58d405c518
Capture native-harness benchmark baselines for qwen2.5 0.5b/1.5b/3b and qwen2.5-coder:7b (all probed tool-capable; deepseek-r1 and NL2SH reject the tools field). All cluster at 1-2/12 with high variance; the 7B buys no pass-rate gain at ~3x latency, so qwen2.5:3b stays the default. The single biggest score sink across every model is bare tool-call-as-text leaks — a harness parse gap, the clear next improvement. Also drop "in your home directory" from the shell prompts: it made literal- minded models create a home/ subdir (/root/home/a/b/c/...) or use ~/, which the benchmark itself surfaced. Findings doc + bench README carry the model comparison table and recommendations (llama3.2:3b / llama3.1:8b for a non-qwen data point). Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
163 lines
6.9 KiB
Python
163 lines
6.9 KiB
Python
"""Native-harness benchmark task matrix.
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Each task exercises the `/ai <model> !<task>` native tool-calling loop
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(cmd_chat/agent/bridge.py:_run_native) end-to-end and is graded by GROUND
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TRUTH inside the sandbox container — never by the model's own summary, which
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the weak CPU model is known to fabricate (see
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docs/findings-native-harness-2026-06-10.md).
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Four categories, each with an easy / medium / hard tier:
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shell — run_shell only (filesystem side effects)
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code — write_file + run_shell (author a program, execute it, capture output)
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git — clone/inspect a remote repo (needs container network + git)
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multi — multi-step / recovery chains (the loop's hardest cases)
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Conventions every task obeys so grading is deterministic:
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* Tasks operate in the agent's real cwd — the container HOME (/root) — and
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prompts use BARE filenames ("write who.txt"). The weak model writes
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`run_shell` redirects relative to its cwd, so pinning an absolute
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/root/bench path instead just measures absolute-path discipline (which it
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fails ~always) and drowns out every other signal. Verify snippets use the
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absolute /root/<name> form so grading is unambiguous.
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* `CLEAN` wipes ONLY the suite's known artifacts before each task — it never
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`rm -rf`s the home directory.
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* `verify` is a POSIX-sh snippet run via `podman exec`; exit 0 == PASS.
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* `setup` (optional) is a per-task sh snippet run before the task (e.g. to
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seed an input file the task is supposed to consume).
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"""
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from dataclasses import dataclass, field
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HOME = "/root"
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# Every file/dir the suite can create. Only these are wiped before each task,
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# so one task can't leak state into the next without nuking the home dir.
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ARTIFACTS = [
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"who.txt", "a", "conf_count.txt", "add.py", "add.out", "greet.sh",
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"greet.out", "fib.py", "fib.out", "hw", "hw2", "hw3", "readme.txt",
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"branch.txt", "proj", "fruit.txt", "sorted.txt", "words.txt", "wc.py",
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"wc.out",
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]
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CLEAN = f"cd {HOME} && rm -rf " + " ".join(ARTIFACTS)
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@dataclass(frozen=True)
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class Task:
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id: str
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category: str # shell | code | git | multi
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tier: str # easy | medium | hard
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prompt: str # the text sent after `/ai <model> !`
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verify: str # sh snippet; exit 0 == task succeeded (ground truth)
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setup: str = "" # sh snippet run before the task (seed inputs)
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needs_net: bool = field(default=False)
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# fmt: off
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TASKS = [
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# ───────────────────────── shell ─────────────────────────
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Task(
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"shell-easy", "shell", "easy",
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"run whoami and write its output to a file named who.txt",
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f'test "$(cat {HOME}/who.txt)" = root',
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),
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Task(
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"shell-medium", "shell", "medium",
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"create the nested directory a/b/c and write the text OK into "
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"a/b/c/marker.txt",
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f'test "$(cat {HOME}/a/b/c/marker.txt)" = OK',
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),
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Task(
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"shell-hard", "shell", "hard",
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"count how many files under /etc end in .conf and write just that number "
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"to a file conf_count.txt",
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f'test "$(cat {HOME}/conf_count.txt)" = "$(find /etc -name "*.conf" -type f 2>/dev/null | wc -l | tr -d " ")"',
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),
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# ───────────────────────── code ──────────────────────────
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Task(
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"code-easy", "code", "easy",
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"write a Python file add.py that prints the result of 2+3, run it with "
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"python3 and save the output to add.out",
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f'test "$(cat {HOME}/add.out)" = 5',
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),
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Task(
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# the documented give-up case: write + chmod +x + ./run. A weak model
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# tends to skip chmod, hit exit 126, and quit — the nudge loop's target.
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"code-medium", "code", "medium",
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"write a shell script greet.sh that echoes hello, make it executable with "
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"chmod, run it as ./greet.sh and save the output to greet.out",
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f'test -x {HOME}/greet.sh && test "$(cat {HOME}/greet.out)" = hello',
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),
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Task(
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"code-hard", "code", "hard",
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"write a Python script fib.py that prints the first 10 Fibonacci numbers "
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"(starting 0 1) space-separated on one line, run it and save the output "
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"to fib.out",
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f'test "$(cat {HOME}/fib.out)" = "0 1 1 2 3 5 8 13 21 34"',
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),
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# ───────────────────────── git ───────────────────────────
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Task(
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"git-easy", "git", "easy",
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"git clone https://github.com/octocat/Hello-World into a directory hw",
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f'test -d {HOME}/hw/.git',
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needs_net=True,
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),
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Task(
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"git-medium", "git", "medium",
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"clone https://github.com/octocat/Hello-World into hw2, then write the "
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"contents of its README to readme.txt",
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f'grep -qi "hello world" {HOME}/readme.txt',
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needs_net=True,
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),
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Task(
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"git-hard", "git", "hard",
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"clone https://github.com/octocat/Hello-World into hw3, then write the "
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"name of its current branch to branch.txt",
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f'test "$(tr -d " \n" < {HOME}/branch.txt)" = master',
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needs_net=True,
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),
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# ──────────────────────── multi ──────────────────────────
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Task(
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# validated multi-step case (mkdir -> write -> list) that used to stall
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"multi-easy", "multi", "easy",
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"make a directory proj, create proj/notes.txt containing the text hello "
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"world, then list proj",
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f'test "$(cat {HOME}/proj/notes.txt)" = "hello world"',
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),
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Task(
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"multi-medium", "multi", "medium",
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"the file fruit.txt has the lines apple, banana, cherry; write those "
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"lines reverse-sorted into sorted.txt",
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setup=f'printf "apple\\nbanana\\ncherry\\n" > {HOME}/fruit.txt',
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verify=f'test "$(cat {HOME}/sorted.txt)" = "$(printf \'cherry\\nbanana\\napple\')"',
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),
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Task(
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"multi-hard", "multi", "hard",
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"the file words.txt contains 'one two three'; write a Python script wc.py "
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"that counts the words in that file and prints only the number, run it "
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"and save the output to wc.out",
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setup=f'printf "one two three\\n" > {HOME}/words.txt',
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verify=f'test "$(tr -d " \n" < {HOME}/wc.out)" = 3',
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),
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]
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# fmt: on
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def select(ids=None, categories=None, tiers=None, allow_net=True):
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"""Filter the matrix by id / category / tier, optionally dropping net tasks."""
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out = []
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for t in TASKS:
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if ids and t.id not in ids:
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continue
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if categories and t.category not in categories:
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continue
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if tiers and t.tier not in tiers:
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continue
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if t.needs_net and not allow_net:
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continue
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out.append(t)
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return out
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