#!/bin/bash # Batch-validate generated tasks: stub must score 0, reference-as-submission must score > 0. # bash _factory/validate.sh [task...] set -u GPU=$1; shift LANE=/home/zhuominc/MLE-Bench/mle_tasks/kernel-generation/kernels for T in "$@"; do D=$LANE/$T SHIM=/tmp/_shim.$$.$T.py # per-process+task: concurrent runs must not share this MOD=$(grep -oP '(?<=^COPY )\S+\.py(?= /app/)' $D/environment/Dockerfile | tail -1) # Graders expose the graded function in more than one shape. `fn = m.` is the factory form; # legacy hand-written graders use `return m.` inside a _load() helper (nsa-selected-attention), # and the megakernel family uses `m.` / `m.`. Without the fallbacks a task # is silently unvalidatable -- nsa-selected-attention was, and nobody noticed. FN=$(grep -oP '(?<=fn = m\.)\w+' $D/tests/verify_env.py | head -1) [ -z "$FN" ] && FN=$(grep -oP '(?<=return m\.)\w+' $D/tests/verify_env.py | head -1) [ -z "$FN" ] && FN=$(grep -oP '(?<=getattr\(m, ")\w+' $D/tests/verify_env.py | head -1) # build the pass-through shim on the HOST from the reference's real signature python3 - "$D" "$MOD" "$FN" "$SHIM" <<'PY' import ast, re, sys, pathlib d, mod, fn = sys.argv[1], sys.argv[2], sys.argv[3] src = pathlib.Path(d, "environment", "reference.py").read_text() tree = ast.parse(src) f = next(n for n in tree.body if isinstance(n, ast.FunctionDef) and n.name == fn) names = [a.arg for a in f.args.args] ndef = len(f.args.defaults) defaults = [ast.unparse(d) for d in f.args.defaults] # keep the REAL defaults (eps=1e-6, not None) params = list(names) for i, dv in enumerate(defaults): params[len(names) - ndef + i] = f"{names[len(names) - ndef + i]}={dv}" pathlib.Path(sys.argv[4]).write_text( 'import sys; sys.path.insert(0, "/app")\n' f'from reference import {fn} as _r\n' f'def {fn}({", ".join(params)}): return _r({", ".join(names)})\n') PY [ -s "$SHIM" ] || { echo "$T: SHIM GENERATION FAILED"; continue; } IMG=mle-v-$T docker build -q -t $IMG $D/environment >/dev/null 2>&1 || { echo "$T: BUILD FAILED"; continue; } C=v-$T; docker rm -f $C >/dev/null 2>&1 docker run -d --name $C --gpus "\"device=$GPU\"" --shm-size=8g --entrypoint sleep $IMG infinity >/dev/null docker cp $D/tests $C:/tests >/dev/null S=$(timeout 1700 docker exec $C bash /tests/test.sh 2>&1 | grep -E "^reward" | tail -1) docker cp $SHIM $C:/app/$MOD >/dev/null R=$(timeout 1700 docker exec $C bash /tests/test.sh 2>&1 | grep -E "^reward" | tail -1) docker rm -f $C >/dev/null 2>&1 rm -f $SHIM printf "%-30s stub[%s] ref[%s]\n" "$T" "${S#reward: }" "${R#reward: }" done