tzhouamandClaude Opus 5
b36a3431bd
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
114 lines
4.3 KiB
Python
114 lines
4.3 KiB
Python
"""Android screens as a text-only agent sees them, with the correct next action.
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Each screen is a uiautomator-style accessibility dump flattened to one line per
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element -- the same shape droidrun's Portal and AndroidWorld's a11y observation
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hand to a text model. `expect` is the action a competent agent must take next;
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`accept_names` allows a defensible alternative where one genuinely exists.
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"""
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SCENARIOS = [
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{
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"id": "launch_clock",
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"task": "Set an alarm for 7:30 AM.",
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"screen": """[0] TextView "Phone" clickable=true
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[1] TextView "Messages" clickable=true
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[2] TextView "Chrome" clickable=true
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[3] TextView "Clock" clickable=true
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[4] TextView "Settings" clickable=true
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[5] TextView "Camera" clickable=true""",
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"expect": {"name": "tap", "args": {"index": 3}},
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"accept_names": ["tap", "open_app"],
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},
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{
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"id": "clock_alarm_tab",
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"task": "Set an alarm for 7:30 AM.",
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"screen": """[0] Button "Alarm" clickable=true selected=false
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[1] Button "Clock" clickable=true selected=true
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[2] Button "Timer" clickable=true selected=false
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[3] Button "Stopwatch" clickable=true selected=false
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[4] TextView "14:32" clickable=false""",
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"expect": {"name": "tap", "args": {"index": 0}},
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"accept_names": ["tap"],
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},
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{
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"id": "add_alarm",
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"task": "Set an alarm for 7:30 AM.",
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"screen": """[0] Button "Alarm" clickable=true selected=true
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[1] TextView "No alarms" clickable=false
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[2] ImageButton "Add alarm" clickable=true
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[3] Button "Timer" clickable=true""",
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"expect": {"name": "tap", "args": {"index": 2}},
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"accept_names": ["tap"],
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},
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{
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"id": "wifi_settings",
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"task": "Turn on Wi-Fi.",
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"screen": """[0] TextView "Settings" clickable=false
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[1] TextView "Network & internet" clickable=true
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[2] TextView "Connected devices" clickable=true
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[3] TextView "Apps" clickable=true
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[4] TextView "Battery" clickable=true
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[5] TextView "Display" clickable=true""",
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"expect": {"name": "tap", "args": {"index": 1}},
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"accept_names": ["tap"],
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},
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{
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"id": "wifi_toggle",
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"task": "Turn on Wi-Fi.",
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"screen": """[0] TextView "Network & internet" clickable=false
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[1] Switch "Wi-Fi" checked=false clickable=true
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[2] TextView "Mobile network" clickable=true
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[3] Switch "Airplane mode" checked=false clickable=true""",
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"expect": {"name": "tap", "args": {"index": 1}},
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"accept_names": ["tap"],
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},
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{
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"id": "search_contact",
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"task": "Find the contact named Wei Zhang.",
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"screen": """[0] EditText "Search contacts" clickable=true focused=true
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[1] TextView "Alice Chen" clickable=true
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[2] TextView "Bob Lee" clickable=true
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[3] TextView "Carol Wu" clickable=true""",
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"expect": {"name": "type_text", "args": {"index": 0, "text": "Wei Zhang"}},
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"accept_names": ["type_text"],
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},
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{
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"id": "scroll_for_item",
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"task": "Open the Developer options screen in Settings.",
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"screen": """[0] TextView "Settings" clickable=false
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[1] TextView "Display" clickable=true
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[2] TextView "Sound" clickable=true
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[3] TextView "Storage" clickable=true
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[4] TextView "Privacy" clickable=true
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[5] TextView "Location" clickable=true""",
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"expect": {"name": "swipe", "args": {"direction": "up"}},
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"accept_names": ["swipe"],
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},
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{
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"id": "go_back",
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"task": "Return to the previous screen; you opened the wrong menu.",
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"screen": """[0] TextView "About phone" clickable=false
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[1] TextView "Model: Pixel 8" clickable=false
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[2] TextView "Android version" clickable=true""",
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"expect": {"name": "press_key", "args": {"key": "back"}},
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"accept_names": ["press_key"],
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},
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{
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"id": "open_app_by_name",
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"task": "Open the Camera app.",
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"screen": """[0] TextView "Swipe up to unlock" clickable=false
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[1] TextView "10:04" clickable=false""",
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"expect": {"name": "open_app", "args": {"name": "Camera"}},
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"accept_names": ["open_app", "swipe"],
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},
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{
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"id": "task_done",
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"task": "Turn on Wi-Fi.",
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"screen": """[0] TextView "Network & internet" clickable=false
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[1] Switch "Wi-Fi" checked=true clickable=true
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[2] TextView "Connected to HOME-5G" clickable=false""",
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"expect": {"name": "task_complete", "args": {}},
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"accept_names": ["task_complete"],
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},
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]
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