{"version": "2.1.0", "$schema": "https://json.schemastore.org/sarif-2.1.0.json", "runs": [{"tool": {"driver": {"name": "Repobility", "informationUri": "https://repobility.com", "rules": [{"id": "scanner-5fbbcc5264b65fad", "name": "Possibly dead Python function: load_beir", "shortDescription": {"text": "Possibly dead Python function: load_beir"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-3331466f949a33f4", "name": "Possibly dead Python function: compute_cer", "shortDescription": {"text": "Possibly dead Python function: compute_cer"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-e7b5621de86c32be", "name": "Possibly dead Python function: encode_queries", "shortDescription": {"text": "Possibly dead Python function: encode_queries"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-416e9a9caf2c52cf", "name": "Possibly dead Python function: encode_corpus", "shortDescription": {"text": "Possibly dead Python function: encode_corpus"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-b9a3b11613c9456e", "name": "Possibly dead Python function: now_ms", "shortDescription": {"text": "Possibly dead Python function: now_ms"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-840d5c0ea488008b", "name": "Possibly dead Python function: lap", "shortDescription": {"text": "Possibly dead Python function: lap"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-d3979c92146d3e23", "name": "Possibly dead Python function: elapsed_ms", "shortDescription": {"text": "Possibly dead Python function: elapsed_ms"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-ff07ed9177121ce8", "name": "Possibly dead Python function: stream_with_token_timing", "shortDescription": {"text": "Possibly dead Python function: stream_with_token_timing"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-832892a4458aee67", "name": "Possibly dead Python function: decorator", "shortDescription": {"text": "Possibly dead Python function: decorator"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-26f4529f581db78e", "name": "Possibly dead Python function: list_runners", "shortDescription": {"text": "Possibly dead Python function: list_runners"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-ce1effcb52a1fd79", "name": "Possibly dead Python function: list_backends", "shortDescription": {"text": "Possibly dead Python function: list_backends"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-a907cf318e0d7eaa", "name": "Possibly dead Python function: compute_per_sample", "shortDescription": {"text": "Possibly dead Python function: compute_per_sample"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-e00faa04e4ca1177", "name": "Possibly dead Python function: segments_to_rttm", "shortDescription": {"text": "Possibly dead Python function: segments_to_rttm"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-159f340ef9bd1697", "name": "Possibly dead Python function: compute_tpot", "shortDescription": {"text": "Possibly dead Python function: compute_tpot"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-41ff07e914e1ba8a", "name": "Possibly dead Python function: run_ci", "shortDescription": {"text": "Possibly dead Python function: run_ci"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-9117e989b4ab6a85", "name": "Possibly dead Python function: perturb_paraphrase_lite", "shortDescription": {"text": "Possibly dead Python function: perturb_paraphrase_lite"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-18192ee9e97bae3a", "name": "Possibly dead Python function: stage_named", "shortDescription": {"text": "Possibly dead Python function: stage_named"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-6256af1c904bfe33", "name": "Possibly dead Python function: offline_index", "shortDescription": {"text": "Possibly dead Python function: offline_index"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-ac769595d3b11ab6", "name": "Possibly dead Python function: simulated_judge", "shortDescription": {"text": "Possibly dead Python function: simulated_judge"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-1ea91adc2fcbb7c3", "name": "Possibly dead Python function: stable_runner", "shortDescription": {"text": "Possibly dead Python function: stable_runner"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-fd012f72e2029c49", "name": "Possibly dead Python function: render_accuracy", "shortDescription": {"text": "Possibly dead Python function: render_accuracy"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-725c720239a3af8e", "name": "Possibly dead Python function: render_ttft", "shortDescription": {"text": "Possibly dead Python function: render_ttft"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-a9b93ad6732cd000", "name": "Possibly dead Python function: render_throughput", "shortDescription": {"text": "Possibly dead Python function: render_throughput"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-9710c8d059e53154", "name": "No frontend routes/components detected", "shortDescription": {"text": "No frontend routes/components detected"}, "fullDescription": {"text": "No React/Vue/Next routes were found. This is fine for backend-only repos."}, "properties": {"scanner": "scanner-primary", "layer": "frontend", "severity": "info", "confidence": 1.0}}, {"id": "scanner-e2f802315de0f290", "name": "Possible secret in benchmark/llama_benchmark/utils/remote_device.py", "shortDescription": {"text": "Possible secret in benchmark/llama_benchmark/utils/remote_device.py"}, "fullDescription": {"text": "Detected pattern matching password_literal. Rotate the credential and move to a secret manager."}, "properties": {"scanner": "scanner-primary", "layer": "security", "severity": "critical", "confidence": 1.0}}, {"id": "scanner-20743131ec10e928", "name": "Possible secret in benchmark/llama_configs/devices/k1.yaml", "shortDescription": {"text": "Possible secret in benchmark/llama_configs/devices/k1.yaml"}, "fullDescription": {"text": "Detected pattern matching password_literal. Rotate the credential and move to a secret manager."}, "properties": {"scanner": "scanner-primary", "layer": "security", "severity": "critical", "confidence": 1.0}}, {"id": "scanner-6372cebde0220094", "name": "No auth library detected", "shortDescription": {"text": "No auth library detected"}, "fullDescription": {"text": "The scanner did not find any standard auth library (JWT, OAuth, NextAuth, Auth0, etc.). The repo has auth/admin/session surface indicators, so auth may live in custom code, in a separate service, or be missing."}, "properties": {"scanner": "scanner-primary", "layer": "security", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-7f1e4527e6fecffa", "name": "GitHub Action tracks a moving branch", "shortDescription": {"text": "GitHub Action tracks a moving branch"}, "fullDescription": {"text": "ludeeus/action-shellcheck@master can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA."}, "properties": {"scanner": "scanner-primary", "layer": "cicd", "severity": "high", "confidence": 1.0}}, {"id": "scanner-3ab5d313dda8e5f9", "name": "Debug logging residue appears in source files", "shortDescription": {"text": "Debug logging residue appears in source files"}, "fullDescription": {"text": "Found 115 console/debugger/print-style debug statements in non-test source. This is a common fast-generation residue before production cleanup."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-ea8f3013f588db25", "name": "Shallow git history limits provenance confidence", "shortDescription": {"text": "Shallow git history limits provenance confidence"}, "fullDescription": {"text": "The repository is a shallow clone. Origin/evolution analysis cannot distinguish fresh generation, imported legacy code, or long-lived human code with high confidence."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-8424db9c75e04ba4", "name": "Very short observed git history", "shortDescription": {"text": "Very short observed git history"}, "fullDescription": {"text": "The repo has multiple source files but two or fewer visible commits. This is not a failure by itself, but it lowers confidence in evolution-based diagnosis."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-908c95455a12afb0", "name": "Legacy-named symbol `nvmlSystemGetCudaDriverVersion_v2` in run_benchmark.py:117", "shortDescription": {"text": "Legacy-named symbol `nvmlSystemGetCudaDriverVersion_v2` in run_benchmark.py:117"}, "fullDescription": {"text": "Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-1a407be9bac985ba", "name": "Commented-code block (5 lines) in run_benchmark.py:368", "shortDescription": {"text": "Commented-code block (5 lines) in run_benchmark.py:368"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-5a83aba4aabed7e9", "name": "Legacy-named symbol `test_detect_groundtruth_leakage_full_copy` in tests/rag/test_judge_attacks.py:16", "shortDescription": {"text": "Legacy-named symbol `test_detect_groundtruth_leakage_full_copy` in tests/rag/test_judge_attacks.py:16"}, "fullDescription": {"text": "Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-b7ff32e0b8e6373e", "name": "Commented-code block (5 lines) in benchmark/llama_benchmark/backends/whisper_onnx_backend.py:295", "shortDescription": {"text": "Commented-code block (5 lines) in benchmark/llama_benchmark/backends/whisper_onnx_backend.py:295"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-49496cf581018673", "name": "Legacy-named symbol `golden_v1` in benchmark/rag/regression_ci.py:11", "shortDescription": {"text": "Legacy-named symbol `golden_v1` in benchmark/rag/regression_ci.py:11"}, "fullDescription": {"text": "Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-8f54fc658d03888c", "name": "Commented-code block (6 lines) in benchmark/translation/datasets.py:39", "shortDescription": {"text": "Commented-code block (6 lines) in benchmark/translation/datasets.py:39"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-0d68fd9fdb92e897", "name": "Commented-code block (5 lines) in benchmark/rigor/calibration.py:288", "shortDescription": {"text": "Commented-code block (5 lines) in benchmark/rigor/calibration.py:288"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-2c04133e54348533", "name": "Near-duplicate function bodies in 2 places", "shortDescription": {"text": "Near-duplicate function bodies in 2 places"}, "fullDescription": {"text": "Functions with the same first-5-line body hash:\ncommon.py:infer_sync, common.py:infer_stream\n\nThis is *the* AI-coder failure mode (4\u00d7 more duplication in vibe-coded repos \u2014 see https://jw.hn/ai-code-hygiene). Consolidate or document why they're separate."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-0027e313ade46c8f", "name": "Near-duplicate function bodies in 7 places", "shortDescription": {"text": "Near-duplicate function bodies in 7 places"}, "fullDescription": {"text": "Functions with the same first-5-line body hash:\nbenchmark/llama_benchmark/benchmarks/docling/runner.py:teardown, benchmark/llama_benchmark/benchmarks/asr/runner.py:teardown, benchmark/llama_benchmark/benchmarks/rerank/runner.py:teardown, benchmark/llama_benchmark/benchmarks/whisper/runner.py:teardown\n\nThis is *the* AI-coder failure mode (4\u00d7 more duplication in vibe-coded repos \u2014 see https://jw.hn/ai-code-hygiene). Consolidate or document why they're separate."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-02525d39071dd2c7", "name": "Near-duplicate function bodies in 5 places", "shortDescription": {"text": "Near-duplicate function bodies in 5 places"}, "fullDescription": {"text": "Functions with the same first-5-line body hash:\nbenchmark/llama_benchmark/benchmarks/asr/runner.py:setup, benchmark/llama_benchmark/benchmarks/rerank/runner.py:setup, benchmark/llama_benchmark/benchmarks/whisper/runner.py:setup, benchmark/llama_benchmark/benchmarks/ocr/runner.py:setup\n\nThis is *the* AI-coder failure mode (4\u00d7 more duplication in vibe-coded repos \u2014 see https://jw.hn/ai-code-hygiene). Consolidate or document why they're separate."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-be46ea126aa5d8dc", "name": "Near-duplicate function bodies in 3 places", "shortDescription": {"text": "Near-duplicate function bodies in 3 places"}, "fullDescription": {"text": "Functions with the same first-5-line body hash:\nbenchmark/llama_benchmark/backends/nemo_speaker_backend.py:diarize, benchmark/llama_benchmark/backends/wespeaker_backend.py:diarize, benchmark/llama_benchmark/backends/pyannote_backend.py:diarize\n\nThis is *the* AI-coder failure mode (4\u00d7 more duplication in vibe-coded repos \u2014 see https://jw.hn/ai-code-hygiene). Consolidate or document why they're separate."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-49c98f7cedd9c977", "name": "Near-duplicate function bodies in 4 places", "shortDescription": {"text": "Near-duplicate function bodies in 4 places"}, "fullDescription": {"text": "Functions with the same first-5-line body hash:\nbenchmark/llama_benchmark/core/result.py:to_dict, benchmark/llama_benchmark/core/result.py:to_dict, benchmark/llama_benchmark/core/result.py:to_dict, benchmark/llama_benchmark/core/result.py:to_dict\n\nThis is *the* AI-coder failure mode (4\u00d7 more duplication in vibe-coded repos \u2014 see https://jw.hn/ai-code-hygiene). Consolidate or document why they're separate."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-46969939caf8120b", "name": "Near-duplicate function bodies in 9 places", "shortDescription": {"text": "Near-duplicate function bodies in 9 places"}, "fullDescription": {"text": "Functions with the same first-5-line body hash:\nbenchmark/rag/component_pipeline.py:run, benchmark/rag/component_pipeline.py:run, benchmark/rag/component_pipeline.py:run, benchmark/rag/component_pipeline.py:run\n\nThis is *the* AI-coder failure mode (4\u00d7 more duplication in vibe-coded repos \u2014 see https://jw.hn/ai-code-hygiene). Consolidate or document why they're separate."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}]}}, "automationDetails": {"id": "repobility/17588"}, "properties": {"repository": "qiurui144/vlm-llm-benchmark", "repoUrl": "https://github.com/qiurui144/vlm-llm-benchmark", "branch": "main"}, "results": [{"ruleId": "scanner-5fbbcc5264b65fad", "level": "note", "message": {"text": "Possibly dead Python function: load_beir"}, "properties": {"repobilityId": "cff24c21f0038d1a", "scanner": "scanner-primary", "fingerprint": "5fbbcc5264b65fad", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "benchmark/llama_benchmark/datasets/beir_dataset.py:63"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-3331466f949a33f4", "level": "note", "message": {"text": "Possibly dead Python function: compute_cer"}, "properties": {"repobilityId": "8208e5efe461c867", "scanner": "scanner-primary", "fingerprint": "3331466f949a33f4", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "benchmark/llama_benchmark/benchmarks/asr/rtf.py:39"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-e7b5621de86c32be", "level": "note", "message": {"text": "Possibly dead Python function: encode_queries"}, "properties": {"repobilityId": "9afc1dae9844cc5f", "scanner": "scanner-primary", "fingerprint": "e7b5621de86c32be", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "benchmark/llama_benchmark/benchmarks/embedding/retrieval.py:53"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-416e9a9caf2c52cf", "level": "note", "message": {"text": "Possibly dead Python function: encode_corpus"}, "properties": {"repobilityId": "db1e9321a45258d0", "scanner": "scanner-primary", "fingerprint": "416e9a9caf2c52cf", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "benchmark/llama_benchmark/benchmarks/embedding/retrieval.py:56"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-b9a3b11613c9456e", "level": "note", "message": {"text": "Possibly dead Python function: now_ms"}, "properties": {"repobilityId": "28a2d04bc00b253c", "scanner": "scanner-primary", "fingerprint": "b9a3b11613c9456e", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "benchmark/llama_benchmark/utils/timer.py:28"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-840d5c0ea488008b", "level": "note", "message": {"text": "Possibly dead Python function: lap"}, "properties": {"repobilityId": "c09b39f94bbfbad5", "scanner": "scanner-primary", "fingerprint": "840d5c0ea488008b", "layer": 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