Files
vllm-omni/benchmarks/edge_harness/android_agent/device.py
T
tzhouamandClaude Opus 5 b36a3431bd Package this fork as vllm-embedding: README, docs, roadmap, harness
Turns a branch of accumulated edge/CPU work into something someone else can
read, reproduce and continue.

README.md states what the fork is for (multimodal models on edge CPUs rather
than servers), the headline memory and speed results with their costs, and why
the numbers are worth reading -- five retracted conclusions, all measurement
errors rather than coding errors. Upstream's README is preserved at
docs/README.vllm-omni.md and NOTICE records the Apache-2.0 derivation and the
files this fork changes.

docs/edge/:
  methodology.md  the measurement discipline, which is the most transferable
                  thing here: what each of the five retractions was, and the
                  rule it left behind. Includes the two traps specific to this
                  stack -- vLLM's AOT compile cache keying on config so two
                  arms sharing an artifact load the wrong graph, and allocated
                  not being resident until mincore(2) says so.
  results.md      every measured figure with its spread and baseline, and an
                  explicit note that the four memory levers overlap and must
                  not be added.
  cpu-4bit.md     the two 4-bit paths, the packed layout as measured rather
                  than assumed, why the path choice is a config field, and the
                  GPTQ output-head trap that invalidated a whole round of W4A8
                  numbers.
  harness.md      how to run a comparison, and the two arguments that matter
                  more than they look (--context-len, --prompt-len), each of
                  which has produced a wrong conclusion by being left at its
                  default.

ROADMAP.md orders by whether the verification method is correct rather than by
expected size, lists what is done with results, what is next with expected
gains and how each would be verified, and -- at equal length -- what was
considered and rejected, including the CPU megakernel with the measurements
that rule it out for now.

benchmarks/edge_harness/ brings the tooling into the repo so the numbers are
reproducible: the grid runner, the single-run benchmarks, the memory ledger,
the fidelity metric, the Android agent suite, the quantizers, and the tests
that pin the harness's judgement. 82 tests pass from the new location.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01L1ax5wYLA6XbqEL1i8L9gZ
2026-09-14 13:25:32 +08:00

355 lines
14 KiB
Python

"""Where the agent's actions actually land.
Two backends behind one interface. `AdbDevice` talks to a phone over `adb`.
`SimulatedDevice` runs a small scripted phone in-process, and exists for a
reason beyond convenience: no Android device, emulator or `/dev/kvm` is
reachable from the host this was built on, so without it the loop, the tool
executor and the stopping rules would all be untested code shipped on a
promise.
The simulator emits **real uiautomator XML**, not pre-rendered text, so the
parser, the index-to-coordinate mapping and the screen-change detection are
exercised on the same path a phone would drive. What it cannot test is
whether a real Settings app is laid out the way the fixtures assume; that is
stated in the report rather than hidden.
"""
from __future__ import annotations
import shutil
import subprocess
from xml.sax.saxutils import escape as _xml_escape
import time
from dataclasses import dataclass, field
from typing import Callable, Protocol
KEYCODES = {
"back": "KEYCODE_BACK",
"home": "KEYCODE_HOME",
"enter": "KEYCODE_ENTER",
"delete": "KEYCODE_DEL",
"recent": "KEYCODE_APP_SWITCH",
}
class Device(Protocol):
def dump(self) -> str: ...
def tap(self, x: int, y: int) -> None: ...
def input_text(self, text: str) -> None: ...
def swipe(self, x1: int, y1: int, x2: int, y2: int, ms: int = 300) -> None: ...
def keyevent(self, key: str) -> None: ...
def launch(self, app: str) -> None: ...
def size(self) -> tuple[int, int]: ...
class AdbError(RuntimeError):
pass
class AdbDevice:
"""A real phone over `adb`."""
def __init__(self, serial: str | None = None, adb: str = "adb",
timeout: float = 30.0):
if shutil.which(adb) is None:
raise AdbError(
f"{adb!r} is not on PATH. Install platform-tools and connect a "
"device (`adb devices` should list it)."
)
self.adb, self.serial, self.timeout = adb, serial, timeout
self._size: tuple[int, int] | None = None
def _run(self, *args: str, binary: bool = False):
cmd = [self.adb] + (["-s", self.serial] if self.serial else []) + list(args)
proc = subprocess.run(cmd, capture_output=True, timeout=self.timeout)
if proc.returncode != 0:
raise AdbError(f"{' '.join(cmd)} failed: {proc.stderr.decode(errors='replace')[:400]}")
return proc.stdout if binary else proc.stdout.decode(errors="replace")
def dump(self) -> str:
# exec-out keeps the XML on stdout instead of round-tripping through
# /sdcard, which is both faster and avoids a writable-storage
# assumption that does not hold on every device.
out = self._run("exec-out", "uiautomator", "dump", "/dev/tty")
start = out.find("<?xml")
if start < 0:
start = out.find("<hierarchy")
if start < 0:
raise AdbError(f"no UI hierarchy in dump output: {out[:200]!r}")
end = out.rfind("</hierarchy>")
return out[start:end + len("</hierarchy>")] if end > 0 else out[start:]
def tap(self, x: int, y: int) -> None:
self._run("shell", "input", "tap", str(x), str(y))
def input_text(self, text: str) -> None:
# `input text` takes a single token: spaces become %s and the shell
# metacharacters have to go, or half the string is eaten.
escaped = text.replace(" ", "%s")
for ch in "()<>|;&*\\~\"'`$":
escaped = escaped.replace(ch, "\\" + ch)
self._run("shell", "input", "text", escaped)
def swipe(self, x1: int, y1: int, x2: int, y2: int, ms: int = 300) -> None:
self._run("shell", "input", "swipe", str(x1), str(y1), str(x2), str(y2), str(ms))
def keyevent(self, key: str) -> None:
code = KEYCODES.get(key, key)
self._run("shell", "input", "keyevent", code)
def launch(self, app: str) -> None:
"""Launch by package name, or by visible label via the launcher."""
if "." in app:
self._run("shell", "monkey", "-p", app, "-c",
"android.intent.category.LAUNCHER", "1")
return
raise AdbError(
f"open_app needs a package name, got {app!r}. Resolve the label to a "
"package first (`adb shell pm list packages`) or tap its icon."
)
def size(self) -> tuple[int, int]:
if self._size is None:
out = self._run("shell", "wm", "size")
part = out.strip().rsplit(":", 1)[-1].strip()
w, h = part.split("x")
self._size = (int(w), int(h))
return self._size
# --------------------------------------------------------------------------
# Simulated phone
# --------------------------------------------------------------------------
@dataclass
class SimElement:
label: str
cls: str = "android.widget.TextView"
clickable: bool = True
checkable: bool = False
checked: bool = False
selected: bool = False
editable: bool = False
goto: str | None = None
"""Screen this element navigates to when tapped."""
toggles: str | None = None
"""State key this element flips when tapped."""
saves: str | None = None
"""Record key. Tapping commits the current field values into
``records[saves]`` and clears them -- the difference between typing a time
and having an alarm, which the scored suite previously could not tell."""
label_of: str | None = None
"""State key whose value picks the label from ``labels``."""
labels: tuple[str, str] = ("", "")
"""(label when the state key is false, label when true)."""
def rendered_label(self, state: dict) -> str:
if self.label_of:
return self.labels[bool(state.get(self.label_of))]
return self.label
@dataclass
class SimScreen:
screen_id: str
elements: list[SimElement]
back: str | None = None
dynamic: "Callable[[SimulatedDevice], list[SimElement]] | None" = None
"""Rows derived from device state, appended after ``elements``. A saved
alarm has to appear *on the screen*, or an oracle that reads the screen --
which is the only kind a real phone can have -- cannot tell a committed
alarm from a typed one."""
@dataclass
class SimulatedDevice:
"""A scripted phone that speaks uiautomator XML.
Deliberately small. It is here to prove the loop terminates, recovers and
stops -- not to model Android.
"""
screens: dict[str, SimScreen]
current: str
state: dict[str, bool] = field(default_factory=dict)
width: int = 1080
height: int = 2400
typed: list[str] = field(default_factory=list)
actions: list[tuple[str, ...]] = field(default_factory=list)
home: str = "home"
focus: str | None = None
"""Label of the focused text field; typing lands here."""
fields: dict[str, str] = field(default_factory=dict)
records: dict[str, list[dict]] = field(default_factory=dict)
toggled: list[tuple[str, bool, bool]] = field(default_factory=list)
"""(key, before, after) per switch tap. A task whose starting state is
already correct is failed by a round trip, which final state cannot see."""
_ROW_H = 160
_TOP = 200
def _visible(self) -> list[SimElement]:
screen = self.screens[self.current]
rows = list(screen.elements)
if screen.dynamic:
rows = [r for r in rows if not getattr(r, "_placeholder", False)]
rows.extend(screen.dynamic(self))
return rows
def _bounds(self, row: int) -> tuple[int, int, int, int]:
y1 = self._TOP + row * self._ROW_H
return 0, y1, self.width, y1 + self._ROW_H
def dump(self) -> str:
rows = []
for i, el in enumerate(self._visible()):
x1, y1, x2, y2 = self._bounds(i)
checked = el.checked
if el.toggles:
checked = self.state.get(el.toggles, el.checked)
# uiautomator escapes attribute values, and labels really do
# contain them -- "Network & internet" is on every Android
# settings screen. Emitting raw breaks the parser on the second
# screen of the first task.
label = _xml_escape(el.rendered_label(self.state), {'"': "&quot;"})
rows.append(
f' <node index="{i}" text="{label}" resource-id="" '
f'class="{el.cls}" package="com.example.sim" content-desc="" '
f'checkable="{str(el.checkable).lower()}" '
f'checked="{str(checked).lower()}" '
f'clickable="{str(el.clickable).lower()}" enabled="true" '
f'focusable="{str(el.clickable).lower()}" focused="false" '
f'scrollable="false" long-clickable="false" password="false" '
f'selected="{str(el.selected).lower()}" '
f'bounds="[{x1},{y1}][{x2},{y2}]" />'
)
body = "\n".join(rows)
return (
'<?xml version="1.0" encoding="UTF-8"?>\n'
f'<hierarchy rotation="0">\n{body}\n</hierarchy>'
)
def _row_at(self, y: int) -> int | None:
row = (y - self._TOP) // self._ROW_H
return row if 0 <= row < len(self._visible()) else None
def tap(self, x: int, y: int) -> None:
self.actions.append(("tap", str(x), str(y)))
row = self._row_at(y)
if row is None:
return
el = self._visible()[row]
if el.editable:
self.focus = el.label
if el.toggles:
before = bool(self.state.get(el.toggles, el.checked))
self.state[el.toggles] = not before
self.toggled.append((el.toggles, before, not before))
if el.saves:
self.records.setdefault(el.saves, []).append(
{**self.fields, **{k: v for k, v in self.state.items()
if k.startswith(el.saves + "_")}})
self.fields = {}
self.focus = None
if el.goto and el.goto in self.screens:
self.current = el.goto
def input_text(self, text: str) -> None:
self.actions.append(("text", text))
self.typed.append(text)
if self.focus is not None:
self.fields[self.focus] = self.fields.get(self.focus, "") + text
def swipe(self, x1: int, y1: int, x2: int, y2: int, ms: int = 300) -> None:
self.actions.append(("swipe", str(x1), str(y1), str(x2), str(y2)))
def keyevent(self, key: str) -> None:
self.actions.append(("key", key))
if key == "back":
self.current = self.screens[self.current].back or self.home
elif key == "home":
self.current = self.home
def launch(self, app: str) -> None:
self.actions.append(("launch", app))
for screen in self.screens.values():
for el in screen.elements:
if el.label.lower() == app.lower() and el.goto:
self.current = el.goto
return
def size(self) -> tuple[int, int]:
return self.width, self.height
def _saved_alarm_rows(device: "SimulatedDevice") -> list[SimElement]:
"""Render committed alarms the way a clock app lists them."""
saved = device.records.get("alarm", [])
if not saved:
return [SimElement("No alarms", clickable=False)]
rows = []
for rec in saved:
hour = (rec.get("Hour") or "?").lstrip("0") or "0"
minute = (rec.get("Minute") or "?").rjust(2, "0")
meridiem = "PM" if rec.get("alarm_pm") else "AM"
rows.append(SimElement(f"{hour}:{minute} {meridiem}", clickable=False))
return rows
def demo_phone() -> SimulatedDevice:
"""A two-app phone: Settings (Wi-Fi) and Clock (alarms).
Enough to exercise a multi-screen task, a stateful toggle -- the case the
earlier single-step run got wrong, tapping a switch that was already on --
and a text field.
"""
screens = {
"home": SimScreen("home", [
SimElement("Phone"),
SimElement("Messages"),
SimElement("Clock", goto="clock"),
SimElement("Settings", goto="settings"),
SimElement("Camera"),
]),
"settings": SimScreen("settings", [
SimElement("Settings", clickable=False),
SimElement("Network & internet", goto="network"),
SimElement("Connected devices"),
SimElement("Apps"),
SimElement("Battery"),
], back="home"),
"network": SimScreen("network", [
SimElement("Network & internet", clickable=False),
SimElement("Wi-Fi", cls="android.widget.Switch", checkable=True,
toggles="wifi"),
SimElement("Mobile network"),
SimElement("Airplane mode", cls="android.widget.Switch",
checkable=True, toggles="airplane"),
], back="settings"),
"clock": SimScreen("clock", [
SimElement("Alarm", cls="android.widget.Button", goto="alarms"),
SimElement("Clock", cls="android.widget.Button", selected=True),
SimElement("Timer", cls="android.widget.Button"),
SimElement("Stopwatch", cls="android.widget.Button"),
], back="home"),
"alarms": SimScreen("alarms", [
SimElement("Alarm", cls="android.widget.Button", selected=True),
SimElement("Add alarm", cls="android.widget.ImageButton",
goto="new_alarm"),
], back="clock", dynamic=_saved_alarm_rows),
"new_alarm": SimScreen("new_alarm", [
SimElement("Set time", clickable=False),
SimElement("Hour", cls="android.widget.EditText", editable=True),
SimElement("Minute", cls="android.widget.EditText", editable=True),
# Android shows one AM/PM control whose label is its value, so
# "set an alarm for 7:30 AM" has a wrong answer as well as a right
# one. Without it the task could be passed by typing any digits.
SimElement("AM", cls="android.widget.Button",
label_of="alarm_pm", labels=("AM", "PM"),
toggles="alarm_pm"),
SimElement("Save", cls="android.widget.Button", goto="alarms",
saves="alarm"),
], back="alarms"),
}
return SimulatedDevice(screens=screens, current="home", state={"wifi": False})