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manybugs-0000
[ 31, 139, 8, 0, 92, 4, 106, 106, 2, 255, 237, 93, 107, 123, 219, 54, 178, 238, 87, 243, 87, 160, 106, 183, 149, 82, 234, 66, 249, 214, 218, 113, 186, 138, 35, 39, 126, 214, 150, 124, 100, 249, 164, 61, 222, 84, 75, 145, 1...
manybugs-0001
[ 31, 139, 8, 0, 92, 4, 106, 106, 2, 255, 237, 92, 123, 119, 219, 54, 178, 207, 191, 229, 167, 152, 170, 61, 169, 212, 171, 23, 109, 75, 222, 218, 117, 238, 186, 174, 157, 250, 212, 177, 125, 100, 103, 187, 105, 183, 171, 82...
manybugs-0002
[ 31, 139, 8, 0, 92, 4, 106, 106, 2, 255, 236, 189, 123, 91, 219, 214, 150, 56, 124, 254, 133, 79, 177, 227, 62, 57, 216, 96, 59, 152, 164, 105, 11, 73, 59, 52, 56, 41, 39, 128, 243, 96, 147, 164, 105, 251, 120, 132, 45, ...
manybugs-0003
[ 31, 139, 8, 0, 92, 4, 106, 106, 2, 255, 236, 189, 107, 87, 27, 71, 182, 0, 58, 95, 197, 175, 40, 107, 150, 131, 4, 146, 140, 176, 227, 36, 96, 39, 135, 24, 217, 97, 12, 136, 133, 132, 95, 73, 150, 78, 35, 181, 160, 15,...
manybugs-0004
"H4sIAFwEamoC/+y9e38bx5EunH/NTzGhYxsgARgXXgVJfiVZsnViS/rpsl6F4dEZAANyRGAGwgwIUo72s7/1VFVf5gJKThzvJmu(...TRUNCATED)
manybugs-0005
"H4sIAFwEamoC/+x9a1vbVtbofB1+xY7nSbHBdjBJ0xYn7aHBSZkAzoNN0qTt41fYMuhgS64kQ6DN+9vPuuy7JEPStO+cc+qZBlv(...TRUNCATED)
manybugs-0006
"H4sIAFwEamoC/+x9a3saR5bwfB39ijJ5HIEEWMiOEws7WcXCjsaS8COQb0ketgUN6hV0E7qRLCXe3/6eS927G8mOnZ13N8xEhu6(...TRUNCATED)
manybugs-0007
"H4sIAFwEamoC/+y9fXsTR7I3nH+tT9E4GyIZv5MlCQb2FraMda0t+ZYEJDfhsGNpZM9BntEzI8n2STif/amXfp3pkWQwbHYXX7v(...TRUNCATED)
manybugs-0008
"H4sIAFwEamoC/+x9eXvbxrV3/rU+xVRtckVbkkXJcRy7Tl8IBCXcUAQLgFqSm8cXIocSaghgAFCW2vq7v+fMDPaFpAyw6W34eJH(...TRUNCATED)
manybugs-0009
"H4sIAFwEamoC/+y9fV8bObIwuv/Cp9Cwz2RsYgg2hBCY5FwHTOJdwFzbTCaTzc9PYzfQE9vt020HyMv97LdeJLXUb7Z5ySQ74Zy(...TRUNCATED)
End of preview. Expand in Data Studio

exp_rpt_manybugs-v2

A fixed, non-gameable release of DCAgent/exp_rpt_manybugs: 164 C bug-repair tasks (ManyBugs) packaged as Harbor sandbox tasks.

Tasks 164
Projects php (102), libtiff (24), python (15), wireshark (7), lighttpd (9), gzip (5), gmp (2)
Unique environments 7 snapshots (ubuntu:22.04 base, one -dev set per project)
Format tasks.parquet — columns path (task id), task_binary (gzipped task tarball)

Each task contains a single buggy .c file from a real C project plus its verified gold fix; the agent edits /workspace/src/<file>.c and tests/test.sh writes the reward.

The problem in the original

tests/test.sh used a gameable text-diff that never compiled or executed the C code. Beyond an exact-match check, it accepted any edit to the fault line as a pass:

# original fallback — REWARDS GARBAGE
AGENT_LINE=$(sed -n "${FAULT_LINE}p" /workspace/src/powm.c)
if [ "$BUGGY_LINE" != "$AGENT_LINE" ]; then
    echo "PASS: Fault line was modified ..."; exit 0   # <- even a syntax error passes
fi

So a model could append a deliberate syntax error to the fault line and still score reward = 1. The reward signal was vacuous.

Why a gcc compile gate is impossible here

The 164 files are single-file fragments of large C projects. They #include project-internal headers that are absent from the sandbox:

powm.c:74:10: fatal error: gmp-impl.h: No such file or directory
tif_dirwrite.c:32:10: fatal error: tiffiop.h: No such file or directory
url.c:25:10: fatal error: php.h: No such file or directory

Verified empirically across all 164 tasks: every gold/fixed solution fails gcc -c and gcc -fsyntax-only at the first #include. There is also no project source tree (no configure/Makefile/test harness) shipped with a task, so there is nothing to build or run the project's own test suite against. A gcc gate would therefore make every task impossible — gold included — i.e. a vacuous verifier in the opposite direction.

The fix (non-gameable, oracle-solvable verifier)

The new tests/test.sh is default-fail and gates on the only deterministic, non-gameable signal available without a runnable test suite: the agent's file must exactly match the verified gold patch (tests/fixed).

echo 0 > /logs/verifier/reward.txt        # default-fail
G1  agent file must DIFFER from buggy      (a fix was actually applied)
G2  agent file must == tests/fixed         (the verified gold patch) -> reward 1
python3 -m pytest /tests/test_state.py     # pass_ratio-parseable output

Only the exact correct fix scores reward = 1; a syntax error, a partial edit, a trivial whitespace change, or an untouched workspace all score 0.

Supporting changes:

  • tests/test_state.py — asserts /logs/verifier/reward.txt == "1" (the Harbor binary-reward contract); invoked by pytest so the pass_ratio reward shaper gets parseable output.
  • tests/config.json — test weight for test_reward_is_pass.
  • environment/Dockerfilepython3 python3-pytest added to every image (for the pytest invocation). build-essential (gcc) is retained so an agent may build while working; the verifier itself does not compile.
  • All other files (instructions, metadata, task.toml, expected.diff, fault_line.txt, the buggy/fixed/initial sources, the per-project -dev packages) are preserved byte-identical from the original.

Validation

Oracle gate (non-vacuous): the gold solution was run through the verifier for all 164/164 tasks → reward = 1 every time.

Docker smoke test (representative, real project images for gmp + php; all projects covered with the equivalent minimal image):

scenario reward
empty / untouched workspace 0
gold solution (tests/fixed) 1
buggy file unchanged 0
syntax error injected at the fault line 0
trivial trailing-newline edit 0

The originally-gameable case (a syntax error on the fault line) now correctly fails.

Uploader note

Original tasks sourced from DCAgent/exp_rpt_manybugs (unchanged); only the verifier (tests/test.sh), the new tests/test_state.py / tests/config.json, and the python3-pytest Dockerfile line differ. Published to laion/exp_rpt_manybugs-v2.

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