Datasets:
COIN benchmark snapshot v2026-07 (35 gcs_reachable / 35 codeql_only)
Browse files- README.md +150 -0
- dashboard.json +271 -0
- data/codeql_only.jsonl +0 -0
- data/gcs_reachable.jsonl +0 -0
- manifest.json +58 -0
README.md
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| 1 |
+
---
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| 2 |
+
license: mit
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| 3 |
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language:
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| 4 |
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- code
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| 5 |
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task_categories:
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- text-generation
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| 7 |
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size_categories:
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| 8 |
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- n<1K
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| 9 |
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pretty_name: "COIN — COde-understanding through INput-space mapping"
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| 10 |
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tags:
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| 11 |
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- benchmark
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| 12 |
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- fuzzing
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| 13 |
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- reachability
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| 14 |
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- code-understanding
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| 15 |
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- oss-fuzz
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| 16 |
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configs:
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| 17 |
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- config_name: default
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| 18 |
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data_files:
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| 19 |
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- split: gcs_reachable
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| 20 |
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path: data/gcs_reachable.jsonl
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| 21 |
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- split: codeql_only
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| 22 |
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path: data/codeql_only.jsonl
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| 23 |
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coin_version: "v2026-07"
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| 24 |
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coin_commit: "e99b764ba8d7a546e425666851b81545bc800f63"
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| 25 |
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oss_fuzz_commit: "d87225267726cf7ce1a3e17cf103c5ac943c4f05"
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| 26 |
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coverage_date: "20260504"
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| 27 |
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---
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| 28 |
+
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| 29 |
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# COIN v2026-07
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| 30 |
+
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| 31 |
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**COde-understanding through INput-space mapping** — a benchmark that
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| 32 |
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measures an agent's ability to translate a natural-language reachability
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| 33 |
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goal ("reach line X of file Y") into an input that exercises that line at
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| 34 |
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runtime.
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This release pins **70 verified targets** drawn from
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| 37 |
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7 OSS-Fuzz projects. Every target is paired
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with a runtime docker image whose digest is captured below — a snapshot is
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| 39 |
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content-addressed end-to-end, so reruns six months from now hit the same
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| 40 |
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binaries.
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| 41 |
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| 42 |
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## Quick start
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| 43 |
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| 44 |
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```python
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| 45 |
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from datasets import load_dataset
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| 46 |
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| 47 |
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ds = load_dataset(
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| 48 |
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"COIN-Bench/coin",
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| 49 |
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revision="v2026-07",
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| 50 |
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split="codeql_only",
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| 51 |
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)
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| 52 |
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print(ds[0]["target_id"], ds[0]["runtime_image"])
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| 53 |
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```
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| 54 |
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| 55 |
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To run the full evaluation pipeline against this snapshot:
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| 56 |
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| 57 |
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```bash
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| 58 |
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pip install coin-bench
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| 59 |
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coin evaluate \
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| 60 |
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--dataset COIN-Bench/coin \
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| 61 |
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--revision v2026-07 \
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| 62 |
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--split codeql_only \
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| 63 |
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--output-dir results/
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| 64 |
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```
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| 65 |
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## Splits
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| 67 |
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| 68 |
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Splits are first-match-wins over the 6-bit signal cube
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| 69 |
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``(G, S, N, F, L, C)`` — GCS-covered, seed-reachable, fuzzer-reachable
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| 70 |
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(libfuzzer-noseed), baseline-reachable (libfuzzer), LLM-baseline-reachable,
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| 71 |
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CodeQL-statically-reachable.
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| 73 |
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| Split | Cell | Rows |
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| 74 |
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|---|---|---|| `gcs_reachable` | `G and not (F or L)` | 35 || `codeql_only` | `C and not (G or F or L)` | 35 |
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| 75 |
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## Runtime images
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One per project. Digest-pinned for reproducibility — the dataset rows
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| 78 |
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reference these digests directly.
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| 80 |
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| Project | Image | Digest | Size |
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| 81 |
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|---|---|---|---|| `cups` | `localhost:5000/cointest/runtime-cups:v2026-07-test1` | `sha256:986901f42872c2d3f3705368e9546e9f792efc957a11541540c4232fb7eaf36d` | 2698.4 MB || `cyclonedds` | `localhost:5000/cointest/runtime-cyclonedds:v2026-07-test1` | `sha256:ebce3ee4f0439dc4137e4102d12d1b0958882af2e519a441e1203be06da72dfd` | 3658.2 MB || `hdf5` | `localhost:5000/cointest/runtime-hdf5:v2026-07-test1` | `sha256:23dac6e302371f1fa5341a1e54d537d41168b125a39a1e902464700daaae91a6` | 5762.2 MB || `karchive` | `localhost:5000/cointest/runtime-karchive:v2026-07-test1` | `sha256:4c7ea95f50529f13a86fe490cdcd779b3d1c7e699916bda4212dc780d1082665` | 14784.0 MB || `liboqs` | `localhost:5000/cointest/runtime-liboqs:v2026-07-test1` | `sha256:b00578ef6bc10a015619ddcf614cb217e8a1ecae49b3da9eba084a3db59e604a` | 4118.4 MB || `libraw` | `localhost:5000/cointest/runtime-libraw:v2026-07-test1` | `sha256:faa3f5de1db16c0f6b9968ee796375be742b5d8b30f6659ad6150a347c076133` | 2164.6 MB || `rdkit` | `localhost:5000/cointest/runtime-rdkit:v2026-07-test1` | `sha256:3361dd349cc9e92dfe48e664b1c0fe61eeadf62cc08834e8f9ae28187f283320` | 12781.0 MB |
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## Schema
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| 83 |
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| Column | Type | Meaning |
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|---|---|---|
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| `target_id` | str | `<project>:<harness>:<file>:<line_start>[-<line_end>]` |
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| `coin_version` | str | snapshot tag (e.g. `v2026-07`) |
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| `coin_commit` | str | git SHA of the COIN repo at release time |
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| `oss_fuzz_commit` | str | OSS-Fuzz commit pinned for this snapshot |
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| `coverage_date` | str | GCS HTML coverage report date |
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| `project` | str | OSS-Fuzz project name |
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| `harness` | str | primary reaching harness binary |
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| `harness_binaries` | str (JSON list) | harness binary basenames in the project |
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| `language` | str | `c` / `c++` / `rust` / `python` / `jvm` |
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| `file` | str | canonical `/src/<project>/<rel>` path |
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| `line_start`, `line_end`, `line_count` | int | target line range |
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| `function` | str | enclosing function (empty if not extracted) |
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| `source_snippet` | str | ±100 lines around the target |
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| `src_commits` | str (JSON list) | `[{path, rev, url}]` for git-cloning |
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| `gcs_covered` | bool | `G` signal — line in the GCS coverage report |
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| 101 |
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| `baseline_reachable` | str (JSON list or "null") | `F` — stage5 libfuzzer baseline (with seed if present) |
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| 102 |
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| `agent_baseline_reachable` | str (JSON list or "null") | `L` — LLM seed-gen baseline |
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| 103 |
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| `codeql_reachable` | str (JSON list or "null") | `C` — CodeQL static reachability |
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| 104 |
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| `cnt` | int | observed coverage count from GCS |
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| 105 |
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| `coverage_keys` | str (JSON list) | path synonyms for verify-server matching |
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| 106 |
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| `target_text` | str | one-line human description |
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| 107 |
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| `prompt_preview` | str | TASK.md preview that stage7 sends to the agent |
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| 108 |
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| `runtime_image` | str | `<image>@sha256:...` — the image to spin up |
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| 109 |
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| `runtime_digest` | str | the digest alone, for content addressing |
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| 110 |
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| `runtime_normal_path` | str | path inside the image: harness binaries (`/out/normal`) |
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| 111 |
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| `runtime_coverage_path` | str | path inside the image: coverage build (`/out/coverage`) |
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| 112 |
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| `runtime_source_path` | str | path inside the image: source repos (`/src`) |
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| 113 |
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| `split` | str | denormalized split name (matches the row's file) |
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| 114 |
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| 115 |
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## What's automated, what's manual
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| 117 |
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| Step | Type |
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| 118 |
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|---|---|
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| 119 |
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| OSS-Fuzz coverage HTML download | manual (operator) |
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| 120 |
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| Per-project build (normal + coverage) | manual (operator) |
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| 121 |
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| Baseline fuzzing (stages 5 + 5b) | manual (operator) |
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| 122 |
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| Target selection (stage 6) | manual (operator) |
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| 123 |
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| Snapshot release (`coin release`) | manual command, fully reproducible |
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| 124 |
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| Evaluation against this snapshot | **fully automated** for downstream users |
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| 125 |
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| 126 |
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The selection pipeline is operator-driven; once a snapshot is published,
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running it against your agent is one command.
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| 129 |
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## Provenance
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| 130 |
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| 131 |
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* **COIN repo**: https://github.com/coin-bench/coin @ `e99b764ba8d7a546e425666851b81545bc800f63`
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| 132 |
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* **Source experiment**: `20260520T165657Z-b45032068f`
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| 133 |
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* **Created at**: `2026-07-04T18:44:29.380721+00:00`
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| 134 |
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* **Total runtime image footprint**: 44.9 GB
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| 135 |
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| 136 |
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## License
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| 137 |
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| 138 |
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MIT — see the COIN repository for full terms. Source code referenced from
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| 139 |
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each row remains under its upstream project's license.
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| 140 |
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| 141 |
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## Citation
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| 142 |
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| 143 |
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```bibtex
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| 144 |
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@misc{coinv202607,
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| 145 |
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title = {COIN: COde-understanding through INput-space mapping (v2026-07)},
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| 146 |
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author = {COIN Authors},
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| 147 |
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year = {2026},
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| 148 |
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url = {https://huggingface.co/datasets/COIN-Bench/coin/tree/v2026-07}
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| 149 |
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}
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| 150 |
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```
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dashboard.json
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| 1 |
+
{
|
| 2 |
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"schema_version": 1,
|
| 3 |
+
"experiment_id": "20260520T165657Z-b45032068f",
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| 4 |
+
"build_id": "20260520T095306Z-e36a507bca",
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| 5 |
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"generated_at": "2026-05-20T17:03:34.752923+00:00",
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| 6 |
+
"time_budget_sec": 7200,
|
| 7 |
+
"targets_per_project": 10,
|
| 8 |
+
"target_diversity": [
|
| 9 |
+
{
|
| 10 |
+
"cell": "B",
|
| 11 |
+
"count": 5
|
| 12 |
+
},
|
| 13 |
+
{
|
| 14 |
+
"cell": "G and not (F or L)",
|
| 15 |
+
"count": 5
|
| 16 |
+
}
|
| 17 |
+
],
|
| 18 |
+
"languages": [
|
| 19 |
+
"c",
|
| 20 |
+
"c++"
|
| 21 |
+
],
|
| 22 |
+
"projects": [
|
| 23 |
+
"cups",
|
| 24 |
+
"cyclonedds",
|
| 25 |
+
"hdf5",
|
| 26 |
+
"karchive",
|
| 27 |
+
"liboqs",
|
| 28 |
+
"libraw",
|
| 29 |
+
"rdkit",
|
| 30 |
+
"xerces-c"
|
| 31 |
+
],
|
| 32 |
+
"project_languages": {
|
| 33 |
+
"libraw": "c++",
|
| 34 |
+
"xerces-c": "c++",
|
| 35 |
+
"rdkit": "c++",
|
| 36 |
+
"cups": "c",
|
| 37 |
+
"hdf5": "c",
|
| 38 |
+
"cyclonedds": "c",
|
| 39 |
+
"liboqs": "c",
|
| 40 |
+
"karchive": "c++"
|
| 41 |
+
},
|
| 42 |
+
"project_max_cov": {
|
| 43 |
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"libraw": 30800000000,
|
| 44 |
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"xerces-c": 5440000000,
|
| 45 |
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|
| 46 |
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|
| 47 |
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|
| 48 |
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|
| 49 |
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|
| 50 |
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"karchive": 15300000000
|
| 51 |
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},
|
| 52 |
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"project_candidates": {
|
| 53 |
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|
| 54 |
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|
| 55 |
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|
| 56 |
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|
| 57 |
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|
| 58 |
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|
| 59 |
+
"c": 28529,
|
| 60 |
+
"b": 249
|
| 61 |
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},
|
| 62 |
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"xerces-c": {
|
| 63 |
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"candidates": 40,
|
| 64 |
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"selected": 0,
|
| 65 |
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|
| 66 |
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|
| 67 |
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|
| 68 |
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|
| 69 |
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"b": 0
|
| 70 |
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},
|
| 71 |
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|
| 72 |
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"candidates": 35673,
|
| 73 |
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"selected": 10,
|
| 74 |
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|
| 75 |
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|
| 76 |
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|
| 77 |
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"c": 13251,
|
| 78 |
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"b": 202
|
| 79 |
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},
|
| 80 |
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"cups": {
|
| 81 |
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"candidates": 29707,
|
| 82 |
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"selected": 10,
|
| 83 |
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"gcs": 8014,
|
| 84 |
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|
| 85 |
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|
| 86 |
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|
| 87 |
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|
| 88 |
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},
|
| 89 |
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|
| 90 |
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|
| 91 |
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|
| 92 |
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|
| 93 |
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|
| 94 |
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|
| 95 |
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|
| 96 |
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|
| 97 |
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},
|
| 98 |
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|
| 99 |
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|
| 100 |
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|
| 101 |
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|
| 102 |
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|
| 103 |
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|
| 104 |
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|
| 105 |
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|
| 106 |
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},
|
| 107 |
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|
| 108 |
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|
| 109 |
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"selected": 10,
|
| 110 |
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|
| 111 |
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|
| 112 |
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|
| 113 |
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|
| 114 |
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|
| 115 |
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|
| 116 |
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|
| 117 |
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|
| 118 |
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|
| 119 |
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|
| 120 |
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|
| 121 |
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|
| 122 |
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|
| 123 |
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"b": 437
|
| 124 |
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}
|
| 125 |
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},
|
| 126 |
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"project_candidate_combos": {
|
| 127 |
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"libraw": {
|
| 128 |
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"": 4681,
|
| 129 |
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"GFL": 513,
|
| 130 |
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"G": 3798,
|
| 131 |
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|
| 132 |
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"GFLC": 11055,
|
| 133 |
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|
| 134 |
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|
| 135 |
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|
| 136 |
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|
| 137 |
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|
| 138 |
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|
| 139 |
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|
| 140 |
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"GLC": 1222,
|
| 141 |
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|
| 142 |
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|
| 143 |
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|
| 144 |
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|
| 145 |
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},
|
| 146 |
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|
| 147 |
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| 148 |
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| 149 |
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|
| 150 |
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|
| 151 |
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| 152 |
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| 153 |
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| 154 |
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| 155 |
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|
| 156 |
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|
| 157 |
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|
| 158 |
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"G": 1257,
|
| 159 |
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"GL": 1330,
|
| 160 |
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|
| 161 |
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|
| 162 |
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|
| 163 |
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"LCB": 1
|
| 164 |
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},
|
| 165 |
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|
| 166 |
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|
| 167 |
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"GFLC": 6456,
|
| 168 |
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|
| 169 |
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|
| 170 |
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|
| 171 |
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|
| 172 |
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|
| 173 |
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|
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|
| 176 |
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|
| 177 |
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|
| 178 |
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|
| 179 |
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},
|
| 180 |
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|
| 181 |
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|
| 182 |
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|
| 183 |
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|
| 184 |
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|
| 185 |
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|
| 186 |
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|
| 187 |
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|
| 188 |
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|
| 189 |
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|
| 190 |
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|
| 191 |
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|
| 192 |
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|
| 193 |
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|
| 194 |
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|
| 195 |
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|
| 196 |
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|
| 197 |
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|
| 198 |
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|
| 199 |
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|
| 200 |
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|
| 201 |
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| 202 |
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|
| 203 |
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|
| 204 |
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|
| 205 |
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|
| 206 |
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|
| 207 |
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|
| 208 |
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|
| 209 |
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|
| 210 |
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|
| 211 |
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|
| 212 |
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|
| 213 |
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|
| 214 |
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|
| 215 |
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"F": 3,
|
| 216 |
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|
| 217 |
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|
| 218 |
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|
| 219 |
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|
| 220 |
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"GL": 1
|
| 221 |
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},
|
| 222 |
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"liboqs": {
|
| 223 |
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"": 32503,
|
| 224 |
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|
| 225 |
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|
| 226 |
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"C": 53119,
|
| 227 |
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|
| 228 |
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|
| 229 |
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|
| 230 |
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|
| 231 |
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|
| 232 |
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|
| 233 |
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|
| 234 |
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|
| 235 |
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"GFC": 11445,
|
| 236 |
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"GF": 97
|
| 237 |
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},
|
| 238 |
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"karchive": {
|
| 239 |
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|
| 240 |
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"": 64880,
|
| 241 |
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"G": 185,
|
| 242 |
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"GFLC": 5353,
|
| 243 |
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"GL": 235,
|
| 244 |
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"GF": 242,
|
| 245 |
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"L": 44,
|
| 246 |
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"GC": 120,
|
| 247 |
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"GFC": 99,
|
| 248 |
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"CB": 436,
|
| 249 |
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"C": 63818,
|
| 250 |
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"GLC": 23,
|
| 251 |
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"FL": 1,
|
| 252 |
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"FLC": 71,
|
| 253 |
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"FLCB": 1
|
| 254 |
+
}
|
| 255 |
+
},
|
| 256 |
+
"underfill_warnings": [
|
| 257 |
+
{
|
| 258 |
+
"project": "xerces-c",
|
| 259 |
+
"cell": "B",
|
| 260 |
+
"requested": 5,
|
| 261 |
+
"got": 0
|
| 262 |
+
},
|
| 263 |
+
{
|
| 264 |
+
"project": "xerces-c",
|
| 265 |
+
"cell": "G and not (F or L)",
|
| 266 |
+
"requested": 5,
|
| 267 |
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"got": 0
|
| 268 |
+
}
|
| 269 |
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],
|
| 270 |
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"selected_target_count": 70
|
| 271 |
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}
|
data/codeql_only.jsonl
ADDED
|
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|
data/gcs_reachable.jsonl
ADDED
|
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|
|
|
manifest.json
ADDED
|
@@ -0,0 +1,58 @@
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|
|
|
|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"version": "v2026-07",
|
| 3 |
+
"coin_commit": "e99b764ba8d7a546e425666851b81545bc800f63",
|
| 4 |
+
"oss_fuzz_commit": "d87225267726cf7ce1a3e17cf103c5ac943c4f05",
|
| 5 |
+
"coverage_date": "20260504",
|
| 6 |
+
"experiment_id": "20260520T165657Z-b45032068f",
|
| 7 |
+
"hf_repo": "COIN-Bench/coin",
|
| 8 |
+
"ghcr_namespace": "localhost:5000/cointest",
|
| 9 |
+
"images": [
|
| 10 |
+
{
|
| 11 |
+
"project": "cups",
|
| 12 |
+
"image_ref": "localhost:5000/cointest/runtime-cups:v2026-07-test1",
|
| 13 |
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"digest": "sha256:986901f42872c2d3f3705368e9546e9f792efc957a11541540c4232fb7eaf36d",
|
| 14 |
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"size_bytes": 2829501765
|
| 15 |
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},
|
| 16 |
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{
|
| 17 |
+
"project": "cyclonedds",
|
| 18 |
+
"image_ref": "localhost:5000/cointest/runtime-cyclonedds:v2026-07-test1",
|
| 19 |
+
"digest": "sha256:ebce3ee4f0439dc4137e4102d12d1b0958882af2e519a441e1203be06da72dfd",
|
| 20 |
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"size_bytes": 3835878334
|
| 21 |
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},
|
| 22 |
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{
|
| 23 |
+
"project": "hdf5",
|
| 24 |
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"image_ref": "localhost:5000/cointest/runtime-hdf5:v2026-07-test1",
|
| 25 |
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"digest": "sha256:23dac6e302371f1fa5341a1e54d537d41168b125a39a1e902464700daaae91a6",
|
| 26 |
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"size_bytes": 6042093677
|
| 27 |
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},
|
| 28 |
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{
|
| 29 |
+
"project": "karchive",
|
| 30 |
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"image_ref": "localhost:5000/cointest/runtime-karchive:v2026-07-test1",
|
| 31 |
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"digest": "sha256:4c7ea95f50529f13a86fe490cdcd779b3d1c7e699916bda4212dc780d1082665",
|
| 32 |
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"size_bytes": 15502153714
|
| 33 |
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},
|
| 34 |
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{
|
| 35 |
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"project": "liboqs",
|
| 36 |
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"image_ref": "localhost:5000/cointest/runtime-liboqs:v2026-07-test1",
|
| 37 |
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"digest": "sha256:b00578ef6bc10a015619ddcf614cb217e8a1ecae49b3da9eba084a3db59e604a",
|
| 38 |
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"size_bytes": 4318479747
|
| 39 |
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},
|
| 40 |
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{
|
| 41 |
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"project": "libraw",
|
| 42 |
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"image_ref": "localhost:5000/cointest/runtime-libraw:v2026-07-test1",
|
| 43 |
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"digest": "sha256:faa3f5de1db16c0f6b9968ee796375be742b5d8b30f6659ad6150a347c076133",
|
| 44 |
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"size_bytes": 2269763112
|
| 45 |
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},
|
| 46 |
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{
|
| 47 |
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"project": "rdkit",
|
| 48 |
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"image_ref": "localhost:5000/cointest/runtime-rdkit:v2026-07-test1",
|
| 49 |
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"digest": "sha256:3361dd349cc9e92dfe48e664b1c0fe61eeadf62cc08834e8f9ae28187f283320",
|
| 50 |
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"size_bytes": 13401860683
|
| 51 |
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}
|
| 52 |
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],
|
| 53 |
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"row_count_by_split": {
|
| 54 |
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"codeql_only": 35,
|
| 55 |
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"gcs_reachable": 35
|
| 56 |
+
},
|
| 57 |
+
"created_at": "2026-07-04T18:44:29.380721+00:00"
|
| 58 |
+
}
|