDGE_MAX", "Largest nudge to learn", 8, 1, 30, 0.5, "°"),
     ("POINTER_GAZE_HOLD", "Hold still to drag", 0.5, 0.1, 2.0, 0.05, "s"),
     ("POINTER_GAZE_SHOW", "Dot shows after moving", 1.0, 0.0, 5.0, 0.1, "s"),
+    ("POINTER_PRECISION_GAIN", "Precision steering", 0.5, 0.1, 2.0, 0.05, "×"),
+    ("POINTER_PRECISION_DEADZONE", "Precision dead zone", 0.3, 0.0, 3.0, 0.1, "°"),
+    ("POINTER_GAZE_DRAG_GAIN", "Drag steering", 1.0, 0.1, 2.0, 0.05, "×"),
 ]
+# In gaze mode, what the mouse's left button does (POINTER_GAZE_MOUSE).
+GAZE_MOUSE = {"precision": "Gaze precision: hold to steer with the mouse, release to click",
+              "direct": "Click right away where the pointer is"}
+# The hand role the pointer's virtual controller takes (POINTER_ROLE).
+POINTER_ROLES = {"right": "Right hand", "left": "Left hand", "stylus": "Stylus (no hand)"}
+# Key combinations ("key_bindings" in the rules): modifiers, either side folded into the left code.
+MODIFIER_CODES = {29: 29, 97: 29, 42: 42, 54: 42, 56: 56, 100: 56, 125: 125, 126: 125}
+MODIFIER_NAMES = {29: "Ctrl", 42: "Shift", 56: "Alt", 125: "Meta"}
+# The gaze service's settings (gaze/ft-gazed): whose eye tracking, and the eye bias.
+GAZE_TRACKERS = {"steam": "SteamVR's eye tracker", "own": "our own eye tracker"}
+GAZE_EYES = {"auto": "auto", "left": "left eye", "right": "right eye"}
 # Pointer settings: key, label, default, min, max, step, unit.
 POINTER_SETTINGS = [
     ("POINTER_SENSITIVITY", "Speed", 0.03, 0.005, 0.12, 0.001, "°/count"),
@@ -87,7 +124,15 @@ POINTER_SETTINGS = [
     ("POINTER_FOLLOW_REACH", "Head follow reach", 70, 20, 85, 1, "°"),
     ("POINTER_WAKE_COUNTS", "Movement to wake", 40, 5, 200, 5, "counts"),
     ("POINTER_IDLE", "Release after idle", 30, 5, 120, 5, "s"),
+    ("POINTER_CONTROLLER_PICKUP", "Controller movement to take over", 1.0, 0.5, 5.0, 0.1, "×"),
 ]
+# Overlay keys (shell patterns) the pointer passes through, comma-separated.
+IGNORE_KEY = "POINTER_IGNORE"
+
+
+def overlay_app(key):
+    """The app an overlay key belongs to, by the vendor.app.overlay convention."""
+    return ".".join(key.split(".")[:2])
 
 
 def code_names():
@@ -156,6 +201,29 @@ def host(*cmd):
         return subprocess.CompletedProcess(cmd, 1, "", str(e))
 
 
+def driver_block():
+    """Why SteamVR won't load the ft_pointer driver: "blocked" (safe mode blocked it after a
+    crash), "disabled" (turned off in Manage Add-Ons), "safemode" (SteamVR in safe mode, every
+    add-on off) or "" (nothing stops it). SteamVR reads these at startup."""
+    for path in VRSETTINGS_PATHS:
+        if os.path.exists(path):
+            settings = read_json(path)
+            break
+    else:
+        return ""
+    section = lambda name: settings.get(name) if isinstance(settings.get(name), dict) else {}
+    if not isinstance(settings, dict):
+        return ""
+    driver = section("driver_ft_pointer")
+    if driver.get("blocked_by_safe_mode") is True:
+        return "blocked"
+    if driver.get("enable") is False:
+        return "disabled"
+    if section("steamvr").get("enableSafeMode") is True:
+        return "safemode"
+    return ""
+
+
 class Backend(QObject):
     devicesChanged = Signal()
     mappingsChanged = Signal()
@@ -163,9 +231,12 @@ class Backend(QObject):
     bluetoothChanged = Signal()
     controllersChanged = Signal()
     gazeChanged = Signal()
+    driverChanged = Signal()
+    panelsChanged = Signal()
     activity = Signal(str)  # device id
     captured = Signal(int, str)  # code, name
     capturedController = Signal(str, str)  # button, label
+    shortcutCaptureChanged = Signal()
     message = Signal(str, bool)  # text, is error
 
     def __init__(self):
@@ -177,12 +248,16 @@ class Backend(QObject):
         self._bluetooth = []
         self._relay_ok = False
         self._capture_vr = False
+        self._capture_combo = ""  # the action a key combination is being captured for
+        self._combo_mods = set()
         self._vr = {}  # the helper's vrstatus, {} when it doesn't answer
         self._vr_at = 0.0
         self._gaze = {}  # ft-gazed's status, {} when it isn't running
         self._gaze_prev = None  # the status before, for rates
         self._gaze_at = 0.0
         self._gaze_mode = None  # the helper's gaze mode: True, False, None (no answer)
+        self._driver_block = ""  # set by _check_driver
+        self._panels = None  # SteamVR's overlays, from the helper; None until it answers
         self.sock = socket.socket(socket.AF_UNIX, socket.SOCK_DGRAM)
         self.sock.bind("")  # autobind an abstract address the relay can reply to
         self.sock.setblocking(False)
@@ -193,6 +268,11 @@ class Backend(QObject):
         self.rewatch = QTimer(interval=50000, timeout=lambda: self._send("watch 60"))
         self.rewatch.start()
         self.reload_timer = QTimer(singleShot=True, interval=400, timeout=lambda: self._send("reload"))
+        # The driver only changes with a SteamVR restart, so a rare check is enough. The first one
+        # waits a moment for the helper's vrstatus answer, which tells us SteamVR is up.
+        self.driver_timer = QTimer(interval=30 * 60 * 1000, timeout=self._check_driver)
+        self.driver_timer.start()
+        QTimer.singleShot(3000, self._check_driver)
         self._refresh()
         self._send("watch 60")
         self.refreshBluetooth()
@@ -224,6 +304,14 @@ class Backend(QObject):
             self._gaze_mode = None
             self.gazeChanged.emit()
 
+    def _check_driver(self):
+        block = driver_block()
+        if not block and self._vr and not self._send("ping", DRIVER):
+            block = "unloaded"  # SteamVR runs (the helper answers) without the driver
+        if block != self._driver_block:
+            self._driver_block = block
+            self.driverChanged.emit()
+
     def _read(self):
         while True:
             try:
@@ -251,6 +339,11 @@ class Backend(QObject):
                 self._pointer_mode = bool(msg.get("pointer_mode"))
                 self._relay_ok = True
                 self.devicesChanged.emit()
+            elif t == "overlays":
+                panels = [o for o in msg.get("list", []) if isinstance(o, dict) and isinstance(o.get("key"), str)]
+                if panels != self._panels:
+                    self._panels = panels
+                    self.panelsChanged.emit()
             elif t == "vrstatus":
                 self._vr = msg
                 self._vr_at = time.monotonic()
@@ -261,6 +354,17 @@ class Backend(QObject):
                     self._capture_vr = False
                     self._send("vrcapture 0")
                     self.capturedController.emit(msg["code"], CONTROLLER_BUTTONS[msg["code"]])
+            elif t == "event" and self._capture_combo and msg.get("type") == "key":
+                self.activity.emit(msg["id"])
+                code, value = int(msg["code"]), msg["value"]
+                if code in MODIFIER_CODES:
+                    (self._combo_mods.add if value else self._combo_mods.discard)(MODIFIER_CODES[code])
+                elif value == 1 and code < BTN_MISC:
+                    self._save_shortcut("+".join(str(c) for c in sorted(self._combo_mods) + [code]),
+                                        self._capture_combo)
+                    self._capture_combo = ""
+                    self._combo_mods = set()
+                    self.shortcutCaptureChanged.emit()
             elif t == "event":
                 self.activity.emit(msg["id"])
                 if (self._capture_id and msg["id"] == self._capture_id and msg["type"] == "key"
@@ -269,6 +373,13 @@ class Backend(QObject):
                     self._capture_id = ""
                     self.captured.emit(code, self.codeName(code))
 
+    # --- SteamVR driver ---
+    @Property(str, notify=driverChanged)
+    def driverBlock(self):
+        """driver_block(), or "unloaded": SteamVR runs without the driver (unblocked since it
+        started, or not installed)."""
+        return self._driver_block
+
     # --- devices ---
     @Property(bool, notify=devicesChanged)
     def relayRunning(self):
@@ -288,7 +399,8 @@ class Backend(QObject):
         grouped = {}
         for n in self._nodes:
             d = grouped.setdefault(n["id"], {"id": n["id"], "name": n["name"], "bus": n["bus"], "kinds": [],
-                                             "nodes": [], "role": n["role"], "grabbed": False})
+                                             "nodes": [], "role": n["role"], "grabbed": False,
+                                             "uinput": n.get("uinput", False)})
             d["nodes"].append(n["path"])
             d["kinds"] = sorted(set(d["kinds"]) | set(n["kinds"]))
             d["grabbed"] = d["grabbed"] or n["grabbed"]
@@ -452,6 +564,110 @@ class Backend(QObject):
     def recenter(self):
         return self._send("recenter", HELPER)
 
+    # --- ignored panels ---
+    @staticmethod
+    def _ignore_list():
+        return [p.strip() for p in read_conf().get(IGNORE_KEY, "").split(",") if p.strip()]
+
+    def _save_ignore(self, entries, text):
+        write_conf_value(IGNORE_KEY, ", ".join(entries))
+        # Only the helper reads it; the relay passes "reload" on only in pointer mode.
+        self._send("reload", HELPER)
+        self.panelsChanged.emit()
+        self.message.emit(text, False)
+
+    def _open_panels(self):
+        """The helper's overlays, minus Frametop's own: ignoring a screen would leave nothing
+        to click this app on with the mouse."""
+        return [o for o in self._panels or [] if not o["key"].startswith("frametop.")]
+
+    @Slot()
+    def refreshPanels(self):
+        """Ask the helper for the overlay list; it answers once it has listed them again."""
+        self._send("overlays", HELPER)
+
+    @Property(bool, notify=panelsChanged)
+    def panelsLoaded(self):
+        return self._panels is not None
+
+    @Property("QVariantList", notify=panelsChanged)
+    def panelGroups(self):
+        """Open overlays by app: {app, title, appIgnored, anyVisible, anyIgnored, panels: [{key,
+        name, visible, ignoredBy}]}. ignoredBy is the entry that ignores it ("" if none)."""
+        entries = self._ignore_list()
+        groups = {}
+        for o in self._open_panels():
+            key = o["key"]
+            app = overlay_app(key)
+            g = groups.setdefault(app, {"app": app, "title": app, "panels": []})
+            name = o.get("name") or key
+            if key == app:
+                g["title"] = name
+            g["panels"].append({"key": key, "name": name, "visible": bool(o.get("visible")),
+                                "ignoredBy": next((p for p in entries if fnmatch.fnmatchcase(key, p)), "")})
+        for g in groups.values():
+            g["appIgnored"] = g["app"] + "*" in entries
+            g["anyVisible"] = any(p["visible"] for p in g["panels"])
+            g["anyIgnored"] = any(p["ignoredBy"] for p in g["panels"])
+            g["panels"].sort(key=lambda p: (not p["visible"], p["key"]))
+        return sorted(groups.values(), key=lambda g: (not g["anyVisible"], g["title"].lower()))
+
+    @Property("QVariantList", notify=panelsChanged)
+    def ignoreOrphans(self):
+        """Entries that match no open overlay (the app isn't running), so they can be removed."""
+        keys = [o["key"] for o in self._open_panels()]
+        return [p for p in self._ignore_list() if not any(fnmatch.fnmatchcase(k, p) for k in keys)]
+
+    @Slot(str, bool)
+    def setPanelIgnored(self, key, on):
+        entries = [p for p in self._ignore_list() if p != key]
+        if on:
+            entries.append(key)
+        self._save_ignore(entries, f"{key}: " + ("the pointer passes through it" if on else "the pointer lands on it again"))
+
+    @Slot(str, bool)
+    def setAppIgnored(self, app, on):
+        pattern = app + "*"
+        entries = [p for p in self._ignore_list() if p != pattern]
+        if on:
+            entries.append(pattern)
+        self._save_ignore(entries, f"{app}: " + ("the pointer passes through all its panels" if on
+                                                 else "no longer ignored as a whole"))
+
+    @Slot(str)
+    def removeIgnore(self, pattern):
+        self._save_ignore([p for p in self._ignore_list() if p != pattern], f"{pattern}: no longer ignored")
+
+    # --- Frametop's keyboard ---
+    @Property("QVariantList", constant=True)
+    def vrKeyboardModes(self):
+        return [{"value": k, "text": v} for k, v in VR_KEYBOARD_MODES.items()]
+
+    @Property(str, notify=mappingsChanged)
+    def vrKeyboard(self):
+        mode = read_json(RULES_PATH).get("vr_keyboard")
+        return mode if mode in VR_KEYBOARD_MODES else "no_keyboard"
+
+    @Property(bool, notify=mappingsChanged)
+    def vrKeyboardPersist(self):
+        return bool(read_json(RULES_PATH).get("vr_keyboard_persist", True))
+
+    @Slot(bool)
+    def setVrKeyboardPersist(self, on):
+        rules = read_json(RULES_PATH)
+        rules["vr_keyboard_persist"] = bool(on)
+        self._save_rules(rules)
+        self.message.emit("Keyboard: " + ("stays open until you hide it" if on else "closes with the text field"), False)
+
+    @Slot(str)
+    def setVrKeyboard(self, mode):
+        if mode not in VR_KEYBOARD_MODES:
+            return
+        rules = read_json(RULES_PATH)
+        rules["vr_keyboard"] = mode
+        self._save_rules(rules)
+        self.message.emit(f"Keyboard: {VR_KEYBOARD_MODES[mode].lower()}", False)
+
     # --- controllers ---
     @Property("QVariantList", constant=True)
     def controllerActions(self):
@@ -540,9 +756,12 @@ class Backend(QObject):
             n = status["samples"] - prev[1]["samples"]
             status["rate"] = n / (now - prev[0])
             status["one_eye_share"] = (status["one_eye"] - prev[1]["one_eye"]) / n if n else 0.0
+            for key in ("lost_left", "lost_right"):
+                if key in status and key in prev[1]:
+                    status[key + "_share"] = (status[key] - prev[1][key]) / n if n else 0.0
         elif self._gaze:
-            status.setdefault("rate", self._gaze.get("rate"))
-            status.setdefault("one_eye_share", self._gaze.get("one_eye_share"))
+            for key in ("rate", "one_eye_share", "lost_left_share", "lost_right_share"):
+                status.setdefault(key, self._gaze.get(key))
         if not prev or now - prev[0] > 0.5:
             self._gaze_prev = (now, status)
         self._gaze = status
@@ -573,6 +792,115 @@ class Backend(QObject):
         self.reload_timer.start()
         self.gazeChanged.emit()
 
+    @Property(str, notify=pointerChanged)
+    def gazeMouse(self):
+        v = read_conf().get("POINTER_GAZE_MOUSE", "precision")
+        return v if v in GAZE_MOUSE else "precision"
+
+    @Property("QVariantList", constant=True)
+    def gazeMouseChoices(self):
+        return [{"value": k, "text": v} for k, v in GAZE_MOUSE.items()]
+
+    @Slot(str)
+    def setGazeMouse(self, mode):
+        if mode in GAZE_MOUSE:
+            write_conf_value("POINTER_GAZE_MOUSE", mode)
+            self.reload_timer.start()
+            self.pointerChanged.emit()
+            self.message.emit(f"Mouse in gaze mode: {GAZE_MOUSE[mode].lower()}", False)
+
+    @Property(str, notify=pointerChanged)
+    def pointerRole(self):
+        v = read_conf().get("POINTER_ROLE", "right")
+        return v if v in POINTER_ROLES else "right"
+
+    @Property("QVariantList", constant=True)
+    def pointerRoles(self):
+        return [{"value": k, "text": v} for k, v in POINTER_ROLES.items()]
+
+    @Slot(str)
+    def setPointerRole(self, role):
+        if role in POINTER_ROLES:
+            write_conf_value("POINTER_ROLE", role)
+            self.reload_timer.start()
+            self.pointerChanged.emit()
+            self.message.emit(f"Pointer role: {POINTER_ROLES[role].lower()} (from its next wake)", False)
+
+    # --- key combinations ("key_bindings") ---
+    def comboName(self, combo):
+        parts = [int(c) for c in combo.split("+") if c.isdigit()]
+        return "+".join(MODIFIER_NAMES.get(c) or self.codeName(c).removeprefix("KEY_").title() for c in parts)
+
+    @Property("QVariantList", notify=mappingsChanged)
+    def keyShortcuts(self):
+        bound = read_json(RULES_PATH).get("key_bindings", {}) or {}
+        return [{"combo": c, "label": self.comboName(c), "action": a, "actionLabel": ACTION_LABELS.get(a, a)}
+                for c, a in sorted(bound.items())]
+
+    @Property("QVariantList", constant=True)
+    def shortcutActions(self):
+        return [{"value": a, "text": ACTION_LABELS[a]} for a in CONTROLLER_ACTIONS]
+
+    @Property(bool, notify=shortcutCaptureChanged)
+    def capturingShortcut(self):
+        return bool(self._capture_combo)
+
+    @Slot(str)
+    def startShortcutCapture(self, action):
+        if action in CONTROLLER_ACTIONS:
+            self._capture_combo = action
+            self._combo_mods = set()
+            self._send("watch 60")
+            self.shortcutCaptureChanged.emit()
+
+    @Slot()
+    def cancelShortcutCapture(self):
+        self._capture_combo = ""
+        self.shortcutCaptureChanged.emit()
+
+    def _save_shortcut(self, combo, action):
+        rules = read_json(RULES_PATH)
+        rules.setdefault("key_bindings", {})[combo] = action
+        self._save_rules(rules)
+        self.message.emit(f"{self.comboName(combo)} → {ACTION_LABELS[action]}", False)
+
+    @Slot(str)
+    def removeShortcut(self, combo):
+        rules = read_json(RULES_PATH)
+        (rules.get("key_bindings") or {}).pop(combo, None)
+        self._save_rules(rules)
+        self.message.emit(f"{self.comboName(combo)} removed", False)
+
+    @Property(str, notify=gazeChanged)
+    def gazeTracker(self):
+        """Whose eye tracking the gaze service uses: "steam" or "own" (GAZE_TRACKER)."""
+        v = read_conf().get("GAZE_TRACKER", "steam")
+        return v if v in GAZE_TRACKERS else "steam"
+
+    @Property(str, notify=gazeChanged)
+    def gazeEye(self):
+        """The eye bias: "auto", "left" or "right" (GAZE_EYE)."""
+        v = read_conf().get("GAZE_EYE", "auto")
+        return v if v in GAZE_EYES else "auto"
+
+    @Slot(str)
+    def setGazeTracker(self, tracker):
+        if tracker in GAZE_TRACKERS:
+            self._set_gaze("GAZE_TRACKER", tracker, f"Gaze from {GAZE_TRACKERS[tracker]}")
+
+    @Slot(str)
+    def setGazeEye(self, eye):
+        if eye in GAZE_EYES:
+            self._set_gaze("GAZE_EYE", eye, f"Eye bias: {GAZE_EYES[eye]}")
+
+    def _set_gaze(self, key, value, done):
+        """ft-gazed reads these from frametop.conf; "reload" makes it do so now."""
+        write_conf_value(key, value)
+        running = self._send("reload", GAZED)
+        self.message.emit(done if running else f"{done} (the gaze service isn't running: it takes it when it starts)",
+                          False)
+        self.gazeChanged.emit()
+
     @Property("QVariantList", notify=pointerChanged)
     def gazeSettings(self):
         conf = read_conf()
@@ -603,13 +931,21 @@ class Backend(QObject):
     @Slot()
     def openGazeProbe(self):
         """Calibrate in ft-gazeprobe (a GTK app on the host, fullscreen on a Frametop screen)."""
+        self._open_probe([], "Opening the gaze probe: calibrate there, then close it")
+
+    @Slot()
+    def openHeadsetFit(self):
+        """The probe's Headset fit mode: how well the tracker sees each eye, as you adjust."""
+        self._open_probe(["--mode", "fit"], "Opening the headset fit check in the gaze probe")
+
+    def _open_probe(self, args, done):
         runner = ["distrobox-host-exec"] if shutil.which("distrobox-host-exec") else []
         env = [f"{k}={os.environ[k]}" for k in ("WAYLAND_DISPLAY", "DISPLAY", "XAUTHORITY", "DBUS_SESSION_BUS_ADDRESS")
                if os.environ.get(k)]
         try:
-            subprocess.Popen(runner + ["env"] + env + [GAZE_PROBE], stdin=subprocess.DEVNULL,
+            subprocess.Popen(runner + ["env"] + env + [GAZE_PROBE] + args, stdin=subprocess.DEVNULL,
                              stdout=subprocess.DEVNULL, stderr=subprocess.DEVNULL, start_new_session=True)
-            self.message.emit("Opening the gaze probe: calibrate there, then close it", False)
+            self.message.emit(done, False)
         except OSError as e:
             self.message.emit(f"Couldn't open the gaze probe: {e}", True)
 

input-settings/main.qml

@@ -19,19 +19,46 @@ Kirigami.ApplicationWindow {
             Kirigami.Action { text: "Devices"; icon.name: "input-mouse"; onTriggered: root.show(devicesPage) },
             Kirigami.Action { text: "Buttons"; icon.name: "input-keyboard"; onTriggered: root.show(buttonsPage) },
             Kirigami.Action { text: "Controllers"; icon.name: "input-gamepad"; onTriggered: root.show(controllersPage) },
+            Kirigami.Action { text: "Keyboard"; icon.name: "input-keyboard-virtual"; onTriggered: root.show(keyboardPage) },
             Kirigami.Action { text: "Pointer"; icon.name: "transform-move"; onTriggered: root.show(pointerPage) },
+            Kirigami.Action { text: "Ignored panels"; icon.name: "view-hidden"; onTriggered: root.show(ignorePage) },
             Kirigami.Action { text: "Gaze"; icon.name: "view-visible"; onTriggered: root.show(gazePage) },
             Kirigami.Action { text: "Bluetooth"; icon.name: "preferences-system-bluetooth"; onTriggered: root.show(bluetoothPage) }
         ]
     }
 
+    // Why SteamVR has no ft_pointer driver, and how to get it back. Clicks, scrolling and mapped
+    // actions all go through that driver, so every page shows this as (part of) its header.
+    component DriverWarning: Kirigami.InlineMessage {
+        readonly property string fix: "SteamVR Settings > Startup / Shutdown > Manage Add-Ons"
+        readonly property string restart: ", then restart SteamVR (or reboot the headset)."
+        visible: backend.driverBlock !== ""
+        position: Kirigami.InlineMessage.Position.Header
+        type: backend.driverBlock === "unloaded" ? Kirigami.MessageType.Warning : Kirigami.MessageType.Error
+        text: ({
+            blocked: "SteamVR blocked the Frametop pointer driver (ft_pointer) after a crash, so mouse clicks "
+                     + "and scrolling do nothing (the cursor still moves). To fix it, open " + fix
+                     + ", press Unblock next to ft_pointer" + restart,
+            disabled: "The Frametop pointer driver (ft_pointer) is turned off in SteamVR, so mouse clicks and "
+                      + "scrolling do nothing (the cursor still moves). To fix it, open " + fix
+                      + ", turn ft_pointer on" + restart,
+            safemode: "SteamVR is in safe mode, so it loads no add-ons, the Frametop pointer driver (ft_pointer) "
+                      + "included: mouse clicks and scrolling do nothing (the cursor still moves). To fix it, turn "
+                      + "safe mode off in SteamVR and check " + fix + restart,
+            unloaded: "SteamVR is running without the Frametop pointer driver (ft_pointer), so mouse clicks and "
+                      + "scrolling do nothing. If you just unblocked it, restart SteamVR (or reboot the headset). "
+                      + "Otherwise check " + fix + ", or reinstall it with pointer/driver/install.sh."
+        })[backend.driverBlock] || ""
+    }
+
     function show(page) {
         pageStack.clear()
         pageStack.push(page)
     }
 
-    // FT_INPUT_PAGE=buttons|controllers|pointer|gaze|bluetooth opens the app on that page.
-    pageStack.initialPage: ({ buttons: buttonsPage, controllers: controllersPage, pointer: pointerPage, gaze: gazePage,
+    // FT_INPUT_PAGE=buttons|controllers|keyboard|pointer|ignore|gaze|bluetooth opens the app on that page.
+    pageStack.initialPage: ({ buttons: buttonsPage, controllers: controllersPage, keyboard: keyboardPage,
+                              pointer: pointerPage, ignore: ignorePage, gaze: gazePage,
                               bluetooth: bluetoothPage })[startPage] || devicesPage
 
     Connections {
@@ -47,13 +74,18 @@ Kirigami.ApplicationWindow {
         Kirigami.ScrollablePage {
             title: "Devices"
 
-            header: Kirigami.InlineMessage {
-                visible: !backend.relayRunning || !backend.pointerMode
-                position: Kirigami.InlineMessage.Position.Header
-                type: backend.relayRunning ? Kirigami.MessageType.Information : Kirigami.MessageType.Error
-                text: !backend.relayRunning
-                      ? "The input relay isn't running (frametop-input-relay.service)."
-                      : "Pointer mode is off (POINTER=0): pointer devices act as a plain mouse."
+            header: ColumnLayout {
+                spacing: 0
+                DriverWarning { Layout.fillWidth: true }
+                Kirigami.InlineMessage {
+                    Layout.fillWidth: true
+                    visible: !backend.relayRunning || !backend.pointerMode
+                    position: Kirigami.InlineMessage.Position.Header
+                    type: backend.relayRunning ? Kirigami.MessageType.Information : Kirigami.MessageType.Error
+                    text: !backend.relayRunning
+                          ? "The input relay isn't running (frametop-input-relay.service)."
+                          : "Pointer mode is off (POINTER=0): pointer devices act as a plain mouse."
+                }
             }
 
             ListView {
@@ -171,6 +203,7 @@ Kirigami.ApplicationWindow {
         Kirigami.ScrollablePage {
             id: bpage
             title: "Buttons"
+            header: DriverWarning {}
             actions: [
                 Kirigami.Action {
                     text: "Remove all"
@@ -310,6 +343,7 @@ Kirigami.ApplicationWindow {
         Kirigami.ScrollablePage {
             id: cpage
             title: "Controllers"
+            header: DriverWarning {}
             actions: [
                 Kirigami.Action {
                     text: "Remove all"
@@ -473,11 +507,60 @@ Kirigami.ApplicationWindow {
         }
     }
 
+    // ---------------------------------------------------------------- Keyboard
+    Component {
+        id: keyboardPage
+        Kirigami.ScrollablePage {
+            id: kpage
+            title: "Keyboard"
+            // Pass-through keyboards connected now: with "no_keyboard", the keyboard waits for none.
+            // A program's uinput keyboard (frame-voice's, say) doesn't count.
+            property var keyboards: backend.devices.filter(d => d.connected && d.role === "passthrough"
+                                                                && d.kinds.indexOf("keyboard") >= 0 && !d.uinput)
+
+            Kirigami.FormLayout {
+                Controls.ComboBox {
+                    Kirigami.FormData.label: "Show the keyboard:"
+                    model: backend.vrKeyboardModes
+                    textRole: "text"
+                    valueRole: "value"
+                    Component.onCompleted: currentIndex = indexOfValue(backend.vrKeyboard)
+                    onActivated: backend.setVrKeyboard(currentValue)
+                }
+                Controls.Switch {
+                    Kirigami.FormData.label: "Keep it open:"
+                    text: "Until you press its Close key or your keyboard button, not only while the text field has focus"
+                    checked: backend.vrKeyboardPersist
+                    enabled: backend.vrKeyboard !== "never"
+                    onToggled: backend.setVrKeyboardPersist(checked)
+                }
+                Controls.Label {
+                    Kirigami.FormData.label: "Keyboards connected:"
+                    text: kpage.keyboards.length ? kpage.keyboards.map(d => d.name).join(", ") : "none"
+                }
+            }
+
+            footer: Controls.Label {
+                padding: Kirigami.Units.largeSpacing
+                wrapMode: Text.Wrap
+                opacity: 0.7
+                text: "Frametop's keyboard opens in front of you, below your eyes, and closes with its Close key or a layout reset "
+                      + "(or when the text field loses focus, with Keep it open off). It steps aside while the Steam "
+                      + "menu or Steam's own keyboard is up. Type on it with a laser or the 3D mouse. It types into any "
+                      + "app, but only Qt, GTK and Firefox apps say when a text field is selected; for the rest "
+                      + "(Chromium, Electron and X11 apps), map Open/close keyboard to a button on the Buttons or "
+                      + "Controllers page. Keyboards set to Ignore, and keyboards other programs make (like "
+                      + "frame-voice's), don't count as connected."
+            }
+        }
+    }
+
     // ---------------------------------------------------------------- Pointer
     Component {
         id: pointerPage
         Kirigami.ScrollablePage {
             title: "Pointer"
+            header: DriverWarning {}
             actions: [
                 Kirigami.Action {
                     text: "Recenter"
@@ -543,12 +626,149 @@ Kirigami.ApplicationWindow {
         }
     }
 
+    // ---------------------------------------------------------------- Ignored panels
+    Component {
+        id: ignorePage
+        Kirigami.ScrollablePage {
+            id: ipage
+            title: "Ignored panels"
+            header: DriverWarning {}
+
+            Timer {
+                // The helper lists SteamVR's panels again for each request.
+                running: true
+                repeat: true
+                triggeredOnStart: true
+                interval: 3000
+                onTriggered: backend.refreshPanels()
+            }
+
+            ColumnLayout {
+                spacing: Kirigami.Units.largeSpacing
+
+                Kirigami.InlineMessage {
+                    Layout.fillWidth: true
+                    visible: !backend.controllerStatus.helper
+                    type: Kirigami.MessageType.Error
+                    text: "The pointer helper isn't answering (frametop-pointer.service, needs SteamVR). "
+                          + "It lists SteamVR's panels and does the ignoring."
+                }
+                Controls.Label {
+                    Layout.fillWidth: true
+                    wrapMode: Text.Wrap
+                    text: "The mouse pointer passes through the panels ticked here to whatever is behind them, "
+                          + "as if they weren't there. Use it for panels you only look at, like a performance "
+                          + "overlay that follows your view. Ignore a whole app, or only some of its panels. "
+                          + "Controllers aren't affected."
+                }
+                Controls.Switch {
+                    id: showHidden
+                    text: "Also list panels that aren't showing now"
+                }
+                Controls.Label {
+                    visible: backend.controllerStatus.helper && !backend.panelsLoaded
+                    text: "Asking the pointer helper for SteamVR's panels…"
+                    opacity: 0.7
+                }
+
+                Repeater {
+                    model: backend.panelGroups
+                    delegate: ColumnLayout {
+                        id: grp
+                        required property var modelData
+                        Layout.fillWidth: true
+                        visible: showHidden.checked || modelData.anyVisible || modelData.anyIgnored
+                        spacing: 0
+
+                        RowLayout {
+                            Layout.fillWidth: true
+                            Kirigami.Heading {
+                                level: 4
+                                text: grp.modelData.title
+                            }
+                            Controls.Label {
+                                text: grp.modelData.app
+                                opacity: 0.6
+                            }
+                            Item { Layout.fillWidth: true }
+                            Controls.CheckBox {
+                                text: "Ignore the whole app"
+                                checked: grp.modelData.appIgnored
+                                onToggled: backend.setAppIgnored(grp.modelData.app, checked)
+                            }
+                        }
+                        Repeater {
+                            model: grp.modelData.panels
+                            delegate: RowLayout {
+                                id: prow
+                                required property var modelData
+                                // Ignored by the whole app, or by a pattern written in frametop.conf.
+                                readonly property bool byOther: modelData.ignoredBy !== "" && modelData.ignoredBy !== modelData.key
+                                visible: showHidden.checked || modelData.visible || modelData.ignoredBy !== ""
+                                Layout.leftMargin: Kirigami.Units.gridUnit
+                                Controls.CheckBox {
+                                    text: prow.modelData.name
+                                    checked: prow.modelData.ignoredBy !== ""
+                                    enabled: !prow.byOther
+                                    onToggled: backend.setPanelIgnored(prow.modelData.key, checked)
+                                }
+                                Controls.Label {
+                                    text: prow.modelData.key
+                                    opacity: 0.6
+                                }
+                                Controls.Label {
+                                    text: (prow.modelData.visible ? "showing" : "hidden")
+                                          + (!prow.byOther ? ""
+                                             : prow.modelData.ignoredBy === grp.modelData.app + "*" ? ", whole app ignored"
+                                             : ", ignored by " + prow.modelData.ignoredBy)
+                                    opacity: 0.6
+                                }
+                            }
+                        }
+                    }
+                }
+
+                Kirigami.Heading {
+                    visible: backend.ignoreOrphans.length > 0
+                    level: 3
+                    text: "Ignored, not open now"
+                }
+                Repeater {
+                    model: backend.ignoreOrphans
+                    delegate: RowLayout {
+                        id: orow
+                        required property string modelData
+                        Controls.Label {
+                            text: orow.modelData
+                            Layout.preferredWidth: Kirigami.Units.gridUnit * 16
+                        }
+                        Controls.Button {
+                            text: "Remove"
+                            icon.name: "edit-delete-remove"
+                            onClicked: backend.removeIgnore(orow.modelData)
+                        }
+                    }
+                }
+            }
+
+            footer: Controls.Label {
+                padding: Kirigami.Units.largeSpacing
+                wrapMode: Text.Wrap
+                opacity: 0.7
+                text: "Saved as POINTER_IGNORE in ~/.config/frametop.conf, and applied at once. A whole app is "
+                      + "its key followed by *, which also covers panels it opens later. Frametop's own screens "
+                      + "aren't listed."
+            }
+        }
+    }
+
     // ---------------------------------------------------------------- Gaze
     Component {
         id: gazePage
         Kirigami.ScrollablePage {
             id: gpage
             title: "Gaze"
+            header: DriverWarning {}
             property var status: backend.gazeStatus
             actions: [
                 Kirigami.Action {
@@ -557,6 +777,12 @@ Kirigami.ApplicationWindow {
                     tooltip: "Open the gaze probe to calibrate (fullscreen on a Frametop screen)"
                     onTriggered: backend.openGazeProbe()
                 },
+                Kirigami.Action {
+                    text: "Check headset fit…"
+                    icon.name: "view-visible"
+                    tooltip: "How well the eye tracker sees each eye, and where it loses one, while you adjust the headset"
+                    onTriggered: backend.openHeadsetFit()
+                },
                 Kirigami.Action {
                     text: "Reload calibration"
                     icon.name: "view-refresh"
@@ -595,6 +821,126 @@ Kirigami.ApplicationWindow {
                     opacity: 0.7
                     font: Kirigami.Theme.smallFont
                 }
+                ColumnLayout {
+                    Kirigami.FormData.label: "Mouse left button:"
+                    Repeater {
+                        model: backend.gazeMouseChoices
+                        delegate: Controls.RadioButton {
+                            required property var modelData
+                            text: modelData.text
+                            checked: backend.gazeMouse === modelData.value
+                            onToggled: if (checked) backend.setGazeMouse(modelData.value)
+                        }
+                    }
+                }
+                Controls.Label {
+                    Layout.maximumWidth: Kirigami.Units.gridUnit * 30
+                    wrapMode: Text.WordWrap
+                    text: "Controllers: map a button to Gaze precision (hold, point the controller to steer, release to "
+                          + "click) or Gaze drag (the same, pressed at once) on the Controllers page. Gaze pointer on/off "
+                          + "can go on a controller button, a mouse button, or a key combination below."
+                    opacity: 0.7
+                    font: Kirigami.Theme.smallFont
+                }
+                Kirigami.Separator { Kirigami.FormData.isSection: true; Kirigami.FormData.label: "Key combinations" }
+
+                Repeater {
+                    model: backend.keyShortcuts
+                    delegate: RowLayout {
+                        required property var modelData
+                        Kirigami.FormData.label: modelData.label + ":"
+                        Controls.Label { text: modelData.actionLabel }
+                        Controls.ToolButton {
+                            icon.name: "edit-delete"
+                            display: Controls.AbstractButton.IconOnly
+                            text: "Remove"
+                            Controls.ToolTip.text: text
+                            Controls.ToolTip.visible: hovered
+                            onClicked: backend.removeShortcut(modelData.combo)
+                        }
+                    }
+                }
+                RowLayout {
+                    Kirigami.FormData.label: "New:"
+                    Controls.ComboBox {
+                        id: shortcutAction
+                        model: backend.shortcutActions
+                        textRole: "text"
+                        valueRole: "value"
+                        Component.onCompleted: currentIndex = indexOfValue("gaze_toggle")
+                        Layout.preferredWidth: Kirigami.Units.gridUnit * 16
+                    }
+                    Controls.Button {
+                        text: backend.capturingShortcut ? "Press the keys… (Cancel)" : "Set keys…"
+                        onClicked: backend.capturingShortcut ? backend.cancelShortcutCapture()
+                                                             : backend.startShortcutCapture(shortcutAction.currentValue)
+                    }
+                }
+                Controls.Label {
+                    Layout.maximumWidth: Kirigami.Units.gridUnit * 30
+                    wrapMode: Text.WordWrap
+                    text: "Hold the modifiers (Ctrl, Alt, Shift, Meta), then press the key, on any keyboard. The "
+                          + "combination's last key isn't typed; the modifiers still reach the app."
+                    opacity: 0.7
+                    font: Kirigami.Theme.smallFont
+                }
+                RowLayout {
+                    Kirigami.FormData.label: "Eye tracker:"
+                    Controls.RadioButton {
+                        text: "SteamVR"
+                        checked: backend.gazeTracker === "steam"
+                        onToggled: if (checked) backend.setGazeTracker("steam")
+                    }
+                    Controls.RadioButton {
+                        text: "Own tracker"
+                        checked: backend.gazeTracker === "own"
+                        onToggled: if (checked) backend.setGazeTracker("own")
+                    }
+                }
+                Controls.Label {
+                    // The gaze service runs ours (gaze/tracker/ft-eyes); it needs the frame grabber
+                    // (gaze/tracker/install.sh, root) and keeps its own calibration.
+                    visible: backend.gazeTracker === "own" && backend.gazeServiceRunning
+                             && (!gpage.status.own_running || gpage.status.own_reseat || !gpage.status.calibration_samples)
+                    text: !gpage.status.eyegrab ? "Needs its frame grabber: run gaze/tracker/install.sh (asks for sudo)"
+                          : !gpage.status.own_running ? "Starting…"
+                          : !gpage.status.calibration_samples ? "Not calibrated: use Calibrate… with Own tracker"
+                          : "The headset was off: your first nudge and click resets where it sits"
+                    color: gpage.status.own_running ? Kirigami.Theme.neutralTextColor : Kirigami.Theme.negativeTextColor
+                    font: Kirigami.Theme.smallFont
+                }
+                RowLayout {
+                    Kirigami.FormData.label: "Eye bias:"
+                    Controls.RadioButton {
+                        text: "Auto"
+                        checked: backend.gazeEye === "auto"
+                        onToggled: if (checked) backend.setGazeEye("auto")
+                    }
+                    Controls.RadioButton {
+                        text: "Left"
+                        checked: backend.gazeEye === "left"
+                        onToggled: if (checked) backend.setGazeEye("left")
+                    }
+                    Controls.RadioButton {
+                        text: "Right"
+                        checked: backend.gazeEye === "right"
+                        onToggled: if (checked) backend.setGazeEye("right")
+                    }
+                }
+                Controls.Label {
+                    // What the bias comes to now; on auto, from how far off each eye was at the last nudges.
+                    property var w: gpage.status.eye_weights
+                    property var n: gpage.status.eye_misses || [0, 0]
+                    property var rms: gpage.status.eye_rms || [null, null]
+                    visible: backend.gazeServiceRunning && w !== undefined
+                    text: w === undefined ? "" : "Left " + Math.round(w[0] * 100) + "% · right " + Math.round(w[1] * 100) + "%"
+                          + (backend.gazeEye !== "auto" ? ""
+                             : n[0] >= 5 && n[1] >= 5
+                               ? " (off by " + rms[0].toFixed(1) + "° and " + rms[1].toFixed(1) + "° at your last nudges)"
+                               : " (even until each eye has 5 nudges: " + n[0] + " and " + n[1] + " so far)")
+                    opacity: 0.7
+                    font: Kirigami.Theme.smallFont
+                }
                 Repeater {
                     model: backend.gazeSettings
                     delegate: RowLayout {
@@ -645,16 +991,31 @@ Kirigami.ApplicationWindow {
                           : Math.round(gpage.status.rate) + " samples/s"
                             + (gpage.status.one_eye_share > 0.5 ? " · only one eye tracked" : "")
                     color: gpage.status.one_eye_share > 0.5 ? Kirigami.Theme.neutralTextColor : Kirigami.Theme.textColor
-                    Controls.ToolTip.text: "Only one eye tracked: reseat the headset or check the lenses. It still works, "
-                                           + "probably less precisely."
+                    Controls.ToolTip.text: "Only one eye tracked: the gaze comes from the other eye, a little less "
+                                           + "precisely. Check headset fit… shows where the tracker loses it."
                     Controls.ToolTip.visible: gpage.status.one_eye_share > 0.5 && ghover.hovered
                     HoverHandler { id: ghover }
                 }
+                Controls.Label {
+                    // Share of the last second's samples where the tracker had lost each eye.
+                    property real lostL: gpage.status.lost_left_share || 0
+                    property real lostR: gpage.status.lost_right_share || 0
+                    visible: backend.gazeServiceRunning && gpage.status.lost_left !== undefined
+                    Kirigami.FormData.label: "Eyes:"
+                    text: lostL < 0.05 && lostR < 0.05 ? "both tracked"
+                          : (lostL >= 0.05 ? "left eye lost " + Math.round(lostL * 100) + "%" : "")
+                            + (lostL >= 0.05 && lostR >= 0.05 ? " · " : "")
+                            + (lostR >= 0.05 ? "right eye lost " + Math.round(lostR * 100) + "%" : "")
+                            + ((lostL >= 0.05) !== (lostR >= 0.05) ? " (the other eye stands in)" : "")
+                    color: lostL >= 0.05 || lostR >= 0.05 ? Kirigami.Theme.neutralTextColor : Kirigami.Theme.textColor
+                }
                 Controls.Label {
                     visible: backend.gazeServiceRunning
                     Kirigami.FormData.label: "Calibration:"
                     text: gpage.status.calibration_samples > 0
-                          ? gpage.status.calibration_samples + " points (" + gpage.status.model + ")"
+                          ? gpage.status.calibration_samples + " points ("
+                            + (gpage.status.tracker === "own" ? "Own tracker, " + gpage.status.calibration_made
+                               : gpage.status.kind === "eyes" ? gpage.status.model + ", each eye" : gpage.status.model) + ")"
                           : "none yet: use Calibrate…"
                 }
                 Controls.Label {
@@ -674,7 +1035,10 @@ Kirigami.ApplicationWindow {
                       + "with the button held and let go there. Hold still to drag: hold a press this long without moving "
                       + "to drag something instead. Look away to hand back: how far from the pointer you look before the "
                       + "gaze takes it back from the mouse. Largest nudge to learn: bigger mouse moves before a click "
-                      + "are treated as using the mouse, not correcting the gaze."
+                      + "are treated as using the mouse, not correcting the gaze. Eye tracker: SteamVR's, or our own "
+                      + "(gaze/tracker), which keeps its own calibration (Calibrate… with Own tracker). Eye bias: the gaze "
+                      + "combines both eyes, since their errors partly cancel; Left or Right counts that eye twice as "
+                      + "much, and Auto weights each by how far off it was at your recent nudges."
             }
         }
     }
@@ -684,6 +1048,7 @@ Kirigami.ApplicationWindow {
         id: bluetoothPage
         Kirigami.ScrollablePage {
             title: "Bluetooth"
+            header: DriverWarning {}
             actions: [
                 Kirigami.Action { text: "Refresh"; icon.name: "view-refresh"; onTriggered: backend.refreshBluetooth() },
                 Kirigami.Action {

input/ft-textinput

@@ -0,0 +1,92 @@
+#!/usr/bin/env python3
+"""ft-textinput: Frametop's input method, which tells the input relay when a text field
+on the desktop has keyboard focus.
+
+KWin starts it (--inputmethod, from session/frametop-session.sh) and activates it
+whenever the focused app enables text input on a field (text-input v1/v2/v3: Qt, GTK,
+and Firefox apps do; Xwayland apps and most Electron apps don't). This only passes that
+on: "textfield 1" or "textfield 0" to the input relay (@frametop_relay), which opens or
+closes Frametop's keyboard (ft-screens' own key panel), depending on the keyboard setting
+in Frametop Input Settings. Typing on it reaches the app as key presses from ft-screens,
+not through this input method, so nothing typed passes through here.
+
+Speaks the Wayland wire protocol itself (zwp_input_method_v1 only), so it needs nothing
+but Python on the SteamOS host.
+"""
+import os
+import socket
+import struct
+import sys
+
+RELAY = "\0frametop_relay"
+DISPLAY, REGISTRY, INPUT_METHOD = 1, 2, 3  # our object ids
+
+
+def string(text):
+    data = text.encode() + b"\0"
+    return struct.pack("=I", len(data)) + data + b"\0" * (-len(data) % 4)
+
+
+def read_string(body, at):
+    """(text, offset after it) for a string argument at `at`."""
+    (length,) = struct.unpack_from("=I", body, at)
+    text = body[at + 4:at + 4 + length - 1].decode(errors="replace")
+    return text, at + 4 + length + (-length % 4)
+
+
+def main():
+    fd = os.environ.pop("WAYLAND_SOCKET", None)
+    if fd is None:
+        sys.exit("ft-textinput: no WAYLAND_SOCKET (KWin starts this as its input method)")
+    conn = socket.socket(fileno=int(fd))
+    relay = socket.socket(socket.AF_UNIX, socket.SOCK_DGRAM | socket.SOCK_NONBLOCK)
+
+    def request(obj, opcode, payload=b""):
+        conn.sendall(struct.pack("=II", obj, (8 + len(payload)) << 16 | opcode) + payload)
+
+    def report(on):
+        try:
+            relay.sendto(f"textfield {int(on)}".encode(), RELAY)
+        except OSError:
+            pass  # the relay isn't running
+
+    request(DISPLAY, 1, struct.pack("=I", REGISTRY))  # wl_display.get_registry
+    contexts = set()  # KWin makes one per activation
+    buf = b""
+    while True:
+        data = conn.recv(65536)
+        if not data:
+            return  # KWin went away
+        buf += data
+        while len(buf) >= 8:
+            obj, word = struct.unpack_from("=II", buf)
+            size, opcode = word >> 16, word & 0xFFFF
+            if size < 8 or len(buf) < size:
+                break
+            body, buf = buf[8:size], buf[size:]
+            if obj == DISPLAY and opcode == 0:  # error
+                bad, code = struct.unpack_from("=II", body)
+                message, _ = read_string(body, 8)
+                sys.exit(f"ft-textinput: Wayland error {code} on object {bad}: {message}")
+            elif obj == REGISTRY and opcode == 0:  # global
+                (name,) = struct.unpack_from("=I", body)
+                interface, _ = read_string(body, 4)
+                if interface == "zwp_input_method_v1":
+                    request(REGISTRY, 0, struct.pack("=I", name) + string(interface) + struct.pack("=II", 1, INPUT_METHOD))
+            elif obj == INPUT_METHOD and opcode == 0:  # activate: a text field has focus
+                contexts.add(struct.unpack_from("=I", body)[0])
+                report(True)
+            elif obj == INPUT_METHOD and opcode == 1:  # deactivate: it lost focus
+                (context,) = struct.unpack_from("=I", body)
+                if context in contexts:
+                    contexts.discard(context)
+                    request(context, 0)  # zwp_input_method_context_v1.destroy
+                report(bool(contexts))
+            # Everything else (the contexts' surrounding text, content type, ...) is unused.
+
+
+if __name__ == "__main__":
+    try:
+        main()
+    except KeyboardInterrupt:
+        pass

input/gazefirst.py

@@ -0,0 +1,306 @@
+"""Gaze first, the relay's part (docs/gaze-first.md).
+
+While the pointer helper says gaze first is on ("gazefirst 1" every 5 s: gaze mode, no game,
+the headset on; "gazefirst 0" or 12 s of silence ends it), the Frame controllers belong to the
+gaze:
+
+- SteamVR: the Frame controller's compositor binding is
+  pointer/bindings/vrcompositor_frame_controller_gazefirst.json (only the Steam button left),
+  chosen through vrserver's /input/selectconfig.action, and the stock one again after.
+- Steam's UI: input/steam-gamepad-filter.js runs in Steam's SharedJSContext (input/steamui.py)
+  and drops the controllers' gamepad input (the Steam button still passes). The block lasts 15 s
+  unless it's renewed, which happens every 5 s, so it ends by itself if the relay dies; and
+  Steam reloads its UI with SteamVR, which the renewal also covers.
+- The trigger and bumper, read from vrserver's web socket (input/vrws.py, which takes nothing
+  from anyone), go to the helper as "ctrl <left|right> <trigger|bumper> 1|0"; the right
+  thumbstick scrolls ("scroll <x> <y>", as the mouse's wheel).
+
+Steam still sees the controllers, and SteamVR leaves laser mode after each press and release:
+the helper takes the laser back (see "Gaze first" in pointer/helper/ft-pointer.cpp).
+
+The toggle macro works with gaze first on or off: both thumbstick clicks held 1 s turn gaze mode
+on or off, and POINTER_GAZE in ~/.config/frametop.conf remembers it. So does `toggle()`, which
+the relay's gaze_toggle action uses.
+
+The binding, the filter, and finding new controllers run on a thread of their own: they're HTTP
+and web socket round trips that mustn't hold up the relay's mouse and keyboard.
+"""
+import json
+import os
+import threading
+import time
+import urllib.request
+
+import steamui
+from vrws import HEADERS, ORIGIN, VrSocket, getstate
+
+ROOT = os.path.dirname(os.path.dirname(os.path.abspath(__file__)))
+FILTER_JS = os.path.join(ROOT, "input", "steam-gamepad-filter.js")
+GAZE_BINDING = "file://" + os.path.join(ROOT, "pointer", "bindings", "vrcompositor_frame_controller_gazefirst.json")
+STOCK_BINDING = "file:///opt/steamvr/drivers/frame_controller/resources/input/vrcompositor_bindings_frame_controller.json"
+COMPOSITOR = "openvr.component.vrcompositor"
+CONF = os.path.expanduser("~/.config/frametop.conf")
+
+BUTTONS = {"/input/trigger/click": "trigger", "/input/bumper/click": "bumper"}
+STICK_CLICK = "/input/thumbstick/click"
+MACRO_HOLD = 1.0      # seconds both thumbstick clicks are held to toggle gaze mode
+SCROLL_DEADZONE = 0.3
+ON_FOR = 12.0         # "gazefirst 1" lasts this long without another
+RENEW = 5.0           # the binding and filter are checked (and the filter's block renewed) this often
+BLOCK_FOR = 15000     # ms the filter blocks without a renewal
+
+
+def select_binding(url):
+    body = json.dumps({"app_key": COMPOSITOR, "controller_type": "frame_controller", "url": url}).encode()
+    req = urllib.request.Request(f"{ORIGIN}/input/selectconfig.action", data=body,
+                                 headers={**HEADERS, "Origin": ORIGIN, "Content-Type": "application/json"})
+    with urllib.request.urlopen(req, timeout=2) as resp:
+        if not json.load(resp).get("success"):
+            raise OSError("vrserver refused the binding")
+
+
+def current_binding():
+    req = urllib.request.Request(f"{ORIGIN}/input/getactions.json?app_key={COMPOSITOR}", headers=HEADERS)
+    with urllib.request.urlopen(req, timeout=2) as resp:
+        return (json.load(resp).get("current_binding_url") or {}).get("frame_controller", "")
+
+
+def read_gaze(path=CONF):
+    try:
+        with open(path) as f:
+            for line in f:
+                line = line.split("#", 1)[0].strip()
+                if line.split("=", 1)[0].strip() == "POINTER_GAZE" and "=" in line:
+                    return line.split("=", 1)[1].strip() not in ("", "0")
+    except OSError:
+        pass
+    return False
+
+
+def write_gaze(on, path=CONF):
+    """POINTER_GAZE=1|0 in the config, keeping every other line as it is."""
+    try:
+        with open(path) as f:
+            lines = f.read().splitlines()
+    except OSError:
+        lines = []
+    value = f"POINTER_GAZE={1 if on else 0}"
+    for i, line in enumerate(lines):
+        if line.split("#", 1)[0].split("=", 1)[0].strip() == "POINTER_GAZE":
+            lines[i] = value
+            break
+    else:
+        lines.append(value)
+    tmp = path + ".tmp"
+    with open(tmp, "w") as f:
+        f.write("\n".join(lines) + "\n")
+    os.replace(tmp, path)
+
+
+class GazeFirst:
+    def __init__(self, send, log):
+        self.send = send  # a command to the pointer helper
+        self.log = log
+        self.on = False
+        self.on_until = 0.0
+        self.ws = None
+        self.next_connect = 0.0
+        self.sides = {}          # subscribed device path -> "left" or "right"
+        self.values = {}         # (side, component) -> last value
+        self.held = set()        # (side, button) the helper has as pressed
+        self.macro_since = None
+        self.macro_fired = False
+        self.scrolling = (0.0, 0.0)
+        # The worker thread's: a wake-up, the devices it found, what it last applied.
+        self.lock = threading.Lock()
+        self.wake = threading.Event()
+        self.found = []
+        self.applied = None
+        self.problems = {}
+        threading.Thread(target=self.work, daemon=True, name="gazefirst").start()
+
+    # The relay's select loop: readable while connected to vrserver.
+    def fileno(self):
+        return self.ws.fileno()
+
+    def message(self, words, now):
+        """"gazefirst 1|0" from the helper."""
+        on = words[1] == "1"
+        self.on_until = now + ON_FOR if on else 0.0
+        if on != self.on:
+            self.set_on(on)
+
+    def set_on(self, on):
+        self.on = on
+        if not on:
+            self.release_all(cancel=True)
+        self.log(f"gaze first {'on' if on else 'off'}")
+        self.wake.set()
+
+    def release_all(self, cancel=False):
+        """Let go of what the helper holds: as releases (a click), or cancelled (no click)."""
+        if cancel and self.held:
+            self.send("ctrlcancel")
+        else:
+            for side, button in sorted(self.held):
+                self.send(f"ctrl {side} {button} 0")
+        self.held.clear()
+        if self.scrolling != (0.0, 0.0):
+            self.send("scroll 0 0")
+            self.scrolling = (0.0, 0.0)
+
+    def toggle(self):
+        """Gaze mode on or off, remembered (POINTER_GAZE)."""
+        on = not read_gaze()
+        try:
+            write_gaze(on)
+        except OSError as e:
+            self.log(f"gaze mode: can't write {CONF}: {e}")
+        self.send(f"gaze {'on' if on else 'off'}")
+        self.log(f"gaze mode {'on' if on else 'off'}")
+
+    def timeout(self):
+        return 0.05 if self.macro_since is not None and not self.macro_fired else 0.5
+
+    def tick(self, now):
+        if self.on and now > self.on_until:
+            self.set_on(False)  # the helper went quiet
+        if self.ws is None and now >= self.next_connect:
+            self.next_connect = now + 3.0
+            try:
+                self.ws = VrSocket(timeout=1)
+                self.ws.open(f"frametop_relay_{os.getpid()}")
+                self.sides = {}
+                self.wake.set()  # find the controllers now
+            except OSError:
+                self.ws = None
+        with self.lock:
+            found, self.found = self.found, []
+        for path, side in found:
+            if self.ws and self.sides.get(path) != side:
+                try:
+                    self.ws.subscribe(path)
+                    self.sides[path] = side
+                except OSError:
+                    self.drop()
+        if self.macro_since is not None and not self.macro_fired and now - self.macro_since >= MACRO_HOLD:
+            self.macro_fired = True
+            self.release_all(cancel=True)  # a press in progress doesn't click
+            self.toggle()
+
+    def drop(self):
+        if self.ws:
+            try:
+                self.ws.close()
+            except OSError:
+                pass
+        self.ws = None
+        self.release_all(cancel=True)
+
+    def readable(self, now):
+        try:
+            while True:
+                msg = self.ws.recv(timeout=0)
+                if isinstance(msg, dict) and msg.get("type") == "update_component_states":
+                    side = self.sides.get(msg.get("device"))
+                    if side:
+                        self.update(side, msg.get("components") or {}, now)
+                if not self.ws.pending():
+                    return  # the rest, if any, wakes select again
+        except OSError:
+            self.drop()
+
+    def update(self, side, components, now):
+        for name, value in components.items():
+            key = (side, name)
+            if self.values.get(key) == value:
+                continue
+            self.values[key] = value
+            button = BUTTONS.get(name)
+            if button:
+                down = bool(value)
+                if down and self.on and (side, button) not in self.held:
+                    self.held.add((side, button))
+                    self.send(f"ctrl {side} {button} 1")
+                elif not down and (side, button) in self.held:
+                    self.held.discard((side, button))
+                    self.send(f"ctrl {side} {button} 0")
+            elif name == STICK_CLICK:
+                both = self.values.get(("left", STICK_CLICK)) and self.values.get(("right", STICK_CLICK))
+                if both and self.macro_since is None:
+                    self.macro_since, self.macro_fired = now, False
+                elif not both:
+                    self.macro_since = None
+            elif side == "right" and name in ("/input/thumbstick/x", "/input/thumbstick/y"):
+                self.scroll()
+
+    def scroll(self):
+        def shape(v):
+            v = float(v or 0)
+            if abs(v) < SCROLL_DEADZONE:
+                return 0.0
+            return round((abs(v) - SCROLL_DEADZONE) / (1 - SCROLL_DEADZONE) * (1 if v > 0 else -1), 1)
+        want = (shape(self.values.get(("right", "/input/thumbstick/x"))),
+                shape(self.values.get(("right", "/input/thumbstick/y")))) if self.on else (0.0, 0.0)
+        if want != self.scrolling:
+            self.scrolling = want
+            self.send(f"scroll {want[0]:.1f} {want[1]:.1f}")
+
+    def shutdown(self):
+        """The relay is stopping: the controllers go back to SteamVR and Steam."""
+        self.on = False
+        self.release_all(cancel=True)
+        try:
+            select_binding(STOCK_BINDING)
+        except OSError:
+            pass
+        try:
+            steamui.evaluate('window.__frametopGaze && (window.__frametopGaze.mode = "off")', timeout=1)
+        except (OSError, RuntimeError):
+            pass
+
+    # The worker thread.
+    def problem(self, what, error=None):
+        """Log a failure once, and when it's over (error None)."""
+        if error is None:
+            if self.problems.pop(what, None) is not None:
+                self.log(f"gaze first: {what} works again")
+            return
+        if self.problems.get(what) != str(error):
+            self.problems[what] = str(error)
+            self.log(f"gaze first: {what}: {error}")
+
+    def work(self):
+        while True:
+            self.wake.wait(RENEW)
+            self.wake.clear()
+            on = self.on
+            try:
+                found = [(d["root_path"], d.get("side") or d["root_path"].rsplit("/", 1)[-1])
+                         for d in getstate(timeout=1) if d.get("controller_type") == "frame_controller"]
+                with self.lock:
+                    self.found = [(p, s) for p, s in found if s in ("left", "right")]
+                self.problem("vrserver")
+            except (OSError, ValueError) as e:
+                self.problem("vrserver", e)
+                continue
+            try:
+                want = GAZE_BINDING if on else STOCK_BINDING
+                if current_binding() != want:
+                    select_binding(want)
+                    self.log(f"gaze first: {'gaze' if on else 'stock'} controller binding")
+                self.problem("binding")
+            except (OSError, ValueError) as e:
+                self.problem("binding", e)
+            try:
+                if on:
+                    with open(FILTER_JS) as f:
+                        steamui.evaluate(f.read())
+                    steamui.evaluate('(() => { const G = window.__frametopGaze; G.mode = "block"; '
+                                     f'G.until = Date.now() + {BLOCK_FOR}; return G.mode; }})()')
+                elif self.applied is not False:
+                    steamui.evaluate('window.__frametopGaze && (window.__frametopGaze.mode = "off")')
+                self.applied = on
+                self.problem("Steam's UI")
+            except (OSError, RuntimeError, ValueError) as e:
+                self.problem("Steam's UI", e)

input/input-relay.py

@@ -19,13 +19,19 @@ keyboard node for its extra buttons). Roles, from ~/.config/frametop-input.json
   ignore       not grabbed, only observed for identification in the settings app
 Buttons and keys of pointer devices go through a per-device map to actions
 (left, right, middle, back, scroll_up, scroll_down, dashboard, recenter,
-pointer_toggle, follow_toggle = head follow on or off, gaze_toggle = gaze mode on or off
-(the pointer goes where you look; see pointer/helper/ft-pointer.cpp), sens_up, sens_down,
-layout_reset = put the desktop screens back in their saved layout, screens_toggle = hide or show the desktop screens, key = pass
-through as a key, none).
+pointer_toggle, follow_toggle = head follow on or off, gaze_toggle = gaze mode on or off,
+remembered as POINTER_GAZE (the pointer goes where you look; see pointer/helper/ft-pointer.cpp
+and input/gazefirst.py), gaze_precision = while
+held, the pointer stops where you look and the button's device (the mouse, or that
+controller's aim) steers it, and the release clicks there, gaze_drag = the same, but pressed
+at once, so it drags ("precision|gazedrag mouse|left|right|keyboard 1|0" to the helper), sens_up, sens_down,
+layout_reset = put the desktop screens back in their saved layout, screens_toggle = hide or show the desktop screens,
+keyboard_toggle = open or close Frametop's keyboard, key = pass through as a key, none).
 
 Frame controller buttons can be mapped too ("controller_buttons": {"right/a": action} in the
-rules file; any action but key). The controllers aren't input devices here, only SteamVR sees
+rules file; any action but key). So can key combinations on any keyboard ("key_bindings":
+{"29+56+34": action}, evdev codes joined by "+", modifiers first and left-hand codes for
+either side, here Ctrl+Alt+G): the combination does the action, and its last key isn't typed. The controllers aren't input devices here, only SteamVR sees
 them, so the pointer helper reads them with SteamVR input and sends "vrbtn <button> 1|0".
 It only takes the buttons the relay tells it to ("vrbind <button>..." to @ft_pointer_helper,
 sent on start, reload, and when the helper says "vrhello"), and only while no game runs,
@@ -34,6 +40,8 @@ reaches games; see pointer/helper/vrbuttons.h).
 
 In gaze mode outside games, the helper keeps the pointer ("gazeawake 1", repeated every 5
 seconds; "gazeawake 0" or silence ends it): the pointer isn't released when the mouse is idle.
+Typing on a keyboard sends the helper "typing" (at most 4 times a second): it takes no hand
+pinches right after a key, since typing touches thumb to index like a pinch.
 
 Keys also go to ft-screens (@ft_screens, the Frametop desktop's compositor), which
 types them into the desktop screen that has focus: from pass-through keyboards, and
@@ -47,6 +55,16 @@ a grabbed keyboard's keys also go out as "key <code> <value> <device name>" data
 It's off by default: any local process that binds that name first gets every key typed
 into the desktop.
 
+Frametop's keyboard (ft-screens' key panel): the desktop's input method (input/ft-textinput)
+says "textfield 1|0" when a text field on the desktop gains or loses keyboard focus, and
+the relay tells ft-screens to open ("vrkeyboard show") or close ("vrkeyboard hide") the
+keyboard, depending on "vr_keyboard" in the rules file: "always", "no_keyboard" (the
+default: only while no pass-through keyboard is connected; a program's uinput keyboard
+doesn't count), "button" (only the keyboard_toggle action opens it), or "never"
+(keyboard_toggle does nothing either). With "vr_keyboard_persist" (the default), it stays
+open when the text field loses focus, until its Close key, keyboard_toggle, or a layout reset
+(ft-layout apply) closes it.
+
 Volume keys, from every device that has them (the headset's own buttons included),
 are handled here: wpctl steps the default output. Nothing else may see a volume key,
 because gamescope aborts on one when no window has keyboard focus, which ends the
@@ -67,6 +85,8 @@ Control socket (abstract datagram @frametop_relay, JSON replies to the sender):
   vrcapture <s>     take every controller button for s seconds (0: stop), so the settings
                     app can capture one; watchers see them as events with id frame_controller
   vrbtn, vrhello, gazeawake   from the pointer helper (above)
+  gazefirst 1|0               from the pointer helper: gaze first on or off (input/gazefirst.py)
+  textfield 1|0     from the desktop's input method (above)
 
 Runs on the Frame host as a user service (frametop-input-relay.service). The
 virtual devices are parked in systemd's file descriptor store, so a relay
@@ -92,6 +112,8 @@ import subprocess
 import sys
 import time
 
+import gazefirst
+
 # Linux input constants (include/uapi/linux/input-event-codes.h, input.h, uinput.h).
 EV_SYN, EV_KEY, EV_REL, EV_MSC = 0x00, 0x01, 0x02, 0x04
 SYN_REPORT = 0
@@ -155,8 +177,11 @@ def eviocguniq(length):
 VIRTUAL_PREFIX = "frametop virtual"
 RULES_PATH = os.path.expanduser("~/.config/frametop-input.json")
 ACTIONS = ("left", "right", "middle", "back", "scroll_up", "scroll_down", "dashboard", "recenter",
-           "pointer_toggle", "follow_toggle", "gaze_toggle", "sens_up", "sens_down", "layout_reset", "screens_toggle",
-           "key", "none")
+           "pointer_toggle", "follow_toggle", "gaze_toggle", "gaze_precision", "gaze_drag", "sens_up", "sens_down",
+           "layout_reset", "screens_toggle", "keyboard_toggle", "key", "none")
+# Key combinations ("key_bindings"): modifiers, each side's code folded into the left one's.
+MODIFIERS = {29: 29, 97: 29, 42: 42, 54: 42, 56: 56, 100: 56, 125: 125, 126: 125}
+VR_KEYBOARD_MODES = ("always", "no_keyboard", "button", "never")  # when Frametop's keyboard opens
 HELPER = "\0ft_pointer_helper"
 # Frame controller buttons the pointer helper can read (pointer/helper/vrbuttons.h).
 VR_BUTTONS = ("left/view", "left/dpad_up", "left/dpad_down", "left/dpad_left", "left/dpad_right", "left/bumper",
@@ -260,7 +285,9 @@ def read_config(path=os.path.expanduser("~/.config/frametop.conf")):
 
 def read_rules(path=RULES_PATH):
     """{"devices": {id: {"role", "name"}}, "buttons": {id: {"<code>": action}},
-    "controller_buttons": {"<hand>/<button>": action}}."""
+    "controller_buttons": {"<hand>/<button>": action}, "controller_in_games": bool,
+    "key_bindings": {"<code>+<code>...": action},
+    "vr_keyboard": one of VR_KEYBOARD_MODES, "vr_keyboard_persist": bool}."""
     try:
         with open(path) as f:
             rules = json.load(f)
@@ -269,6 +296,7 @@ def read_rules(path=RULES_PATH):
     rules.setdefault("devices", {})
     rules.setdefault("buttons", {})
     rules.setdefault("controller_buttons", {})
+    rules.setdefault("key_bindings", {})
     return rules
 
 
@@ -404,10 +432,17 @@ class Pointer:
             self.send(f"scroll 0 {1 if value > 0 else -1}")
             self.scroll_until = now + self.SCROLL_PULSE
 
-    def action(self, name, value, now):
-        """A mapped button: value 1 press, 0 release, 2 autorepeat (ignored)."""
+    def action(self, name, value, now, source="mouse"):
+        """A mapped button: value 1 press, 0 release, 2 autorepeat (ignored). source: what
+        pressed it (mouse, left, right for a controller, keyboard), for the gaze actions."""
         if value == 2:
             return
+        if name in ("gaze_precision", "gaze_drag"):
+            if value == 1:
+                self.wake(now)
+            self.flush()
+            self.send(f"{'precision' if name == 'gaze_precision' else 'gazedrag'} {source} {value}")
+            return
         driver = self.DRIVER_BUTTONS.get(name)
         if driver:
             self.wake(now)
@@ -434,9 +469,6 @@ class Pointer:
         elif name == "follow_toggle":
             self.send("follow toggle")  # until the next restart; the setting is POINTER_FOLLOW
             log("head follow toggled")
-        elif name == "gaze_toggle":
-            self.send("gaze toggle")  # until the next restart; the setting is POINTER_GAZE
-            log("gaze mode toggled")
         elif name == "screens_toggle":
             try:
                 self.sock.sendto(b"toggle", SCREENS)
@@ -502,8 +534,9 @@ class Node:
     or any other device with volume keys (candidate False, role "volume")."""
 
     def __init__(self, path, fd, name, bus, vendor, product, uniq, is_mouse, is_keyboard,
-                 candidate=True, volume_keys=False, only_volume=False):
+                 candidate=True, volume_keys=False, only_volume=False, uinput=False):
         self.path, self.fd, self.name = path, fd, name
+        self.uinput = uinput  # made by a program (frame-voice's keyboard, say), not a real device
         self.bus, self.vendor, self.product, self.uniq = bus, vendor, product, uniq
         self.is_mouse, self.is_keyboard = is_mouse, is_keyboard
         self.candidate, self.volume_keys, self.only_volume = candidate, volume_keys, only_volume
@@ -520,7 +553,7 @@ class Node:
         kinds = [k for k, on in (("mouse", self.is_mouse), ("keyboard", self.is_keyboard)) if on]
         return {"path": self.path, "name": self.name, "id": self.id, "uniq": self.uniq,
                 "bus": {BUS_USB: "usb", BUS_BLUETOOTH: "bluetooth"}.get(self.bus, str(self.bus)),
-                "kinds": kinds, "role": self.role, "grabbed": self.grabbed}
+                "kinds": kinds, "role": self.role, "grabbed": self.grabbed, "uinput": self.uinput}
 
 
 def probe(path):
@@ -552,8 +585,10 @@ def probe(path):
         volume_keys = bool(keys & VOLUME_CODES)  # stand-ins too: kept from before a relay restart
         if not (candidate or volume_keys):
             raise ValueError
+        # uinput devices live here (Bluetooth LE ones come through uhid, under virtual/misc).
+        sysfs = os.path.realpath(f"/sys/class/input/{os.path.basename(path)}/device")
         return Node(path, fd, name, bus, vendor, product, uniq, is_mouse, is_keyboard,
-                    candidate, volume_keys, keys <= VOLUME_CODES)
+                    candidate, volume_keys, keys <= VOLUME_CODES, sysfs.startswith("/sys/devices/virtual/input/"))
     except (OSError, ValueError):
         os.close(fd)
         return None
@@ -598,6 +633,7 @@ def main():
     load_config()
     meta_down = False  # Meta pressed with no other key yet: a tap toggles the dashboard
     screens_sock = socket.socket(socket.AF_UNIX, socket.SOCK_DGRAM | socket.SOCK_NONBLOCK)
+    last_typing = 0.0  # the helper was last told of a key then (see "typing" at the top)
 
     def vr_bind(now):
         """Tell the pointer helper which controller buttons to take from games."""
@@ -623,8 +659,68 @@ def main():
                 reply(addr, {"t": "event", "id": VR_DEVICE, "path": "", "name": "Steam Frame controllers",
                              "type": "vr", "code": button, "value": value})
         action = state["rules"]["controller_buttons"].get(button)
+        if gaze.on and button.split("/")[-1] in ("trigger", "bumper"):
+            return  # gaze first has them (input/gazefirst.py)
         if state["pointer"] and action in ACTIONS and action not in ("key", "none"):
-            state["pointer"].action(action, value, now)
+            do_action(action, value, now, button.split("/")[0])
+
+    def vr_keyboard_mode():
+        mode = state["rules"].get("vr_keyboard")
+        return mode if mode in VR_KEYBOARD_MODES else "no_keyboard"
+
+    def vr_keyboard(command):
+        """Open or close Frametop's keyboard (ft-screens)."""
+        try:
+            screens_sock.sendto(f"vrkeyboard {command}".encode(), SCREENS)
+        except OSError:
+            pass  # ft-screens not running
+
+    def text_field(focused):
+        """A text field on the desktop gained or lost keyboard focus (the input method)."""
+        mode = vr_keyboard_mode()
+        if not focused:
+            if not state["rules"].get("vr_keyboard_persist", True):
+                vr_keyboard("hide")  # ft-screens closes it only if it opened it for a text field
+        elif mode == "always" or (mode == "no_keyboard" and not any(
+                n.candidate and n.is_keyboard and n.role == "passthrough" and not n.uinput for n in nodes.values())):
+            vr_keyboard("show")
+
+    def do_action(action, value, now, source="mouse"):
+        """A mapped mouse or controller button, or key combination (pointer mode only)."""
+        if action == "gaze_toggle":
+            if value == 1:
+                gaze.toggle()  # remembered (POINTER_GAZE), like the toggle macro
+        elif action == "keyboard_toggle":
+            if value == 1 and vr_keyboard_mode() != "never":
+                vr_keyboard("toggle")
+        else:
+            state["pointer"].action(action, value, now, source)
+
+    held_modifiers = set()  # on any keyboard, folded (MODIFIERS)
+    combos_down = {}  # key code -> the action its combination started (released with it)
+
+    def key_binding(code, value, now):
+        """A key from a keyboard: does it complete a key combination ("key_bindings")? True if
+        it was taken for one (then it isn't typed)."""
+        if code in MODIFIERS:
+            (held_modifiers.add if value else held_modifiers.discard)(MODIFIERS[code])
+            return False
+        if value == 0 and code in combos_down:
+            action = combos_down.pop(code)
+            if state["pointer"]:
+                do_action(action, 0, now, "keyboard")
+            return True
+        if value != 1 or not state["rules"]["key_bindings"]:
+            return value == 2 and code in combos_down
+        combo = "+".join(str(c) for c in sorted(held_modifiers) + [code])
+        action = state["rules"]["key_bindings"].get(combo)
+        if action not in ACTIONS or action in ("key", "none"):
+            return False
+        combos_down[code] = action
+        if state["pointer"]:
+            do_action(action, 1, now, "keyboard")
+        log(f"key combination {combo}: {action}")
+        return True
 
 
     def to_screens(code, value):
@@ -789,6 +885,12 @@ def main():
             if cmd == "vrhello":
                 vr_bind(now)
                 continue
+            if cmd == "textfield" and len(words) == 2:
+                text_field(words[1] == "1")
+                continue
+            if cmd == "gazefirst" and len(words) == 2:
+                gaze.message(words, now)
+                continue
             if cmd == "gazeawake" and len(words) == 2:
                 if state["pointer"]:
                     state["pointer"].gaze_awake_until = now + 12.0 if words[1] == "1" else 0.0
@@ -832,6 +934,17 @@ def main():
             else:
                 reply(addr, msg)
 
+    def to_helper(command):
+        try:
+            screens_sock.sendto(command.encode(), HELPER)
+        except OSError:
+            pass  # helper not running
+
+    # Gaze first (input/gazefirst.py): the controllers' trigger, bumper, thumbstick, and the
+    # toggle macro, from vrserver's web socket; SteamVR's and Steam's muting.
+    gaze = gazefirst.GazeFirst(to_helper, log)
+    atexit.register(gaze.shutdown)
+
     vr_bind(time.monotonic())  # a helper that's already running keeps its buttons in step
     waiting = False  # a keyboard's grab waits for its keys to come up
     while True:
@@ -866,11 +979,12 @@ def main():
             if added:
                 apply_roles()
 
-        ready, _, _ = select.select(list(nodes) + [control], [], [],
-                                    volume.timeout(now, pointer.timeout() if pointer else 0.5))
+        ready, _, _ = select.select(list(nodes) + [control] + ([gaze] if gaze.ws else []), [], [],
+                                    min(gaze.timeout(), volume.timeout(now, pointer.timeout() if pointer else 0.5)))
         now = time.monotonic()
         if pointer:
             pointer.tick(now)
+        gaze.tick(now)
         volume.tick(now)
         if state["vr_capture_until"] and now >= state["vr_capture_until"]:
             vr_bind(now)  # capture over: back to the mapped buttons
@@ -880,6 +994,10 @@ def main():
             if fd is control:
                 handle_control(now)
                 continue
+            if fd is gaze:
+                if gaze.ws:
+                    gaze.readable(now)
+                continue
             node = nodes[fd]
             try:
                 data = os.read(fd, EVENT.size * 64)
@@ -908,7 +1026,12 @@ def main():
                 if node.role != "pointer":
                     # Observed only, unless typing goes to the desktop. With META_DASHBOARD=1,
                     # a Meta tap on any keyboard toggles the dashboard.
+                    if node.role == "passthrough" and etype == EV_KEY and code < BTN_MISC and key_binding(code, value, now):
+                        continue
                     if node.role == "passthrough" and etype == EV_KEY:
+                        if value == 1 and code < BTN_MISC and now - last_typing >= 0.25:
+                            last_typing = now
+                            screens_sock.sendto(b"typing", HELPER)
                         to_screens(code, value)
                         if node.grabbed and code < BTN_MISC and value in (0, 1):
                             share_key(node, code, value)
@@ -930,7 +1053,7 @@ def main():
                 if etype == EV_KEY:
                     action = buttons.get(str(code), DEFAULT_BUTTONS.get(code, "key"))
                     if pointer and action not in ("key", "none"):
-                        pointer.action(action, value, now)
+                        do_action(action, value, now)
                         continue
                     if action == "none":
                         continue

input/steam-gamepad-filter.js

@@ -0,0 +1,106 @@
+// Frametop gaze first: a filter in Steam's UI (SharedJSContext, through Steam's CEF debugger on
+// 127.0.0.1:8080) that keeps the Frame controllers' gamepad input away from Steam's UI while
+// gaze mode has the dashboard (docs/gaze-first.md). Steam reads the controllers as its own
+// virtual gamepad (Steam Input), so no SteamVR binding can do this.
+//
+// Steam's gamepad input source (webpack module 17900, class E) turns each controller message
+// into this.OnButtonDown / OnButtonUp / OnAnalogPad calls, which live on its base class. The
+// filter defines wrappers on E's prototype, so both live instances go through them. They look
+// up window.__frametopGaze at every call, so evaluating this file again updates the logic in
+// place; a wrapper from an older version is replaced. It returns the state as JSON.
+//
+// The dashboard's mode (laser or gamepad) is SteamVR's, not the UI's: the UI only mirrors it
+// (VRFocus, module 84114: J.Instance.ShowGamepadFocusMode, from SteamVR's
+// system_panel_interaction_mode).
+//
+// window.__frametopGaze:
+//   mode    "off" (pass everything), "log" (pass, and log), "block" (drop all but `allow`),
+//           "auto" (block while the dashboard is in laser mode, pass in gamepad mode)
+//   until   with "block" or "auto": blocking stops at this time (Date.now(), ms) unless it's
+//           moved on. The input relay (input/gazefirst.py) sets it 15 s ahead every 10 s or so,
+//           so if the relay dies, the controllers come back to Steam's UI by themselves.
+//   allow   buttons that always pass: the Steam button's guide and quick menu, and Steam's
+//           own dummy input
+//   log     the last 256 events: [ms, "down"|"up"|"analog", button, controller, passed]
+//   modes   the dashboard's mode changes: [ms, "gamepad"|"laser"] (sampled every 50 ms)
+// A release passes if its press did, so nothing stays held when blocking starts.
+// Buttons (Steam's enum): 1 OK 2 CANCEL 3 SECONDARY 4 OPTIONS 5/6 bumpers 7/8 triggers 9-12 dpad
+// 13 SELECT 14 START 15/16 stick clicks 17/18 stick touch 23-26 rear buttons (24 left grip,
+// 26 right grip) 27 STEAM_GUIDE 28 STEAM_QUICK_MENU 29 DUMMY_INPUT.
+(() => {
+    const VERSION = 2;
+    if (!window.__ftreq) {
+        const name = Object.keys(window).find(k => k.startsWith("webpackChunk"));
+        window[name].push([[Symbol("frametop")], {}, r => { window.__ftreq = r; }]);
+    }
+    const E = window.__ftreq(17900).E;
+    const proto = E.prototype;
+    if (!("HandleControllerInputMessages" in proto)) throw new Error("Steam's gamepad source moved (module 17900)");
+    const base = Object.getPrototypeOf(proto);
+    const G = window.__frametopGaze || (window.__frametopGaze = {mode: "log", allow: [27, 28, 29], log: [], held: {}, dropped: 0});
+    G.modes = G.modes || [];
+    G.gamepadMode = () => {
+        try { return !!window.__ftreq(84114).J.Instance?.ShowGamepadFocusMode; } catch (e) { return false; }
+    };
+    G.note = (ev, button, controller, passed) => {
+        G.log.push([Math.round(performance.now()), ev, button, controller, passed]);
+        if (G.log.length > 256) G.log.shift();
+    };
+    G.blocks = button => {
+        if (G.allow.includes(button) || (G.until && Date.now() > G.until)) return false;
+        return G.mode === "block" || (G.mode === "auto" && !G.gamepadMode());
+    };
+    if (proto.OnButtonDown && proto.OnButtonDown.__frametop !== VERSION) {
+        delete proto.OnButtonDown;
+        delete proto.OnButtonUp;
+        delete proto.OnAnalogPad;
+    }
+    if (!Object.prototype.hasOwnProperty.call(proto, "OnButtonDown")) {
+        proto.OnButtonDown = function (button, controller, ...rest) {
+            let pass = true;
+            try {
+                const g = window.__frametopGaze;
+                g.inst = this;
+                pass = !g.blocks(button);
+                if (g.mode !== "off") g.note("down", button, controller, pass);
+                if (pass) g.held[controller + ":" + button] = true;
+                else g.dropped++;
+            } catch (e) { pass = true; }
+            if (pass) return base.OnButtonDown.call(this, button, controller, ...rest);
+        };
+        proto.OnButtonUp = function (button, controller, ...rest) {
+            let pass = true;
+            try {
+                const g = window.__frametopGaze, key = controller + ":" + button;
+                pass = !!g.held[key] || !g.blocks(button);
+                delete g.held[key];
+                if (g.mode !== "off") g.note("up", button, controller, pass);
+            } catch (e) { pass = true; }
+            if (pass) return base.OnButtonUp.call(this, button, controller, ...rest);
+        };
+        proto.OnAnalogPad = function (button, x, y, controller, ...rest) {
+            let pass = true;
+            try {
+                const g = window.__frametopGaze;
+                pass = !g.blocks(button);
+                if (g.mode !== "off" && (x || y)) g.note("analog", button, controller, pass);
+            } catch (e) { pass = true; }
+            if (pass) return base.OnAnalogPad.call(this, button, x, y, controller, ...rest);
+        };
+        for (const f of [proto.OnButtonDown, proto.OnButtonUp, proto.OnAnalogPad]) f.__frametop = VERSION;
+        G.installed = Date.now();
+    }
+    if (!G.sampler) {
+        let last = null;
+        G.sampler = setInterval(() => {
+            const m = G.gamepadMode() ? "gamepad" : "laser";
+            if (m !== last) {
+                last = m;
+                G.modes.push([Math.round(performance.now()), m]);
+                if (G.modes.length > 128) G.modes.shift();
+            }
+        }, 50);
+    }
+    return JSON.stringify({version: VERSION, mode: G.mode, gamepad: G.gamepadMode(), installed: G.installed,
+                           dropped: G.dropped, modes: G.modes.slice(-10), log: G.log.slice(-10)});
+})()

input/steamui.py

@@ -0,0 +1,40 @@
+"""steamui: run JavaScript in Steam's UI (its SharedJSContext) through Steam's CEF debugger on
+127.0.0.1:8080, with nothing but the standard library (input/vrws.py's web socket client).
+
+  evaluate(expression)   the expression's value (JSON-able), or an OSError when Steam or its
+                         UI isn't there, or a RuntimeError when the script threw
+"""
+import json
+import time
+import urllib.request
+
+from vrws import VrSocket
+
+DEBUGGER = "http://127.0.0.1:8080"
+
+
+def evaluate(expression, target="SharedJSContext", timeout=2.0):
+    with urllib.request.urlopen(f"{DEBUGGER}/json", timeout=timeout) as resp:
+        pages = json.load(resp)
+    url = next((p.get("webSocketDebuggerUrl") for p in pages if p.get("title") == target), None)
+    if not url:
+        raise OSError(f"Steam's {target} isn't open")
+    ws = VrSocket(timeout=timeout, url=url)
+    try:
+        ws.send(json.dumps({"id": 1, "method": "Runtime.evaluate",
+                            "params": {"expression": expression, "returnByValue": True}}))
+        deadline = time.monotonic() + timeout
+        while True:
+            left = deadline - time.monotonic()
+            msg = ws.recv(timeout=max(left, 0)) if left > 0 else None
+            if msg is None:
+                raise OSError("Steam's UI didn't answer")
+            if isinstance(msg, dict) and msg.get("id") == 1:
+                break
+    finally:
+        ws.close()
+    result = msg.get("result") or {}
+    if "exceptionDetails" in result:
+        details = result["exceptionDetails"]
+        raise RuntimeError((details.get("exception") or {}).get("description") or details.get("text", "error"))
+    return (result.get("result") or {}).get("value")

input/vrws.py

@@ -0,0 +1,220 @@
+#!/usr/bin/python3
+"""vrws: vrserver's local web socket, with nothing but the standard library.
+
+vrserver (SteamVR) serves its controller binding page on 127.0.0.1:27062, and that page
+follows the controllers' raw input through a web socket there. Reading it takes nothing
+from anyone: whatever the buttons are bound to still happens, and it works whatever app
+has focus, in games too. frame-voice reads its push-to-talk button the same way. The host's
+Python has no `websockets` module, so this is a small RFC 6455 client of its own.
+
+  getstate()          the devices SteamVR has now, from /input/getstate.json: each with its
+                      root path (/user/hand/left, /devices/cv/<serial> while our pointer holds
+                      that hand, /user/head), controller type, side, and input components
+  VrSocket()          a connection: open(mailbox), subscribe(device), recv() -> dict or None
+
+Run as a program, it prints component changes as they come, for the gaze-first tests
+(docs/gaze-first.md, test 4):
+
+  input/vrws.py [--all] [--seconds N] [component ...]
+
+By default it follows the buttons (…/click), the thumbsticks' axes, the trigger's value,
+and the headset's proximity; --all shows every component. At the end it prints how often
+each one updated.
+"""
+import base64
+import json
+import os
+import select
+import socket
+import struct
+import sys
+import time
+import urllib.request
+
+HOST, PORT = "127.0.0.1", 27062
+ORIGIN = f"http://{HOST}:{PORT}"
+HEADERS = {"Referer": f"{ORIGIN}/dashboard/controllerbinding.html"}
+
+
+def getstate(timeout=3):
+    """The devices SteamVR has now (only the ones with a root path)."""
+    req = urllib.request.Request(f"{ORIGIN}/input/getstate.json", headers=HEADERS)
+    with urllib.request.urlopen(req, timeout=timeout) as resp:
+        return [d for d in json.load(resp).get("devices", []) if d.get("root_path")]
+
+
+class VrSocket:
+    """vrserver's web socket, or with `url` (ws://host:port/path) any other local one, such as
+    Steam's CEF debugger (input/steamui.py)."""
+
+    def __init__(self, timeout=3, url=None):
+        if url:
+            hostport, path = url.removeprefix("ws://").split("/", 1)
+            host, port = hostport.rsplit(":", 1)
+            extra = ""
+        else:
+            host, port, path, hostport = HOST, PORT, "", f"{HOST}:{PORT}"
+            extra = f"Origin: {ORIGIN}\r\nReferer: {HEADERS['Referer']}\r\n"
+        self.sock = socket.create_connection((host, int(port)), timeout=timeout)
+        key = base64.b64encode(os.urandom(16)).decode()
+        self.sock.sendall((f"GET /{path} HTTP/1.1\r\nHost: {hostport}\r\nUpgrade: websocket\r\n"
+                           f"Connection: Upgrade\r\nSec-WebSocket-Key: {key}\r\nSec-WebSocket-Version: 13\r\n"
+                           f"{extra}\r\n").encode())
+        head = b""
+        while b"\r\n\r\n" not in head:
+            chunk = self.sock.recv(4096)
+            if not chunk:
+                raise OSError("vrserver closed the connection during the handshake")
+            head += chunk
+        head, self.buf = head.split(b"\r\n\r\n", 1)
+        status = head.split(b"\r\n", 1)[0]
+        if b" 101 " not in status + b" ":
+            raise OSError(f"vrserver refused the web socket: {status.decode(errors='replace')}")
+        self.sock.settimeout(None)
+        self.parts = b""
+
+    def fileno(self):
+        return self.sock.fileno()
+
+    def close(self):
+        try:
+            self._frame(0x8, b"")
+        except OSError:
+            pass
+        self.sock.close()
+
+    def _frame(self, opcode, payload):
+        n = len(payload)
+        head = bytes([0x80 | opcode])
+        if n < 126:
+            head += bytes([0x80 | n])
+        elif n < 65536:
+            head += bytes([0x80 | 126]) + struct.pack(">H", n)
+        else:
+            head += bytes([0x80 | 127]) + struct.pack(">Q", n)
+        mask = os.urandom(4)
+        self.sock.sendall(head + mask + bytes(b ^ mask[i % 4] for i, b in enumerate(payload)))
+
+    def send(self, text):
+        self._frame(0x1, text.encode())
+
+    def open(self, mailbox):
+        self.send(f"mailbox_open {mailbox}")
+        self.mailbox = mailbox
+
+    def subscribe(self, device, on=True):
+        kind = "request_input_state_updates" if on else "cancel_input_state_updates"
+        self.send("mailbox_send input_server " +
+                  json.dumps({"type": kind, "device_path": device, "returnAddress": self.mailbox}))
+
+    def _read(self, n):
+        while len(self.buf) < n:
+            chunk = self.sock.recv(65536)
+            if not chunk:
+                raise OSError("vrserver closed the web socket")
+            self.buf += chunk
+        out, self.buf = self.buf[:n], self.buf[n:]
+        return out
+
+    def pending(self):
+        """A message (or part of one) is already read and waiting."""
+        return bool(self.buf)
+
+    def recv(self, timeout=None):
+        """The next text message as parsed JSON (None for one that isn't JSON), or None at
+        the timeout. Raises OSError when the connection ends."""
+        if not self.buf and timeout is not None:
+            if not select.select([self.sock], [], [], timeout)[0]:
+                return None
+        while True:
+            b0, b1 = self._read(2)
+            opcode, n = b0 & 0x0F, b1 & 0x7F
+            if n == 126:
+                n = struct.unpack(">H", self._read(2))[0]
+            elif n == 127:
+                n = struct.unpack(">Q", self._read(8))[0]
+            mask = self._read(4) if b1 & 0x80 else None
+            data = self._read(n)
+            if mask:
+                data = bytes(b ^ mask[i % 4] for i, b in enumerate(data))
+            if opcode == 0x8:
+                raise OSError("vrserver closed the web socket")
+            if opcode == 0x9:
+                self._frame(0xA, data)
+                continue
+            if opcode in (0x1, 0x2, 0x0):
+                self.parts += data
+                if not b0 & 0x80:
+                    continue
+                text, self.parts = self.parts, b""
+                try:
+                    return json.loads(text)
+                except ValueError:
+                    return None
+
+
+def main():
+    args = [a for a in sys.argv[1:]]
+    show_all = "--all" in args
+    seconds = 0.0
+    if "--seconds" in args:
+        i = args.index("--seconds")
+        seconds = float(args[i + 1])
+        del args[i:i + 2]
+    wanted = [a for a in args if not a.startswith("--")]
+
+    def followed(name):
+        if show_all:
+            return True
+        if wanted:
+            return name in wanted
+        return (name.endswith("/click") or name in ("/input/thumbstick/x", "/input/thumbstick/y",
+                                                   "/input/trigger/value", "/proximity"))
+
+    names = {}
+    ws = VrSocket()
+    ws.open(f"frametop_vrws_{os.getpid()}")
+
+    def follow_new():
+        """Subscribe to devices that appeared (vrserver only streams changes, and a device
+        that connects later, or changes its path with a role, is a new subscription)."""
+        for d in getstate():
+            path = d["root_path"]
+            name = f"{path} ({d.get('controller_type', '?')}{', ' + d['side'] if d.get('side') else ''})"
+            if names.get(path) != name:
+                names[path] = name
+                print(f"{time.monotonic() - start:9.3f}  device {name}", flush=True)
+                ws.subscribe(path)
+
+    start = time.monotonic()
+    follow_new()
+    next_poll = start + 2
+    last, counts = {}, {}
+    try:
+        while not seconds or time.monotonic() - start < seconds:
+            if time.monotonic() >= next_poll:
+                next_poll = time.monotonic() + 2
+                follow_new()
+            msg = ws.recv(timeout=0.5)
+            if not isinstance(msg, dict) or msg.get("type") != "update_component_states":
+                continue
+            dev = msg.get("device")
+            for name, value in (msg.get("components") or {}).items():
+                if not followed(name):
+                    continue
+                key = (dev, name)
+                counts[key] = counts.get(key, 0) + 1
+                if last.get(key) != value:
+                    last[key] = value
+                    print(f"{time.monotonic() - start:9.3f}  {names.get(dev, dev)}  {name} = {value}", flush=True)
+    except KeyboardInterrupt:
+        pass
+    finally:
+        ws.close()
+    took = max(time.monotonic() - start, 1e-6)
+    for (dev, name), n in sorted(counts.items()):
+        print(f"updates: {names.get(dev, dev)} {name}: {n} ({n / took:.1f}/s)")
+
+
+if __name__ == "__main__":
+    main()

install.sh

@@ -1,8 +1,8 @@
 #!/usr/bin/env bash
 # Install everything on the Steam Frame: the build container, Frametop (multi-screen
 # desktop, input relay, universal 3D mouse, settings app), and optionally the Bluetooth
-# fixes. Run it on the headset in a terminal, from this repo. It's safe to re-run, for
-# example after `git pull`.
+# fixes and hand tracking. Run it on the headset in a terminal, from this repo. It's safe
+# to re-run, for example after `git pull`.
 # (It also works from a PC over SSH; see "Developing from a PC" in the README.)
 #
 # Usage: ./install.sh [--yes] [--no-bluetooth]
@@ -45,7 +45,7 @@ else
   "$root/scripts/sync.sh" >/dev/null
 fi
 
-step "1/7 distrobox (container tool, installed in your home folder)"
+step "1/9 distrobox (container tool, installed in your home folder)"
 if on_frame 'test -x ~/.local/bin/distrobox'; then
   echo "already installed: $(on_frame '~/.local/bin/distrobox version | head -1')"
 else
@@ -55,44 +55,57 @@ else
 cd ~/dev/src/distrobox && ./install --prefix ~/.local'
 fi
 
-step "2/7 build container (Fedora 44 'dev', about 1-2 GB the first time)"
+step "2/9 build container (Fedora 44 'dev', about 1-2 GB the first time)"
 "$root/setup/dev-container.sh"
 
-step "3/7 input relay (keeps Bluetooth mice working in SteamVR, device roles, button maps)"
+step "3/9 input relay (keeps Bluetooth mice working in SteamVR, device roles, button maps)"
 "$root/desktops.sh" relay install
 
-step "4/7 3D mouse: SteamVR driver"
+step "4/9 3D mouse: SteamVR driver"
 "$root/pointer/driver/build.sh"
 "$root/pointer/driver/install.sh" install 2>&1 | grep -v xdg-open
 
-step "5/7 3D mouse: pointer helper service"
+step "5/9 3D mouse: pointer helper service"
 "$root/pointer/helper/build.sh"
 "$root/pointer/helper/run.sh" install
 
-step "6/7 multi-screen desktop (ft-screens), Frametop Input Settings, and Frametop Display Settings"
+step "6/9 power service (turns the displays off while the headset isn't used, even on a stand)"
+"$root/power/build.sh"
+"$root/power/run.sh" install
+
+step "7/9 multi-screen desktop (ft-screens), Frametop Input Settings, and Frametop Display Settings"
 "$root/screens/build.sh"
 "$root/desktops.sh" install >/dev/null
 "$root/input-settings/install.sh"
 "$root/display-settings/install.sh"
+"$root/remote/install.sh"
 on_frame "sed -i 's/^POINTER=0/POINTER=1/' ~/.config/frametop.conf; grep -q '^POINTER=' ~/.config/frametop.conf || echo 'POINTER=1' >> ~/.config/frametop.conf"
 echo "the launcher's Desktop entry now opens the multi-screen desktop; 3D mouse on (POINTER=1 in ~/.config/frametop.conf)"
 
-step "7/7 Bluetooth fixes (optional; they let LE mice and keyboards like the Swiftpoint Z3 reconnect)"
+step "8/9 Bluetooth fixes (optional; they let LE mice and keyboards like the Swiftpoint Z3 reconnect)"
 if [ "$bluetooth" = 1 ] && ask "Install the Bluetooth fixes? They need your password (sudo)." n; then
   "$root/setup/bluetooth/install.sh" install
 else
   echo "skipped. Install later with: setup/bluetooth/install.sh install"
 fi
 
+step "9/9 hand tracking (optional, experimental: your hands show over the screens)"
+if ask "Install hand tracking? It needs your password (sudo) to let its camera service read the headset cameras." n; then
+  "$root/hands/run.sh" install
+else
+  echo "skipped. Install later with: hands/run.sh install"
+fi
+
 step "Done"
 cat <<'EOF'
 SteamVR has to restart once, to load the 3D mouse driver and to start the input relay
 before it. Restarting SteamVR closes everything open in VR, including this terminal if
 it's in a VR desktop. Rebooting the headset works too.
 
-Recommended: stop Steam from putting the headset to sleep while it's plugged in. In Steam,
-open Settings > Power, and under "When Plugged In and Idle" set "Sleep after" to Never.
-The displays still turn off when you take the headset off.
+Recommended: in Frametop Display Settings > Power, choose when the displays turn off
+while the headset isn't used (for a stand or mount that covers its proximity sensor), and
+turn on Stay awake while plugged in, so Steam doesn't put the headset to sleep while it
+charges. The displays still turn off when you take the headset off.
 EOF
 if ask "Restart SteamVR now?" n; then
   on_frame 'systemctl --user restart steamvr.service'