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"confidence": 0.8, + "confidence": 0.55, "canonical_issue_number": 47013, "canonical_pr_number": 47026, "issue_numbers": [ @@ -2449,9 +1988,7 @@ 47046 ], "evidence_types": [ - "closing_reference", - "shared_issue_target", - "soft_similarity" + "closing_reference" ], "pr_comparisons": [ { @@ -2638,6 +2175,258 @@ } ] }, + { + "cluster_id": "cluster-43612-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 43612, + "issue_numbers": [], + "pr_numbers": [ + 43612, + 43613 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43612, + "right_pr_number": 43613, + "code_similarity": 0.6, + "size_similarity": 0.822, + "file_overlap": 0.333, + "area_overlap": 0.698, + "patch_similarity": 0.608, + "shared_filenames": [ + "docs/source/en/_toctree.yml", + "docs/source/en/main_classes/pipelines.md", + "docs/source/en/model_doc/auto.md", + "src/transformers/__init__.py", + "src/transformers/models/auto/modeling_auto.py", + "src/transformers/pipelines/__init__.py", + "utils/check_docstrings.py", + "utils/update_metadata.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/_toctree.yml", + "left_ranges": [ + [ + 335, + 342 + ] + ], + "right_ranges": [ + [ + 309, + 316 + ] + ] + }, + { + "filename": "docs/source/en/main_classes/pipelines.md", + "left_ranges": [ + [ + 473, + 484 + ] + ], + "right_ranges": [ + [ + 473, + 484 + ] + ] + }, + { + "filename": "docs/source/en/model_doc/auto.md", + "left_ranges": [ + [ + 113, + 122 + ] + ], + "right_ranges": [ + [ + 113, + 122 + ] + ] + }, + { + "filename": "src/transformers/__init__.py", + "left_ranges": [ + [ + 155, + 161 + ], + [ + 664, + 670 + ] + ], + "right_ranges": [ + [ + 155, + 161 + ], + [ + 664, + 670 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 1629, + 1642 + ], + [ + 1807, + 1816 + ], + [ + 1840, + 1849 + ], + [ + 2186, + 2192 + ], + [ + 2233, + 2239 + ] + ], + "right_ranges": [ + [ + 1629, + 1646 + ], + [ + 1811, + 1820 + ], + [ + 1844, + 1853 + ], + [ + 2190, + 2196 + ], + [ + 2237, + 2243 + ] + ] + }, + { + "filename": "src/transformers/pipelines/__init__.py", + "left_ranges": [ + [ + 71, + 77 + ], + [ + 108, + 114 + ], + [ + 300, + 311 + ], + [ + 446, + 453 + ] + ], + "right_ranges": [ + [ + 71, + 77 + ], + [ + 108, + 114 + ], + [ + 300, + 311 + ], + [ + 446, + 453 + ] + ] + }, + { + "filename": "utils/check_docstrings.py", + "left_ranges": [ + [ + 109, + 115 + ] + ], + "right_ranges": [ + [ + 109, + 115 + ] + ] + }, + { + "filename": "utils/update_metadata.py", + "left_ranges": [ + [ + 74, + 84 + ] + ], + "right_ranges": [ + [ + 74, + 84 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43998-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 43998, + "issue_numbers": [], + "pr_numbers": [ + 43998, + 44004 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43998, + "right_pr_number": 44004, + "code_similarity": 0.12, + "size_similarity": 0.398, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.269, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -2944,18 +2733,22 @@ "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, { - "cluster_id": "cluster-43451-7", + "cluster_id": "cluster-43451-2", "canonical_pr_number": 43451, "duplicate_pr_numbers": [ - 46658, - 46836, - 46912, - 47003, - 47034, - 47035 + 46912 ], "target_issue_number": null, - "reason": "PRs in cluster-43451-7 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-43451-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-43612-2", + "canonical_pr_number": 43612, + "duplicate_pr_numbers": [ + 43613 + ], + "target_issue_number": null, + "reason": "PRs in cluster-43612-2 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-43698-3", @@ -2983,6 +2776,15 @@ "target_issue_number": 43979, "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, + { + "cluster_id": "cluster-43998-2", + "canonical_pr_number": 43998, + "duplicate_pr_numbers": [ + 44004 + ], + "target_issue_number": null, + "reason": "PRs in cluster-43998-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-44018-2", "canonical_pr_number": 44068, @@ -3028,6 +2830,16 @@ "target_issue_number": 46159, "reason": "PRs in cluster-46159-3 are treated as duplicates because they converge on issue #46159 with closing_reference evidence." }, + { + "cluster_id": "cluster-46658-3", + "canonical_pr_number": 46658, + "duplicate_pr_numbers": [ + 46836, + 47003 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46658-3 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-46869-3", "canonical_pr_number": 46886, @@ -3053,7 +2865,7 @@ 47046 ], "target_issue_number": 47013, - "reason": "PRs in cluster-47013-3 are treated as duplicates because they converge on issue #47013 with closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "PRs in cluster-47013-3 are treated as duplicates because they converge on issue #47013 with closing_reference evidence." } ], "best_issue": { diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 8cafb0dc7e4b9b228e66bcb7878507bec178ba12..df722a876ba7bfaab904c1860930f88c6b489042 100644 --- a/analysis/current/analysis-report-hybrid.llm-reviews.json +++ b/analysis/current/analysis-report-hybrid.llm-reviews.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260703T180022Z", - "generated_at": "2026-07-03T18:07:13Z", + "snapshot_id": "20260704T000723Z", + "generated_at": "2026-07-04T00:12:21Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -1225,8 +1225,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-506", "nodes": [ @@ -2177,8 +2177,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-506", "nodes": [ @@ -3469,8 +3469,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-506", "nodes": [ @@ -5638,8 +5638,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-506", "nodes": [ @@ -5957,8 +5957,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-506", "nodes": [ @@ -6242,8 +6242,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-506", "nodes": [ @@ -7438,8 +7438,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-506", "nodes": [ @@ -7722,8 +7722,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-506", "nodes": [ @@ -7998,8 +7998,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-506", "nodes": [ @@ -8621,8 +8621,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-506", "nodes": [ @@ -9215,8 +9215,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-506", "nodes": [ @@ -11049,8 +11049,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-506", "nodes": [ @@ -11354,8 +11354,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-506", "nodes": [ @@ -11623,8 +11623,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-506", "nodes": [ @@ -12234,8 +12234,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-506", "nodes": [ @@ -14705,8 +14705,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-506", "nodes": [ @@ -17222,8 +17222,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-506", "nodes": [ @@ -19308,8 +19308,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -19319,7 +19319,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "dff0997a38bcb8ca9f5fa8bd107d006290c7621bc42dd1f41d5e195df677daaa", + "prepared_review_unit_hash": "e41c8af301eb8349a5ff4673d52393cdfe346ef4bcdffb8132506749b541f98f", "component_budget": { "node_count": 2, "item_count": 2, @@ -19341,18 +19341,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one requests Flash Attention 2 support for more architectures, the other requests GGUF support for more architectures. They share a broad \u201ccommunity contribution / more architectures\u201d theme, but they target different feature areas and code paths.", + "summary": "These two issues are thematically similar community-contribution requests for broader architecture support, but they target different features and codepaths: Flash Attention 2 vs GGUF. They should not be treated as duplicates.", "confidence": 0.96, - "canonical_issue_reason": null, + "canonical_issue_reason": "Issue #26350 is the stronger representative because it is older, has much higher discussion activity, and broader attention in the cluster.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue #26350 is the best issue to keep as the cluster representative due to higher activity and stronger community engagement.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different underlying requests (Flash Attention 2 vs GGUF support) with no indication they would be fixed by the same change; same broad subsystem/theme is not enough for a duplicate match." + "reason": "Reject: both are architecture-support requests, but they concern different technologies and implementation paths (Flash Attention 2 vs GGUF), so they are not the same underlying issue." } ] }, @@ -21644,7 +21644,6 @@ "pull_request:46658", "pull_request:46707", "pull_request:46836", - "pull_request:46895", "pull_request:46903", "pull_request:46907", "pull_request:46908", @@ -21675,7 +21674,6 @@ "pull_request:47035" ], "soft_pairs": [ - "pull_request:46895|pull_request:46958", "pull_request:46903|pull_request:46958", "pull_request:46950|pull_request:46951", "pull_request:46927|pull_request:46950", @@ -21734,436 +21732,389 @@ "pull_request:46836|pull_request:46961", "pull_request:43451|pull_request:47019", "pull_request:46836|pull_request:46965", - "pull_request:43451|pull_request:46995", "pull_request:46957|pull_request:46961", + "pull_request:43451|pull_request:46995", "pull_request:43451|pull_request:46266", "pull_request:46266|pull_request:47003", "pull_request:46961|pull_request:47035", "pull_request:46836|pull_request:46995", - "pull_request:46658|pull_request:46961", "pull_request:46961|pull_request:46965", + "pull_request:46658|pull_request:46961", "pull_request:46658|pull_request:46965", - "pull_request:43451|pull_request:44517", "pull_request:46196|pull_request:47025", + "pull_request:43451|pull_request:44517", "pull_request:46707|pull_request:47025", - "pull_request:45694|pull_request:47035" + "pull_request:45694|pull_request:47035", + "pull_request:46995|pull_request:47003" ], - "prepared_review_unit_hash": "e9ae258d2aa7dc648c4db1389a7aab8ea9041c78527b641a8de412271c553c58", + "prepared_review_unit_hash": "861e0ca27de43fb4e2bf8907aff39c9fdd844dcd8d38202dc5de02d3550b3175", "component_budget": { "node_count": 38, "item_count": 38, - "soft_pair_count": 121, - "serialized_chars": 136119, - "estimated_input_tokens": 34030, - "estimated_eval_tokens": 68316 + "soft_pair_count": 125, + "serialized_chars": 137708, + "estimated_input_tokens": 34427, + "estimated_eval_tokens": 69110 }, "budget": { - "node_count": 37, - "item_count": 37, + "node_count": 36, + "item_count": 36, "soft_pair_count": 72, - "serialized_chars": 106982, - "estimated_input_tokens": 26746, - "estimated_eval_tokens": 53748 + "serialized_chars": 104757, + "estimated_input_tokens": 26190, + "estimated_eval_tokens": 52636 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Only one soft edge looks like a true duplicate: two CohereASR PRs fixing the same training-loss double-shift in the same forward path. The rest mostly share broad subsystems or test targets but address different models, bugs, or integration failures, so they should stay separate.", - "confidence": 0.93, + "summary": "A mostly unrelated PR cluster with model additions, docs, test fixes, and separate bug fixes. The CohereASR pair is not strong enough to call a duplicate: 46903 is tied to PPFormulaNet/issue 46901 and only overlaps in some CohereASR edits, while 46958 is a separate CohereASR-specific loss fix with a different implementation.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46958 is the cleanest canonical choice: it directly fixes the CohereASR double-shift bug in the core forward loss path with a focused change and clear title.", + "canonical_pr_reason": "46958 is the cleaner representative of the actual CohereASR loss bugfix: it is narrowly scoped to CohereASR, changes the loss computation directly, and is less mixed than 46903, which is issue-targeted to 46901 and spans PPFormulaNet plus shared CohereASR edits.", "best_issue_reason": null, - "best_pr_reason": "PR 46958 is the strongest representative PR in this set because it is narrowly scoped, clearly describes the bug, and is the only near-duplicate with another PR.", + "best_pr_reason": "46958 is the best global PR representative because it is a concrete, self-contained fix in a single model code path. The rest of the cluster is dominated by unrelated model additions, docs, tests, or distinct bug fixes.", "soft_edge_verdicts": [ - { - "left": "pull_request:46895", - "right": "pull_request:46958", - "accept": true, - "reason": "Same CohereASR training-loss double-shift bug in the same code path; these are near-identical alternative fixes." - }, { "left": "pull_request:46903", "right": "pull_request:46958", "accept": false, - "reason": "Different model and different bug; only the file names overlap." + "reason": "Too weak for a duplicate: 46903 is issue-targeted to 46901 and framed around PPFormulaNet, while 46958 is a separate CohereASR-specific loss fix using a different implementation." }, { "left": "pull_request:46950", "right": "pull_request:46951", "accept": false, - "reason": "Different models and failure modes: Mamba2 OOM versus PEFT loading behavior." + "reason": "Mamba2 OOM/runtime fix vs PEFT loading behavior; unrelated code paths and bug types." }, { "left": "pull_request:46927", "right": "pull_request:46950", "accept": false, - "reason": "Different models and unrelated integration failures." + "reason": "GLM46V integration/load fix and Mamba2 OOM fix are different models and different failures." }, { "left": "pull_request:46950", "right": "pull_request:47006", "accept": false, - "reason": "Different models and different fixes; not the same underlying bug." + "reason": "Mamba2 OOM/test-loading fix vs Gemma3 generation/output-mismatch fix; not the same bug." }, { "left": "pull_request:46927", "right": "pull_request:46951", "accept": false, - "reason": "Different models and unrelated test failures." + "reason": "Different models and failure modes; only generic test-fix similarity." }, { "left": "pull_request:46951", "right": "pull_request:46971", "accept": false, - "reason": "Different models; one is PEFT integration, the other is Mamba2 loading/OOM." + "reason": "PEFT loading fix and Mamba2 test dtype/OOM-related fix are unrelated." }, { "left": "pull_request:46949", "right": "pull_request:46971", "accept": false, - "reason": "Different model families and different test breakages." + "reason": "Whisper/audioflamingo cache handling vs Mamba2 test-loading/OOM changes; no shared concrete bug." }, { "left": "pull_request:46927", "right": "pull_request:47006", "accept": false, - "reason": "Different models and unrelated integration failures." + "reason": "Different model families and distinct failures; no duplicate evidence." }, { "left": "pull_request:46951", "right": "pull_request:47006", "accept": false, - "reason": "Different subsystems and different bug reports." + "reason": "PEFT integration loading fix and Gemma3 generation fix are unrelated." }, { "left": "pull_request:46971", "right": "pull_request:47006", "accept": false, - "reason": "Different models and different failure modes." + "reason": "Test fixture/load fix vs generation logic fix; different code paths." }, { "left": "pull_request:46941", "right": "pull_request:46970", "accept": false, - "reason": "Different models and unrelated code paths." + "reason": "Both are output-mismatch themed, but they target different models and different underlying code paths." }, { "left": "pull_request:46908", "right": "pull_request:47006", "accept": false, - "reason": "Different models and different symptoms; not a duplicate bug." + "reason": "DeepSeekV32 load-error test fix vs Gemma3 generation bug fix; unrelated." }, { "left": "pull_request:46908", "right": "pull_request:46928", "accept": false, - "reason": "Different models and unrelated integration issues." + "reason": "DeepSeekV32 integration/load fix vs BLIP-2 tokenizer registration; unrelated." }, { "left": "pull_request:46907", "right": "pull_request:46926", "accept": false, - "reason": "Different models; same broad class of test fixes is not enough." + "reason": "EdgeTam processor kwarg cleanup and MiniMax-M3-VL load-offload test fix are different issues." }, { "left": "pull_request:46970", "right": "pull_request:46971", "accept": false, - "reason": "Different models and different root causes." + "reason": "MusicGen Melody output mismatch vs Mamba2 OOM/test-loading fix; different bug classes." }, { "left": "pull_request:46926", "right": "pull_request:46928", "accept": false, - "reason": "Different models and unrelated failures." + "reason": "MiniMax load-offload test fix vs BLIP-2 tokenizer registration; not the same change." }, { "left": "pull_request:46927", "right": "pull_request:46986", "accept": false, - "reason": "Different models and different breakages." + "reason": "GLM46V integration/load fix and GLM-OCR output mismatch are different concrete issues." }, { "left": "pull_request:46941", "right": "pull_request:46986", "accept": false, - "reason": "Different models and different underlying issues." + "reason": "Different models and different output mismatch fixes; not one underlying bug." }, { "left": "pull_request:46926", "right": "pull_request:46941", "accept": false, - "reason": "Different models; shared integration-test framing is too broad." + "reason": "MiniMax load-offload test fix vs DAC output mismatch fix; unrelated." }, { "left": "pull_request:46928", "right": "pull_request:46941", "accept": false, - "reason": "Different models and different bugs." + "reason": "Tokenizer registration for BLIP-2 variant vs DAC model-output fix; different scopes." }, { "left": "pull_request:46907", "right": "pull_request:46908", "accept": false, - "reason": "Different models and unrelated load/test failures." + "reason": "EdgeTam processor kwarg cleanup and DeepSeekV32 load-error fix are unrelated." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46951", + "accept": false, + "reason": "Different models and failure modes; no same code path." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46941", + "accept": false, + "reason": "EdgeTam processor/backbone kwarg fix and DAC output mismatch are unrelated." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46927", + "accept": false, + "reason": "Different models and distinct failures; no shared bug." }, { "left": "pull_request:46954", "right": "pull_request:46961", "accept": false, - "reason": "Different changes: Pytest-v9 compatibility versus workflow normalization." + "reason": "GLM-ASR pytest compatibility fix vs workflow automation for Serge patches; unrelated." }, { "left": "pull_request:46954", "right": "pull_request:46968", "accept": false, - "reason": "Different domains; docs autolink fixes are unrelated to Pytest compatibility." + "reason": "Model class-attribute cleanup vs docs autolink cleanup; different scopes." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46958", + "accept": false, + "reason": "GLM-ASR pytest compatibility and CohereASR loss computation are unrelated bugs." }, { "left": "pull_request:46958", "right": "pull_request:46961", "accept": false, - "reason": "CohereASR loss fix versus workflow cleanup; no shared bug." + "reason": "CohereASR training-loss fix vs workflow normalization helper; no overlap in code path." }, { "left": "pull_request:46961", "right": "pull_request:46974", "accept": false, - "reason": "Workflow automation and MusicGen generation typo are unrelated." + "reason": "Automation workflow PR and MusicGen generate typo fix are unrelated." }, { "left": "pull_request:46958", "right": "pull_request:46974", "accept": false, - "reason": "Different models and different fixes." + "reason": "CohereASR training-loss bug vs MusicGen generation cache calculation; different bugs." }, { - "left": "pull_request:46954", - "right": "pull_request:46971", - "accept": false, - "reason": "Different concerns: Pytest v9 compatibility versus Mamba2 OOM." - }, - { - "left": "pull_request:46971", - "right": "pull_request:46974", + "left": "pull_request:46958", + "right": "pull_request:46968", "accept": false, - "reason": "Different models and unrelated issues." + "reason": "Model loss fix vs docs autolink cleanup; unrelated." }, { - "left": "pull_request:46958", + "left": "pull_request:46961", "right": "pull_request:46968", "accept": false, - "reason": "Different bugs; CohereASR training loss versus docs autolink cleanup." + "reason": "Workflow automation and docs cleanup are not the same change." }, { - "left": "pull_request:46968", - "right": "pull_request:46974", + "left": "pull_request:46961", + "right": "pull_request:46971", "accept": false, - "reason": "Docs autolink cleanup versus MusicGen generate typo; unrelated." + "reason": "Serge workflow normalization and Mamba2 test OOM fix are unrelated." }, { - "left": "pull_request:46961", + "left": "pull_request:46949", "right": "pull_request:46968", "accept": false, - "reason": "Workflow normalization and docs autolink fixes are unrelated." + "reason": "Audio/attention-cache fix vs docs autolink cleanup; unrelated." }, { "left": "pull_request:46266", "right": "pull_request:46957", "accept": false, - "reason": "Different models and different changes; shared transformer internals are too broad." + "reason": "Dino modernization/conversion-mapping work vs finegrained FP8/generation optimizations; unrelated." }, { "left": "pull_request:47034", "right": "pull_request:47035", "accept": false, - "reason": "Related Neuron theme, but one is an experiment script and the other changes default compile backend; not the same concrete change." + "reason": "Neuron training script work and torch-compile default change are not the same concrete bug or change." }, { "left": "pull_request:47019", "right": "pull_request:47025", "accept": false, - "reason": "Different models and different masking/test adjustments." + "reason": "Masking utility correctness guard vs Diffusion Gemma test adjustments; unrelated." }, { "left": "pull_request:46957", "right": "pull_request:46965", "accept": false, - "reason": "Different changes in generation/utils versus DeepSeek V4 cache support." - }, - { - "left": "pull_request:46196", - "right": "pull_request:46995", - "accept": false, - "reason": "Different models and unrelated implementation changes." - }, - { - "left": "pull_request:46707", - "right": "pull_request:46961", - "accept": false, - "reason": "FSDP migration versus workflow normalization; unrelated." - }, - { - "left": "pull_request:46968", - "right": "pull_request:47019", - "accept": false, - "reason": "Docs autolink cleanup versus masking regression fix; unrelated." - }, - { - "left": "pull_request:46707", - "right": "pull_request:46968", - "accept": false, - "reason": "FSDP migration and docs autolink cleanup are unrelated." + "reason": "Broad generation/kernel optimization vs specific DeepSeek V4 use_cache=False support fix; different changes." }, { "left": "pull_request:46266", - "right": "pull_request:47034", - "accept": false, - "reason": "Different model-architecture changes versus Neuron finetuning scripts." - }, - { - "left": "pull_request:46836", - "right": "pull_request:46961", + "right": "pull_request:46968", "accept": false, - "reason": "Unlimited OCR addition versus workflow normalization; unrelated." + "reason": "Model modernization/conversion mapping work vs docs autolink cleanup; no shared bug." }, { "left": "pull_request:43451", "right": "pull_request:47019", "accept": false, - "reason": "Molmo2 addition versus masking regression fix; unrelated." + "reason": "Model addition PR vs masking correctness fix; unrelated." }, { "left": "pull_request:46836", "right": "pull_request:46965", "accept": false, - "reason": "Different models and unrelated fixes." + "reason": "Unlimited OCR model addition vs DeepSeek V4 cache-behavior fix; different underlying changes." }, { - "left": "pull_request:43451", - "right": "pull_request:46995", + "left": "pull_request:46957", + "right": "pull_request:46961", "accept": false, - "reason": "Molmo2 addition and MLU availability change are unrelated." + "reason": "Finegrained FP8/generation optimization work vs workflow normalization; unrelated." }, { - "left": "pull_request:46957", - "right": "pull_request:46961", + "left": "pull_request:43451", + "right": "pull_request:46995", "accept": false, - "reason": "Different changes: generation optimization versus workflow normalization." + "reason": "Molmo2 model addition vs import-utility feature support; different changes." }, { "left": "pull_request:43451", "right": "pull_request:46266", "accept": false, - "reason": "Molmo2 addition and DINO conversion mapping changes are unrelated." + "reason": "Two different model additions/registrations; not the same feature." }, { "left": "pull_request:46266", "right": "pull_request:47003", "accept": false, - "reason": "Different model/infra changes; no shared bug." - }, - { - "left": "pull_request:46196", - "right": "pull_request:47025", - "accept": false, - "reason": "Different models and different test failures." - }, - { - "left": "pull_request:46707", - "right": "pull_request:47025", - "accept": false, - "reason": "FSDP migration versus Diffusion Gemma test fixes; unrelated." + "reason": "Dino modernization/conversion mapping work vs OpenVINO exporter addition; unrelated." }, { "left": "pull_request:46961", "right": "pull_request:47035", "accept": false, - "reason": "Workflow normalization and Neuron torch-compile default are unrelated." - }, - { - "left": "pull_request:46957", - "right": "pull_request:46965", - "accept": false, - "reason": "Different generation-related fixes with different root causes." + "reason": "Workflow automation and Neuron compile-backend default are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:44517", + "left": "pull_request:46836", + "right": "pull_request:46995", "accept": false, - "reason": "Different model additions: Molmo2 versus Qwen3-TTS." + "reason": "Unlimited OCR model addition vs flash-linear-attention availability change; different areas." }, { - "left": "pull_request:46196", - "right": "pull_request:47025", + "left": "pull_request:46961", + "right": "pull_request:46965", "accept": false, - "reason": "Different models and different test failures." + "reason": "Workflow automation and DeepSeek V4 cache support are unrelated." }, { - "left": "pull_request:46707", - "right": "pull_request:47025", + "left": "pull_request:46658", + "right": "pull_request:46961", "accept": false, - "reason": "Different feature areas and unrelated fixes." + "reason": "Step-3.7-Flash model build/convert work vs workflow normalization; different changes." }, { - "left": "pull_request:45694", - "right": "pull_request:47035", + "left": "pull_request:46658", + "right": "pull_request:46965", "accept": false, - "reason": "TrainingArguments batch-size fix versus Neuron compile backend default; unrelated." + "reason": "Step-3.7-Flash model infrastructure vs DeepSeek V4 cache behavior; unrelated." }, { - "left": "pull_request:46912", + "left": "pull_request:46196", "right": "pull_request:47025", "accept": false, - "reason": "Different model families and different test adjustments." - }, - { - "left": "pull_request:46266", - "right": "pull_request:46995", - "accept": false, - "reason": "DINO conversion/modernization versus flash-linear-attention availability; unrelated." - }, - { - "left": "pull_request:46957", - "right": "pull_request:46961", - "accept": false, - "reason": "Different changes and different concerns." + "reason": "Wav2Vec2 SDPA dispatch support vs Diffusion Gemma test tweaks; different code paths." }, { - "left": "pull_request:46961", - "right": "pull_request:46965", + "left": "pull_request:43451", + "right": "pull_request:44517", "accept": false, - "reason": "Workflow normalization versus DeepSeek V4 cache support; unrelated." + "reason": "Model-addition PRs for different models (Molmo2 vs Qwen3-TTS), not duplicates." }, { - "left": "pull_request:46196", - "right": "pull_request:46965", + "left": "pull_request:46707", + "right": "pull_request:47019", "accept": false, - "reason": "Different models and different bugs." + "reason": "FSDP2 module/migration and masking-utils correctness guard are unrelated changes." }, { - "left": "pull_request:46266", - "right": "pull_request:46957", + "left": "pull_request:45694", + "right": "pull_request:47035", "accept": false, - "reason": "Different model modernization work versus generation optimization; unrelated." + "reason": "TrainingArguments split-batches fix vs Neuron compile-backend default; different problems." }, { - "left": "pull_request:43451", - "right": "pull_request:44517", + "left": "pull_request:46995", + "right": "pull_request:47003", "accept": false, - "reason": "Different model additions and no shared bug/change." + "reason": "Flash-linear-attention availability check vs OpenVINO exporter implementation; unrelated feature work." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft edge, 46895 vs 46958, is a reasonable same-bug duplicate for the CohereASR double-shift fix, though their implementations are not literally near-identical. The remaining false verdicts are appropriately cautious given the different models, bugs, or subsystems." + "accept": false, + "feedback": "The summary is mostly conservative, but it overstates the one accepted pair. The packet does not ground 46903 and 46958 as the same duplicate bugfix: 46903 is issue-targeted to 46901, has a PPFormulaNet-focused title, and only shares some CohereASR file edits; 46958 is a separate CohereASR-specific fix using a different implementation. That is enough to keep the duplicate claim soft, not definitive. The rest of the rejections look conservative and grounded." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -22188,6 +22139,7 @@ "pull_request:46658", "pull_request:46707", "pull_request:46836", + "pull_request:46895", "pull_request:46907", "pull_request:46908", "pull_request:46912", @@ -22197,12 +22149,12 @@ "pull_request:46950", "pull_request:46951", "pull_request:46957", + "pull_request:46958", "pull_request:46961", "pull_request:46968", "pull_request:46970", "pull_request:46971", "pull_request:46986", - "pull_request:46995", "pull_request:47003", "pull_request:47006", "pull_request:47025", @@ -22210,10 +22162,9 @@ "pull_request:47035" ], "soft_pairs": [ - "pull_request:46995|pull_request:47003", "pull_request:44517|pull_request:46836", - "pull_request:44517|pull_request:47003", "pull_request:45694|pull_request:46707", + "pull_request:44517|pull_request:47003", "pull_request:43451|pull_request:47025", "pull_request:43451|pull_request:46957", "pull_request:46196|pull_request:46961", @@ -22221,12 +22172,17 @@ "pull_request:46961|pull_request:47003", "pull_request:46961|pull_request:47034", "pull_request:46912|pull_request:46961", + "pull_request:46658|pull_request:46895", "pull_request:43451|pull_request:45694", + "pull_request:43451|pull_request:46895", "pull_request:45694|pull_request:47003", + "pull_request:46895|pull_request:47003", "pull_request:45694|pull_request:46836", + "pull_request:46836|pull_request:46895", "pull_request:46912|pull_request:47034", "pull_request:43451|pull_request:46968", "pull_request:46968|pull_request:47003", + "pull_request:46895|pull_request:46958", "pull_request:46950|pull_request:46971", "pull_request:46949|pull_request:46950", "pull_request:46949|pull_request:46951", @@ -22260,286 +22216,334 @@ "pull_request:46836|pull_request:47035", "pull_request:46836|pull_request:46912" ], - "prepared_review_unit_hash": "baf797641ff814af977ecde9b2d698287a4d9af358a590c92b03dcefd4d8a705", + "prepared_review_unit_hash": "d67d4fa946da5a1048aecd7e600fdef20e2a50c3f3f5293d21626683610cb63c", "component_budget": { "node_count": 38, "item_count": 38, - "soft_pair_count": 121, - "serialized_chars": 136119, - "estimated_input_tokens": 34030, - "estimated_eval_tokens": 68316 + "soft_pair_count": 125, + "serialized_chars": 137708, + "estimated_input_tokens": 34427, + "estimated_eval_tokens": 69110 }, "budget": { - "node_count": 28, - "item_count": 28, - "soft_pair_count": 49, - "serialized_chars": 80851, - "estimated_input_tokens": 20213, - "estimated_eval_tokens": 40682 + "node_count": 29, + "item_count": 29, + "soft_pair_count": 53, + "serialized_chars": 84925, + "estimated_input_tokens": 21232, + "estimated_eval_tokens": 42720 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly false-positive similarity across unrelated PRs: model additions, exporter/docs changes, trainer/infrastructure tweaks, and isolated test fixes. I don\u2019t see a true duplicate pair here; even the closest-looking Mamba2 pair appears to fix different code paths.", - "confidence": 0.24, + "summary": "These PRs mostly split into unrelated model-addition/docs work and separate model-specific bugfix clusters. The only clear duplicate pair is the CohereASR training-loss double-shift fix; the rest should stay separate.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 46895 is the best canonical anchor because it directly targets issue 46894 and implements the CohereASR double-shift training-loss fix with the model/test changes in one place.", "best_issue_reason": null, - "best_pr_reason": "PR 43451 (Add Molmo2) is the most complete, self-contained representative change in the set: it adds model code, processors, tests, docs, and registry wiring, so it\u2019s the clearest anchor for the broad 'new model support' theme.", + "best_pr_reason": "PR 46895 is the strongest representative of the only true duplicate cluster in this set; it is explicit about the underlying bug and has the clearest issue linkage.", "soft_edge_verdicts": [ - { - "left": "pull_request:46995", - "right": "pull_request:47003", - "accept": false, - "reason": "Different feature areas: flash-linear-attention availability on MLU vs OpenVINO exporter support." - }, { "left": "pull_request:44517", "right": "pull_request:46836", "accept": false, - "reason": "Different models and changes; shared docs/registration patterns are just boilerplate." + "reason": "Different model additions (Qwen3-TTS vs Unlimited OCR); shared docs/auto-mapping files do not indicate the same underlying change." }, { - "left": "pull_request:44517", - "right": "pull_request:47003", + "left": "pull_request:45694", + "right": "pull_request:46707", "accept": false, - "reason": "Unrelated model addition vs exporter infrastructure; no shared bug or code path." + "reason": "Unrelated changes: a TrainingArguments formatting tweak vs native FSDP2 infrastructure." }, { - "left": "pull_request:45694", - "right": "pull_request:46707", + "left": "pull_request:44517", + "right": "pull_request:47003", "accept": false, - "reason": "Trainer batch-size semantics vs native FSDP2 migration are different fixes." + "reason": "Different features in different subsystems: Qwen3-TTS model support vs OpenVINO exporter support." }, { "left": "pull_request:43451", "right": "pull_request:47025", "accept": false, - "reason": "Molmo2 model add vs diffusion-gemma test cleanup; unrelated." + "reason": "Molmo2 model addition is unrelated to DiffusionGemma test cleanup." }, { "left": "pull_request:43451", "right": "pull_request:46957", "accept": false, - "reason": "Molmo2 model addition and finegrained FP8 decode changes are unrelated." + "reason": "Molmo2 model support and RoPE-related implementation/test changes are not the same bug or feature." }, { "left": "pull_request:46196", "right": "pull_request:46961", "accept": false, - "reason": "Wav2Vec2 SDPA dispatch vs Serge patch-normalization workflow; no shared underlying bug." + "reason": "Wave2Vec2 SDPA dispatch work is unrelated to the serge normalization workflow PR." }, { "left": "pull_request:43451", "right": "pull_request:46961", "accept": false, - "reason": "Molmo2 addition vs workflow cleanup; unrelated." + "reason": "Molmo2 model support and CI/workflow normalization are unrelated." }, { "left": "pull_request:46961", "right": "pull_request:47003", "accept": false, - "reason": "Patch-normalization workflow vs OpenVINO exporter feature; unrelated." + "reason": "Cleanup workflow vs OpenVINO exporter are unrelated changes." }, { "left": "pull_request:46961", "right": "pull_request:47034", "accept": false, - "reason": "Workflow cleanup vs Neuron SFT experiment; no common fix." + "reason": "Workflow normalization is unrelated to the Neuron SFT experiment." }, { "left": "pull_request:46912", "right": "pull_request:46961", "accept": false, - "reason": "RoPE tests/internals vs workflow cleanup; different concerns." + "reason": "RoPE test/model changes are unrelated to the workflow PR." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46895", + "accept": false, + "reason": "Step 3.7 Flash model integration and CohereASR loss handling are completely different changes." }, { "left": "pull_request:43451", "right": "pull_request:45694", "accept": false, - "reason": "Molmo2 model support vs training-argument bug fix; unrelated." + "reason": "Molmo2 model support is unrelated to the batch-size/TrainingArguments fix." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46895", + "accept": false, + "reason": "Molmo2 model support is unrelated to the CohereASR training-loss bug." }, { "left": "pull_request:45694", "right": "pull_request:47003", "accept": false, - "reason": "Trainer argument semantics vs OpenVINO exporter; no shared code path." + "reason": "TrainingArguments batch-size behavior and OpenVINO exporter support are unrelated." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47003", + "accept": false, + "reason": "CohereASR loss bugfix and OpenVINO exporter work touch different code paths and cannot be merged as one fix." }, { "left": "pull_request:45694", "right": "pull_request:46836", "accept": false, - "reason": "Trainer batch-size fix vs Unlimited OCR model addition; unrelated." + "reason": "TrainingArguments batch-size fix is unrelated to Unlimited OCR model support." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46895", + "accept": false, + "reason": "Unlimited OCR model support is unrelated to the CohereASR loss bug." }, { "left": "pull_request:46912", "right": "pull_request:47034", "accept": false, - "reason": "RoPE test changes vs Neuron training experiment; unrelated." + "reason": "RoPE test changes and the Neuron finetuning experiment are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46968", "accept": false, - "reason": "Model addition vs docs autolink cleanup; not the same issue." + "reason": "Molmo2 model support and docs autolink cleanup are unrelated." }, { "left": "pull_request:46968", "right": "pull_request:47003", "accept": false, - "reason": "Docs autolink cleanup vs OpenVINO exporter feature; unrelated." + "reason": "Docs autolink cleanup and OpenVINO exporter support are unrelated." + }, + { + "left": "pull_request:46895", + "right": "pull_request:46958", + "accept": true, + "reason": "Both PRs fix the same CohereASR training-loss double-shift bug; they differ only in implementation style and target the same underlying code path, with the same issue target 46894." }, { "left": "pull_request:46950", "right": "pull_request:46971", "accept": false, - "reason": "Same model/failure label, but one changes runtime behavior and the other only test loading args; not the same concrete fix." + "reason": "Both mention Mamba2 OOM, but one changes model code while the other is a test loading tweak; they are not the same concrete fix and are not one mergeable PR." }, { "left": "pull_request:46949", "right": "pull_request:46950", "accept": false, - "reason": "Different models and failure modes; only the test-fix label is shared." + "reason": "Different models and failure modes: AudioFlamingo3/Whisper cache handling vs Mamba2 OOM behavior." }, { "left": "pull_request:46949", "right": "pull_request:46951", "accept": false, - "reason": "Whisper/audioflamingo cache fix vs PEFT loading mismatch fix; unrelated." + "reason": "Whisper/AudioFlamingo3 test fixes are unrelated to the PEFT integration loading change." }, { "left": "pull_request:46927", "right": "pull_request:46949", "accept": false, - "reason": "GLM46V input-id casting fix vs whisper/audioflamingo cache fix; different code paths." + "reason": "GLM46V input-id handling is unrelated to Whisper/AudioFlamingo3 cache/test fixes." }, { "left": "pull_request:46907", "right": "pull_request:46927", "accept": false, - "reason": "FSDP2 module migration vs GLM46V input handling; unrelated." + "reason": "EdgeTam processor kwarg cleanup and GLM46V dtype/input handling are unrelated." }, { "left": "pull_request:46927", "right": "pull_request:46971", "accept": false, - "reason": "GLM46V fix vs Mamba2 OOM/test-loading fix; unrelated." + "reason": "GLM46V fixes and Mamba2 test changes are unrelated." }, { "left": "pull_request:46908", "right": "pull_request:46926", "accept": false, - "reason": "DeepSeekV3.2 test offload tweak vs MiniMax-M3-VL test offload tweak; same testing pattern, different model bugs." + "reason": "DeepseekV32 test offload changes and MiniMax-M3-VL test offload changes are separate model-specific test fixes." }, { "left": "pull_request:46986", "right": "pull_request:47006", "accept": false, - "reason": "GLM OCR model fix vs Gemma3 generation/cache behavior change; unrelated." + "reason": "GLM OCR model fixes and Gemma3 generation-cache fixes are different code paths." }, { "left": "pull_request:46907", "right": "pull_request:46949", "accept": false, - "reason": "FSDP2 migration vs Whisper/audioflamingo cache fix; unrelated." + "reason": "EdgeTam kwarg cleanup is unrelated to AudioFlamingo3/Whisper cache handling." }, { "left": "pull_request:46970", "right": "pull_request:47006", "accept": false, - "reason": "MusicGen Melody test adjustment vs Gemma3 generation logic; unrelated." + "reason": "MusicGen Melody test/model mismatch fixes and Gemma3 generation-cache changes are unrelated." }, { "left": "pull_request:46970", "right": "pull_request:46986", "accept": false, - "reason": "Different models and different failure types; no duplicate bug." + "reason": "MusicGen Melody and GLM OCR are unrelated model-specific fixes." }, { "left": "pull_request:46907", "right": "pull_request:47006", "accept": false, - "reason": "FSDP2 migration vs Gemma3 generation fix; unrelated." + "reason": "EdgeTam processor kwarg cleanup and Gemma3 generation-cache logic are unrelated." }, { "left": "pull_request:46907", "right": "pull_request:46970", "accept": false, - "reason": "Trainer/distributed migration vs MusicGen Melody test fix; unrelated." + "reason": "EdgeTam and MusicGen Melody target different models and failures." }, { "left": "pull_request:46907", "right": "pull_request:46986", "accept": false, - "reason": "FSDP2 migration vs GLM OCR model fix; unrelated." + "reason": "EdgeTam and GLM OCR are unrelated model fixes." }, { "left": "pull_request:46707", "right": "pull_request:47034", "accept": false, - "reason": "Native FSDP2 migration vs Neuron SFT experiment; different scopes and code paths." + "reason": "Native FSDP2 migration and the Neuron training experiment are unrelated infrastructure efforts." }, { "left": "pull_request:46658", "right": "pull_request:46836", "accept": false, - "reason": "Step-3.7-Flash conversion tooling vs Unlimited OCR model addition; different models/features." + "reason": "Step 3.7 Flash model implementation and Unlimited OCR model implementation are unrelated additions." }, { "left": "pull_request:43451", "right": "pull_request:46836", "accept": false, - "reason": "Molmo2 and Unlimited OCR are separate model additions; same repo area, not same change." + "reason": "Molmo2 and Unlimited OCR are separate model additions, not the same change." }, { "left": "pull_request:40546", "right": "pull_request:43451", "accept": false, - "reason": "VibeVoice and Molmo2 are distinct model additions with no shared fix." + "reason": "VibeVoice and Molmo2 are distinct model integration PRs." }, { "left": "pull_request:43451", "right": "pull_request:46658", "accept": false, - "reason": "Molmo2 model support vs Step-3.7-Flash conversion script; unrelated." + "reason": "Molmo2 and Step 3.7 Flash are unrelated model additions." }, { "left": "pull_request:43451", "right": "pull_request:46196", "accept": false, - "reason": "Molmo2 model addition vs wav2vec2 SDPA support; unrelated." + "reason": "Molmo2 model support is unrelated to wav2vec2 SDPA dispatch." }, { "left": "pull_request:43451", "right": "pull_request:47003", "accept": false, - "reason": "Molmo2 model addition vs OpenVINO exporter; unrelated." + "reason": "Molmo2 model support is unrelated to OpenVINO exporter work." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47034", + "accept": false, + "reason": "Molmo2 model support is unrelated to the Neuron finetuning experiment." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47035", + "accept": false, + "reason": "Molmo2 model support is unrelated to the torch-compile Neuron backend default." }, { "left": "pull_request:46196", "right": "pull_request:47003", "accept": false, - "reason": "wav2vec2 SDPA dispatch vs OpenVINO exporter; different subsystems." + "reason": "wav2vec2 SDPA dispatch and OpenVINO exporter support are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47034", + "accept": false, + "reason": "OpenVINO exporter support is unrelated to the Neuron finetuning experiment." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47035", + "accept": false, + "reason": "OpenVINO exporter support is unrelated to torch-compile Neuron backend defaults." }, { "left": "pull_request:46912", "right": "pull_request:47003", "accept": false, - "reason": "RoPE tests vs OpenVINO exporter; unrelated." + "reason": "RoPE test improvements are unrelated to OpenVINO exporter support." }, { "left": "pull_request:46836", "right": "pull_request:47035", "accept": false, - "reason": "Unlimited OCR model addition vs torch_compile backend default for Neuron; unrelated." + "reason": "Unlimited OCR model integration is unrelated to torch-compile backend selection." }, { "left": "pull_request:46836", "right": "pull_request:46912", "accept": false, - "reason": "Unlimited OCR model addition vs RoPE tests; unrelated." + "reason": "Unlimited OCR model support is unrelated to RoPE test changes." } ] }, @@ -22569,7 +22573,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "c786d5292296ee7dda03e4a46d11ea6f5b82974e6583cbd5f440cdbb90faae77", + "prepared_review_unit_hash": "16b406ad0da32ea3f89d6fd63e3a453e92fbe06ed7c32c9bb1a9eea8fe275263", "component_budget": { "node_count": 2, "item_count": 2, @@ -22591,18 +22595,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated: one adds TimesFM covariate forecasting support, the other adds DINOv3 image classification support. They touch different models, code paths, and documentation, so they should not be clustered as duplicates.", - "confidence": 0.98, + "summary": "These are unrelated pull requests: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They do not look like the same underlying change or bug fix.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: the two PRs target different models, different code paths, and different user-facing features.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "pull_request:41224 is the cleaner representative only by being narrower and more self-contained, but it is not a duplicate of the TimesFM PR.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different features in different model families and files (TimesFM forecasting with covariates vs DINOv3 image classification). No shared concrete bug or change path; they are not mergeable into one PR." + "reason": "Different features in different subsystems (TimesFM covariates vs DINOv3 image classification); no shared concrete bug or mergeable change." } ] }, @@ -22723,148 +22727,148 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "9022630ec5467ee9166920425303739393614e0c2ac1934d6687eaa588f77a2b", + "prepared_review_unit_hash": "2d951fdf0d508923761257f881842a2fa41bb94567d00203bd4b486a8dcb27a4", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 34787, - "estimated_input_tokens": 8697, - "estimated_eval_tokens": 17650 + "serialized_chars": 34782, + "estimated_input_tokens": 8696, + "estimated_eval_tokens": 17648 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 34787, - "estimated_input_tokens": 8697, - "estimated_eval_tokens": 17650 + "serialized_chars": 34782, + "estimated_input_tokens": 8696, + "estimated_eval_tokens": 17648 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only one soft-duplicate pair is a true match: the two `fixed_cross_entropy` PRs are the same kwargs-support fix. The rest are just broad semantic overlaps across unrelated model, tooling, or docs changes.", + "summary": "Only one true duplicate pair stands out: the two `fixed_cross_entropy` PRs (#43251 and #43254). The rest are broad-similarity matches across unrelated model additions, refactors, or docs/tests and should stay separate.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43251 is the better canonical representative because it explicitly targets issue #43240 and has the fuller review/history for the same `fixed_cross_entropy` change.", + "canonical_pr_reason": "PR #43251 is the best canonical PR for the duplicate loss fix: it directly targets issue #43240, makes the concrete `cross_entropy` kwarg passthrough change, and has the strongest discussion/review signal among the pair.", "best_issue_reason": null, - "best_pr_reason": "PR #43251 is the best global representative of the cluster because it is the clearest, issue-linked version of the shared cross-entropy kwargs fix; #43254 is the near-duplicate variant.", + "best_pr_reason": "PR #43251 is the strongest global representative because it fixes a specific code-path bug in `fixed_cross_entropy`, is narrowly scoped, and has explicit issue linkage; #43254 is effectively the same change but less clearly anchored.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Unrelated changes: Mistral tokenizer method additions vs adding MobileLLM model files." + "reason": "Unrelated PRs: Mistral tokenizer helper methods vs adding a new MobileLLM model; only broad API/model work similarity." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API work is unrelated to Executorch dynamic-shape export tests." + "reason": "Unrelated: tokenizer method additions vs ExecuTorch dynamic-shape export test." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness is unrelated to adding a new model implementation." + "reason": "Different changes: processor auto-loading robustness vs new model implementation." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs support is unrelated to MobileLLM model addition." + "reason": "Different areas: loss utility kwargs passthrough vs adding MobileLLM." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Same broad ML area, but different bug/change: loss helper kwargs vs Mistral4 test/model fixes." + "reason": "Same loss utility file is not enough; one is cross-entropy kwargs, the other is Mistral4 test/model work." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export tests and Mistral4 test/model fixes are different concrete changes." + "reason": "Different bugs: ExecuTorch export dynamic shapes vs Mistral4 test fixes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Different targets: exportability test coverage vs adding MobileLLM." + "reason": "Different changes: export test coverage vs new model addition." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model work is unrelated to fixing `cls.config` resolution order." + "reason": "Unrelated model addition vs class config resolution ordering fix." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New model addition is unrelated to Falcon output-collection refactor." + "reason": "Different subsystems: MobileLLM model addition vs Falcon output-collection refactor." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor and model-creation skill are unrelated code changes." + "reason": "Different work: Falcon forward/refactor vs model-creation skill/documentation bundle." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Different code paths: Falcon refactor vs Mistral4 model/test fixes." + "reason": "Both touch model code, but they fix different concrete models and code paths." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 fixes are unrelated to the `layrnorm`\u2192`layernorm` rename across CLIP-like models." + "reason": "Mistral4 test fixes are unrelated to the `layrnorm`->`layernorm` naming typo." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 tests/model fixes are unrelated to chat response parsing updates." + "reason": "Mistral4 tests are unrelated to chat response parsing changes." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test fixes are unrelated to adding a TDT loss kernel integration." + "reason": "Different features: Mistral4 tests vs adding a TDT loss kernel." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 fixes are unrelated to class config-resolution ordering." + "reason": "Different code paths: Mistral4 fixes vs config resolution order in `modeling_utils`." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Model/test fixes are unrelated to the new-model scaffolding skill." + "reason": "Unrelated: Mistral4 tests vs model-creation skill and assorted scaffold files." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition is unrelated to the new-model creation skill." + "reason": "Different scope: MobileLLM model addition vs a draft model-creation skill/tooling PR." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Same underlying bug/change: both modify `fixed_cross_entropy` to forward supported `cross_entropy` kwargs (`weight` and `label_smoothing`) in `src/transformers/loss/loss_utils.py`." + "reason": "Same underlying bug and same file: both add supported `cross_entropy` kwargs (`weight`, `label_smoothing`) to `fixed_cross_entropy` and pass them through to `nn.functional.cross_entropy`." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analyst output is grounded in the packet and stays conservative. The single accepted pair, PR #43251 and #43254, is clearly the same `fixed_cross_entropy` kwargs-support change in the same file/function and is mergeable as one bugfix PR. The remaining pairwise rejections are supported by the packet: they involve different files, different features, or different PR intents, so the summary does not overstate evidence." + "feedback": "The summary is grounded in the packet and the soft-edge judgments stay conservative. The only accepted pair, #43251 and #43254, is a true duplicate/mergeable bugfix in the same file with the same issue target and the same `cross_entropy` kwargs passthrough change. The other pairs are reasonably rejected as unrelated or only superficially similar." }, "evaluator_used": true, "retried": false, @@ -22891,7 +22895,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "1379c6fcbab58487047d6ea13f6008cdd1f4e299f0270a790ae83b7ade27b008", + "prepared_review_unit_hash": "895bc03c7b864165ebe6507fec67e0fd7b8bde310d9490e3e1223c2db3102b72", "component_budget": { "node_count": 2, "item_count": 2, @@ -22913,18 +22917,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two workflow-maintenance PRs with overlapping files, but they address different dependency upgrades: one targets Node 24 compatibility for core GitHub Actions, while the other bumps docker/build-push-action and a few related workflow action versions. Shared filenames alone don\u2019t make them the same change.", - "confidence": 0.91, + "summary": "Both PRs are broad GitHub Actions dependency bumps, but they target different underlying changes: PR 42975 upgrades core workflow actions for Node 24 compatibility, while PR 42976 mainly upgrades docker/build-push-action and a few other actions to latest versions. They overlap in workflow files but are not the same concrete fix.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the broader representative: it updates core workflow actions for Node 24 compatibility across many workflows. PR 42976 is a separate, narrower bump focused on docker/build-push-action and related versions.", + "canonical_pr_reason": "PR 42975 is the more canonical representative because it has a clearer, specific purpose (Node 24 compatibility) and a more cohesive set of workflow-action upgrades.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the better cluster representative because it covers the more general GitHub Actions compatibility refresh and is less tied to a single action family.", + "best_pr_reason": "PR 42975 is the best standalone PR candidate because it is narrower and more directly tied to a concrete compatibility goal, whereas PR 42976 is a broader dependency refresh with mixed action upgrades.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Reject: these are distinct maintenance changes. 42975 is about GitHub Actions Node 24 compatibility (checkout/cache/upload-artifact, etc.), while 42976 upgrades docker/build-push-action and a few workflow dependencies. They overlap in workflow files but not in the same concrete code-path or fix." + "reason": "Reject: they are both workflow-maintenance PRs, but they upgrade different actions and address different change sets. Shared workflow filenames alone are not enough to treat them as the same underlying fix or safely merge into one PR." } ] }, @@ -22959,58 +22963,58 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "3f752247d655af9d3c95efa10462952ed3e125cb970075a5b114df6d98deada9", + "prepared_review_unit_hash": "35fca5c7dff0830e3bab3111a14db49b8f59f5b27183a157924f8adbc4d0401c", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13046, - "estimated_input_tokens": 3262, - "estimated_eval_tokens": 6780 + "serialized_chars": 13044, + "estimated_input_tokens": 3261, + "estimated_eval_tokens": 6778 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13046, - "estimated_input_tokens": 3262, - "estimated_eval_tokens": 6780 + "serialized_chars": 13044, + "estimated_input_tokens": 3261, + "estimated_eval_tokens": 6778 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are four independent model-addition PRs (ViT NEPA, Molmo, CTSM, Step3p7). The overlap is mostly expected registry/docs/test churn for onboarding new models, not the same underlying change, so none should be deduped together.", - "confidence": 0.99, + "summary": "All four PRs are separate model-addition efforts with overlapping boilerplate (docs, auto mappings, tests) but different model names, architectures, and codepaths. They are similar in shape, not duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: each item introduces a different model integration and fixes/implements a different code path, so there is no duplicate PR cluster here.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No single best PR for duplicate triage; all four are separate feature PRs rather than alternate submissions for the same work.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions (ViT NEPA vs Molmo) with distinct configs, modeling files, and tests; shared auto/docs edits are incidental." + "reason": "Different models and implementations: ViT NEPA vs Molmo. Shared docs/auto-registry edits are generic model-addition boilerplate, not the same bug/change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model additions (ViT NEPA vs CTSM) and different implementation targets; not the same underlying bug or change." + "reason": "Different model families and codepaths: ViT NEPA vs CTSM. The overlap is only in common registration/docs files." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are separate model-onboarding PRs with different code paths, assets, and tests; overlap is only in shared registration plumbing." + "reason": "Molmo and CTSM are distinct model additions with unrelated modeling files; shared auto-mapping and docs changes are not enough to merge as duplicates." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM vs Step3p7 are distinct model integrations; despite shared auto-mapping/docs work, they are not mergeable as one fix/change." + "reason": "CTSM and Step3p7 are different model integrations touching different modeling/processing stacks. Similar registry/docs churn does not indicate the same underlying change." } ] }, @@ -23059,12 +23063,12 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "16686b45000811059d8354ea47d2d5475900713558c855d4f52327124e9a2120", + "prepared_review_unit_hash": "667eb7856c4f3b4b3f51a999aba5ff0bc3be46244db1e02749f9d34f4bf6030a", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19603, + "serialized_chars": 19604, "estimated_input_tokens": 4901, "estimated_eval_tokens": 10058 }, @@ -23072,7 +23076,7 @@ "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19603, + "serialized_chars": 19604, "estimated_input_tokens": 4901, "estimated_eval_tokens": 10058 }, @@ -23081,108 +23085,108 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Most items are unrelated PRs that happen to look similar by title or test changes. The only true duplicate/same-bug pair is the YOLOS device-mismatch fix pair (46886, 46922), which targets the same issue and same code path.", - "confidence": 0.97, + "summary": "These are mostly unrelated PRs that only share superficial title similarity. The only strong duplicate-like pair is the two YOLOS fixes, which address the same device-mismatch bug and could plausibly be merged together.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46922 is the strongest representative of the YOLOS bug: it explicitly patches the forward-path device mismatch in `modeling_yolos.py`, targets the same issue (46869), and includes the runtime fix rather than only the split-module workaround.", + "canonical_pr_reason": "PR 46922 is the best representative overall because it fixes the concrete YOLOS runtime mismatch in the forward path and is tied to the explicit issue target; 46886 is a narrower companion sharding fix rather than the clearest standalone representative.", "best_issue_reason": null, - "best_pr_reason": "PR 46922 is the best overall PR in this set because it is the clearest concrete bug fix with an explicit issue link and a direct code-path correction for YOLOS device-map execution.", + "best_pr_reason": "PR 46922 is the strongest single PR here: it directly addresses the device placement bug that triggers the YOLOS mismatch, while the other items are unrelated test/config/infra changes.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both are test-focused, but they cover different models and different behaviors (Whisper tokenization vs CLIP/ViT test edits). Similar title style is not enough to make them the same bug." + "reason": "Both are test-focused, but they touch unrelated models (Whisper vs CLIP/ViT) and different issues; no same underlying bug." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper test/tokenization changes and FP8 dequant/model-loading changes are unrelated code paths and bugs." + "reason": "Whisper tokenizer test changes and FP8 dequant logic are unrelated code paths and bugs." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper tokenizer/test work is unrelated to generation watermarking and model generation validation." + "reason": "Whisper decoding/tests and generation watermarking validation are different subsystems and failure modes." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper decode fixes and YOLOS device-map fixes address entirely different models and failure modes." + "reason": "Whisper tokenization/tests and YOLOS device-mismatch fixes are unrelated models and fixes." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "These are both test/CI-oriented, but one is generic model tests and the other is Phimoe CI infrastructure; they do not fix the same underlying bug." + "reason": "Generic test edits for CLIP/ViT are unrelated to Phimoe CI/device-map integration changes." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "CLIP/ViT test edits are unrelated to the FP8 dequantization/loading change." + "reason": "Model test tweaks and FP8 dequantization changes do not address the same bug or code path." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Generic model test edits are not the same as generation config/watermarking validation fixes." + "reason": "These are different classes of changes: test-only fixes versus generation config validation and generation-time behavior." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "Different models and different failures: CLIP/ViT tests versus YOLOS device-mismatch runtime fix." + "reason": "CLIP/ViT test-only changes are unrelated to the YOLOS runtime device mismatch fix." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 quantization/dequantization logic and Phimoe integration-test CI setup are different problems." + "reason": "FP8 quantization/dequant changes and Phimoe CI runner memory patching are different problems." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "These touch unrelated subsystems: FP8 dequantization versus generation configuration validation." + "reason": "These fix separate areas: FP8 kernel/dequant behavior versus generation config watermarking validation." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "FP8 loading/kernel padding work is unrelated to YOLOS device placement in the forward pass." + "reason": "FP8 dequant logic and YOLOS device placement are unrelated bugs in different models/subsystems." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation config watermarking validation and Phimoe CI/runtime environment fixes are different issues." + "reason": "Generation-config validation and CI/device-memory handling are not the same underlying issue." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Generation watermarking/config handling is unrelated to the YOLOS device-mismatch bug." + "reason": "Watermarking-config validation and YOLOS device mismatch are unrelated fixes." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "Phimoe integration-test CI patches do not address the YOLOS device-map runtime error." + "reason": "Phimoe integration test infrastructure changes are unrelated to the YOLOS model runtime bug." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Both target the same YOLOS device-mismatch issue (explicitly linked to 46869) in the same file and same code path; one adds the forward-path tensor move and the other tightens split-module handling, so they are plausibly mergeable into one PR." + "reason": "Both target the same YOLOS device-mismatch problem and same issue target; one fixes sharding placement, the other fixes mid-position embeddings on the correct device, so they could plausibly be merged together." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: 46922 and 46886 are the only pair with shared issue target 46869 and the same YOLOS file, so treating them as the same bugfix is reasonable and mergeable into one PR. The other pairwise rejections stay conservative and the writeup does not rely on unsupported evidence." + "feedback": "The summary is grounded in the packet, the non-YOLOS pairs are conservatively rejected, and the YOLOS pair is a plausible single-bugfix merge candidate based on the shared file, shared issue target, and complementary device-placement fixes." }, "evaluator_used": true, "retried": false, @@ -23212,12 +23216,12 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "a991d718e48f95ad945161c8c162524d8a9189892eda55a4322d145dfffa3ecf", + "prepared_review_unit_hash": "b27043461a7add63fabf9f5faf3f648f527de446e36ca4908188f1fec56afc16", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6349, + "serialized_chars": 6350, "estimated_input_tokens": 1588, "estimated_eval_tokens": 3432 }, @@ -23225,7 +23229,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6349, + "serialized_chars": 6350, "estimated_input_tokens": 1588, "estimated_eval_tokens": 3432 }, @@ -23234,30 +23238,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated open '[don't merge]' PRs: one tweaks packaging/versioning, one changes several CI/commenting workflows, and one switches a security-gate workflow trigger. The shared overlap is only superficial, so they should not be clustered as duplicates.", - "confidence": 0.95, + "summary": "These are three separate '[don't merge]' test/CI PRs with only superficial similarity. They touch different files and implement different behaviors, so none should be deduplicated.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the three PRs target different code paths and workflows, and the visible overlap is only broad repo/CI infrastructure.", + "canonical_pr_reason": "No canonical PR: the three PRs address different non-overlapping test or workflow tweaks rather than the same concrete change.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a strong cluster representative because none appears to fix the same concrete problem as the others.", + "best_pr_reason": "PR 43532 is the most representative of the cluster by breadth and discussion activity, but it is still a distinct change from the others.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Packaging/versioning changes in setup.py do not match a PR that retargets a security-gate workflow; different subsystems and no shared bug/change." + "reason": "Different underlying changes: 43488 modifies setup/versioning and a ViT test, while 46747 changes the PR security-gate workflow trigger. They do not fix the same code path." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "One PR is about repo bot/package metadata, the other is about workflow/comment CI behavior; the shared vit test filename looks incidental, not the same underlying change." + "reason": "Only overlap is a shared ViT test file, but 43488 is about setup/dependency/version plumbing and 43532 is about workflow/comment CI and test harness behavior. Not the same change." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both touch GitHub Actions, but they modify different workflows for different purposes, so they are not the same concrete fix and should not be merged together." + "reason": "Both touch workflows, but they change different CI jobs and different trigger logic. They are not the same concrete bug or mergeable into one PR." } ] }, @@ -23287,12 +23291,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "56cc15ad91eaf44e17e390b5d9f8ed3edccfe64c574b5ff1403ffeb861d43c09", + "prepared_review_unit_hash": "b8e595f41ff478d1f8aba27abb011ad037d3336278dd9a85ef09fd4ec33a71f2", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -23300,7 +23304,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -23309,18 +23313,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two related but distinct PRs adding different segmentation pipelines: one for Promptable Concept Segmentation and one for Promptable Visual Segmentation. They share scaffold/docs patterns, but they target different APIs and model integrations, so they should not be deduplicated.", - "confidence": 0.96, + "summary": "Both items are pull requests adding new segmentation pipelines, but they target different features and different concrete code paths: promptable concept segmentation vs promptable visual segmentation. They share infrastructure and docs updates, but they are not duplicates and should not be merged into one PR.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 43613 is the broader and more central segmentation-pipeline addition in this pair, with more associated model/test coverage and a wider implementation footprint.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a duplicate of the other; they implement different pipeline features and should remain separate. If forced to pick the most central one for the cluster, 43613 is slightly broader, but it is not a canonical duplicate target.", + "best_pr_reason": "PR 43613 is the stronger representative of the cluster because it has the larger, more complete feature surface and broader validation coverage.", "soft_edge_verdicts": [ { - "left": "pull_request:43612", - "right": "pull_request:43613", + "left": "Add Promptable Concept Segmentation pipeline", + "right": "Add Promptable Visual Segmentation pipeline", "accept": false, - "reason": "They are different feature additions with different pipeline names, docs pages, tests, and model integrations. Shared scaffolding alone is not enough to treat them as the same change." + "reason": "Different pipeline features with different implementation targets and test/model coverage; shared docs and infrastructure are not enough to treat them as the same underlying change." } ] }, @@ -23350,40 +23354,40 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "612c9a877430054869a63e842b6e8effd22a4c922134df1c3a5aa467e73142ae", + "prepared_review_unit_hash": "1c9671817a8054ecae7bd21f5db145ee4914ad7dd8f4737d82b58aa5c464e942", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4292, - "estimated_input_tokens": 1073, - "estimated_eval_tokens": 2402 + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4292, - "estimated_input_tokens": 1073, - "estimated_eval_tokens": 2402 + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated Trainer enhancements in the same file: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers/PEFT models. They do not look like the same underlying change.", + "summary": "Two open PRs touch `src/transformers/trainer.py` but address different trainer extensibility points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers/PEFT models. They are not the same underlying change and should not be merged as duplicates.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43651 is the more concrete bugfix-oriented change; 43663 is a separate refactor/API extension with different behavior and purpose.", + "canonical_pr_reason": "No true duplicate PR exists here. If one PR must be treated as the canonical representative of the cluster, PR #43651 is the more concrete bugfix-oriented change, with a narrowly defined runtime behavior update in `training_step`.", "best_issue_reason": null, - "best_pr_reason": "PR 43651 is the best representative if one PR must be chosen because it targets a specific runtime correctness issue and is more narrowly scoped.", + "best_pr_reason": "PR #43651 is the better standalone representative because it targets a specific correctness issue in loss scaling and includes the direct behavioral change, whereas PR #43663 is a refactor/helper extraction for column filtering.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different code paths and goals: 43651 adjusts loss normalization during training steps, while 43663 exposes signature-column computation for custom trainers. Shared filename alone is not enough to treat them as duplicates." + "reason": "Both touch `trainer.py`, but one fixes gradient-accumulation loss normalization and the other adds `_get_signature_columns` for custom column filtering. Different code paths, different behaviors, not plausibly one merged PR." } ] }, @@ -23413,12 +23417,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "f116ba549c4bf05f559eeb59763afc960de3eb147a8e8506d2a725ff1745abb8", + "prepared_review_unit_hash": "48ae5a824445a4236ea8534e15fe2e9795f8085820d2dbe4f364ee099e8e5599", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -23426,7 +23430,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -23435,18 +23439,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same CLI file and both mention TypeAdapter NameError, but they address different runtime failures and use different fixes. They should not be merged as duplicates.", - "confidence": 0.9, + "summary": "Two open PRs touch the same CLI file and both mention TypeAdapter-related NameErrors, but they target different concrete causes and fixes. They are related, not duplicates.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43842 is the more direct, narrowly scoped fix for the concrete runtime failure described in its title: it imports TypeAdapter only under TYPE_CHECKING and quotes the annotation, targeting the pydantic-not-installed NameError specifically.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #43842 is the best representative of the cluster because it is the clearest single-bug fix with a precise failure mode and minimal code change in the relevant path.", + "best_pr_reason": "PR 43656 is the better representative of the cluster because it is the broader CLI TypeAdapter NameError fix and has an explicit issue link; PR 43842 is a narrower pydantic-not-installed variant.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Reject: both are in src/transformers/cli/serve.py and both mention TypeAdapter, but #43656 is a broader annotations/forward-reference cleanup for a CLI NameError, while #43842 specifically fixes the missing-pydantic TypeAdapter import path. They are related, not the same underlying bug or mergeable into one PR without conflating separate fixes." + "reason": "Same file and similar symptom, but the fixes are not the same concrete bug: 43656 adds future-annotations/typing cleanup for CLI annotations, while 43842 specifically avoids evaluating TypeAdapter when pydantic is absent. They are related but not mergeable as one duplicate PR." } ] }, @@ -23573,8 +23577,8 @@ "pull_request:44066|pull_request:44072", "pull_request:44013|pull_request:44044", "pull_request:44066|pull_request:44086", - "pull_request:44018|pull_request:44068", "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", "pull_request:44066|pull_request:44068", "pull_request:44018|pull_request:44066", "pull_request:44019|pull_request:44722", @@ -23638,7 +23642,7 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "e3e9448b06872b0caa302d56c42493a59ef5262cc30ae312ed2dc49ccf02888e", + "prepared_review_unit_hash": "ca28453c799feebf01102afe47410bacb89e2eba6b23b73834c901d16039c91b", "component_budget": { "node_count": 28, "item_count": 28, @@ -23651,7 +23655,7 @@ "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75098, + "serialized_chars": 75099, "estimated_input_tokens": 18775, "estimated_eval_tokens": 37806 }, @@ -23660,318 +23664,360 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of model-specific PRs refactoring output tracing / capture_outputs usage. The only clear duplicate families are within GPT-J/GPT-Neo, while most other pairs are just thematically similar but touch different models and code paths.", - "confidence": 0.77, + "summary": "This cluster is mostly a wave of unrelated model-by-model output-tracing refactors sharing the same umbrella issue. The only true duplicate/overlapping PRs are the GPT-J/CodeGen variants and the GPT-Neo pair; the cross-model pairs should stay separate.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the best representative of the GPT-J/CodeGen output-tracing refactor family: it targets the same concrete code paths as the earlier GPT-J PRs, has the explicit issue link, and reads like the most consolidated version of that change.", + "canonical_pr_reason": "PR 44722 is the strongest canonical PR here: it is the latest GPT-J/CodeGen output-tracing refactor, explicitly tied to the tracking issue, and it overlaps with the earlier GPT-J variants that look like revisions of the same change.", "best_issue_reason": null, - "best_pr_reason": "44722 is the clearest single PR for the shared decorator-based output-tracing change, with the broadest direct coverage among the closely related GPT-J PRs.", + "best_pr_reason": "PR 44722 is the best representative of the duplicated GPT-J/CodeGen fix: it has the clearest overlap with the other accepted duplicates and appears to be the most complete/latest version of that concrete code-path change.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different models and code paths; only the tracking issue is shared." + "reason": "Different models/code paths (CVT/FNet vs GPT-J); same umbrella theme is not enough." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families; same output-tracing theme is too broad to treat as duplicate." + "reason": "Unrelated model families and code paths." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both modify GPT-J output-tracing behavior in the same file; the GPT-J-only PR looks like a narrower variant of the broader GPT-J/CodeGen refactor." + "reason": "Same GPT-J output-tracing refactor in the same file; 44085 looks like a narrower version of the same change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "ResNet and EfficientNet are separate model implementations; this is just the same refactor pattern." + "reason": "Different model implementations (ResNet/RegNet/RT-DETR vs EfficientNet); not the same concrete fix." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Different models and distinct code paths; shared issue link is not enough." + "reason": "EfficientNet output tracing vs GPT-J/CodeGen output tracing are unrelated changes." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different models; these are parallel refactors, not the same fix." + "reason": "GPT-J/CodeGen and EfficientNet are separate code paths." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "Different model code paths; same standardization effort only." + "reason": "MobileNetV2 and DeBERTa are unrelated model changes." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen versus MGP-STR are unrelated model paths." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44068", - "accept": true, - "reason": "Same GPT-Neo file and same output-tracing refactor; 44068 looks like the more complete follow-up of 44018." + "reason": "GPT-J/CodeGen change vs MGP-STR change; not the same bug." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "Different models and implementations; only the refactor pattern matches." + "reason": "Different models and different forward paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo output-tracing refactor in the same model/file; these look like duplicate revisions." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are separate model paths." + "reason": "GPT-J/CodeGen vs GPT-Neo are different concrete code paths." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "Different models; same standardized-output theme is not enough." + "reason": "GPT-Neo and GPT-J/CodeGen are separate model fixes." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated model paths." + "reason": "ResNet output tracing vs GPT-J/CodeGen output tracing; unrelated implementations." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "Different models and unrelated concrete code paths." + "reason": "MGP-STR and GPT-J/CodeGen are different code paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are different code paths." + "reason": "ResNet and GPT-J fixes are unrelated." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "Different models; same refactor pattern only." + "reason": "GPT-Neo and ResNet are different models with different changes." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are distinct model implementations." + "reason": "ResNet vs MPT; same broad refactor theme only." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are separate model paths." + "reason": "GPT-Neo and GPT-J/CodeGen are separate concrete fixes." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated model implementations." + "reason": "GPT-Neo and Flaubert/XLM are different model code paths." }, { - "left": "pull_request:44068", + "left": "pull_request:44019", "right": "pull_request:44116", "accept": false, - "reason": "Different models; shared output-tracing refactor theme only." + "reason": "ResNet and Flaubert/XLM are unrelated." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are different code paths." + "reason": "MPT and GPT-J/CodeGen are different implementations." }, { - "left": "pull_request:44085", + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo vs GPT-J; same pattern, different model." + }, + { + "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are separate model paths." + "reason": "GPT-Neo and MGP-STR are unrelated." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are different code paths." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are unrelated concrete fixes." + "reason": "GPT2 and MGP-STR are unrelated fixes." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are different model implementations." + "reason": "GPT2 vs GPT-J/CodeGen; different model code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44098", + "accept": false, + "reason": "SegFormer and ViLT are different model families." }, { - "left": "pull_request:44098", + "left": "pull_request:44073", "right": "pull_request:44101", "accept": false, - "reason": "ViLT versus Flaubert/XLM; same tracing theme but not the same change." + "reason": "VisualBert and Flaubert/XLM are unrelated." }, { "left": "pull_request:44018", - "right": "pull_request:44017", + "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and Segformer are different models." + "reason": "GPT-Neo and MPT are different model implementations." }, { "left": "pull_request:44017", - "right": "pull_request:44722", + "right": "pull_request:44161", "accept": false, - "reason": "Segformer and GPT-J/CodeGen are separate model paths." + "reason": "SegFormer and LongT5 are unrelated fixes." }, { - "left": "pull_request:44017", + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 and MPT are different code paths." + }, + { + "left": "pull_request:44073", "right": "pull_request:44161", "accept": false, - "reason": "Segformer and LongT5 are unrelated concrete code paths." + "reason": "VisualBert and LongT5 are unrelated." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:44018", + "right": "pull_request:44059", "accept": false, - "reason": "Segformer and VisualBert are different model implementations." + "reason": "GPT-Neo and GPT2 are separate model changes." }, { - "left": "pull_request:44073", + "left": "pull_request:44056", "right": "pull_request:44101", "accept": false, - "reason": "VisualBert and Flaubert/XLM are different code paths." + "reason": "MPNet and Flaubert/XLM are different concrete fixes." }, { - "left": "pull_request:44056", + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT2 and GPT-Neo are different model code paths." + }, + { + "left": "pull_request:44101", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are separate model-specific changes." + "reason": "Flaubert/XLM and LongT5 are unrelated." }, { "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "RegNet and Segformer are different models." + "reason": "RegNet and SegFormer are different models." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPNet are unrelated code paths." + "reason": "RegNet and MPNet are unrelated." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are distinct model implementations." + "reason": "MPT and ImageGPT are separate model implementations." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "TextNet and Flaubert/XLM are different models." + "reason": "SqueezeBert and MPT are unrelated." }, { "left": "pull_request:43997", - "right": "pull_request:44018", + "right": "pull_request:44074", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated concrete fixes." + "reason": "RegNet and TextNet are different models." }, { - "left": "pull_request:43996", + "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "FNet/CVT and LongT5 are separate model paths." + "reason": "MPNet and LongT5 are unrelated fixes." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:43997", + "right": "pull_request:44161", "accept": false, - "reason": "FNet/CVT and Segformer are different model implementations." + "reason": "RegNet and LongT5 are different code paths." }, { "left": "pull_request:44010", - "right": "pull_request:44071", + "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert and MPT are unrelated model-specific changes." + "reason": "SqueezeBert and VisualBert are unrelated model changes." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "SqueezeBert and VisualBert are different code paths." + "reason": "TextNet and LongT5 are different implementations." }, { - "left": "pull_request:44010", - "right": "pull_request:44018", + "left": "pull_request:43996", + "right": "pull_request:44161", "accept": false, - "reason": "SqueezeBert and GPT-Neo are separate model implementations." + "reason": "CVT/FNet and LongT5 are unrelated." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and SegFormer are different model families." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and DeBERTa v2 are different models." + "reason": "SqueezeBert and DeBERTa are different code paths." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa v2 and TextNet are unrelated concrete changes." + "reason": "DeBERTa and TextNet are unrelated fixes." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor family; 44722 appears to be the consolidated follow-up." + "reason": "Same GPT-J/CodeGen output-tracing change; 44722 is the later overlapping revision." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both edit GPT-J output-tracing in the same file and appear to be variations of the same refactor." + "reason": "Both target the same GPT-J output-tracing refactor in the same file; 44722 subsumes the narrower GPT-J-only version." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model paths." + "reason": "GPT-J and SpeechT5 are unrelated model changes." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "FNet/CVT and ResNet are different models." + "reason": "Different model families and concrete code paths." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "FNet/CVT and SpeechT5 are separate concrete code paths." + "reason": "CVT/FNet and SpeechT5 are unrelated." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa v2 and SpeechT5 are unrelated model implementations." + "reason": "DeBERTa and SpeechT5 are different fixes." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa v2 and Vits are different code paths." + "reason": "DeBERTa and VITS are unrelated model implementations." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The accepted GPT-J/GPT-Neo pairings are supported by shared files and/or the same issue target, and the rejected pairs are mostly clearly different model-specific code paths. The representative PR choice (44722) is also defensible as the consolidated GPT-J/CodeGen version. " + "feedback": "The summary is well grounded in the packet: the accepted overlaps are limited to the GPT-J/CodeGen revisions and the GPT-Neo revisions, and the rejected pairs are conservatively treated as different model/code-path fixes. The canonical PR choice of 44722 is also supported as the later, broader GPT-J/CodeGen revision." }, "evaluator_used": true, "retried": false, @@ -24009,7 +24055,7 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "02fa3e09c67093b8dd1ec7d40e71a2845f12919b4237b1044599097363e4ede6", + "prepared_review_unit_hash": "108c1a79e8a374de69f21ee627cdf56aa0569df821430c86ad3b185ceaa8e863", "component_budget": { "node_count": 28, "item_count": 28, @@ -24022,7 +24068,7 @@ "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17126, + "serialized_chars": 17125, "estimated_input_tokens": 4282, "estimated_eval_tokens": 8820 }, @@ -24031,48 +24077,48 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a set of thematically similar PRs that standardize output tracing across different model implementations, but they are not duplicates of the same underlying change. Each PR targets a distinct model/code path.", - "confidence": 0.91, + "summary": "These PRs all apply the same standardized output-capture refactor pattern, but to different model implementations (RegNet, SqueezeBert, FocalNet, MPNet, VisualBert, TextNet, ImageGPT, SpeechT5). They are thematically related, not duplicates of the same concrete change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the best canonical representative because it has the clearest scope, an explicit issue target, and a well-described standardized output-capture refactor. It is still model-specific rather than a duplicate of the others.", + "canonical_pr_reason": "No single canonical PR: the cluster is a set of separate model-specific refactors, not one duplicate change.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the strongest overall entry for this cluster: explicit issue linkage, clear title, and a concrete refactor in a single code path. The others are similarly scoped but lack the same metadata clarity.", + "best_pr_reason": "PR 44129 is the strongest standalone candidate: it has an explicit issue target and a more concrete, self-contained SpeechT5 refactor than the other narrowly scoped per-model output-tracing migrations.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are output-tracing refactors, but they touch different model families and different forward paths (FocalNet vs ImageGPT). Same theme, not the same concrete change." + "reason": "Both are output-tracing refactors, but they touch different models and distinct code paths (FocalNet vs ImageGPT); not the same mergeable fix." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are separate implementations with distinct output handling. The overlap is only a shared refactor pattern, not a duplicate bug fix." + "reason": "Same refactor theme, but VisualBert and TextNet are separate implementations with different files and APIs; not one underlying bug/change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet vs VisualBert: similar standardized output-capture work, but different model-specific code paths and no indication they fix the same defect." + "reason": "MPNet and VisualBert are unrelated model code paths; similar decorator migration does not make them duplicates." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These PRs refactor different models' output logic. They are related by tooling approach, not by a single mergeable underlying change." + "reason": "Different model families and different forward/output plumbing; these are separate refactors, not one PR." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model code paths; this is the same broad migration style, not the same change." + "reason": "RegNet and SqueezeBert changes are model-specific output-tracing updates, not the same concrete bug or change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Both use standardized output-capture machinery, but they modify different models and different execution paths. They should not be merged as duplicates." + "reason": "Both adjust output handling, but they affect different architectures (SqueezeBert vs SpeechT5) and are not mergeable as one fix." } ] }, @@ -24152,268 +24198,268 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "02c777a9f991298b335561348cfb40bcd4fb1c32b32e85f4fca3f63b4d0a24ac", + "prepared_review_unit_hash": "e695d71d42edc4d65f6a1ab1ba4c911050afe07fc0fa68699defc78a9d2c9c7a", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40171, - "estimated_input_tokens": 10043, - "estimated_eval_tokens": 20342 + "serialized_chars": 40174, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40171, - "estimated_input_tokens": 10043, - "estimated_eval_tokens": 20342 + "serialized_chars": 40174, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a batch of separate model-specific PRs all doing the same broad output-tracing refactor pattern, but they do not describe the same concrete bug/change. No soft merges should be accepted.", - "confidence": 0.92, + "summary": "This cluster is a set of model-specific PRs all doing the same general output-tracing refactor pattern, but they are not duplicates of one another. They target different model implementations and concrete code paths, so the soft edges should be rejected.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44025 is the cleanest representative: a focused output-tracing refactor limited to the Depth Anything family, with a self-contained diff and minimal extra churn.", + "canonical_pr_reason": "If a representative is needed, PR 44003 is the best anchor because it is the broadest self-contained refactor in the set, spanning both `mamba` and `falcon_mamba` and introducing the new tracing helpers. It is still only a thematic exemplar, not a true duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "PR 44025 is the best single exemplar of the cluster because it is well-scoped, easy to understand, and most representative of the refactor pattern without spanning unrelated model families.", + "best_pr_reason": "PR 44003 is the strongest cluster representative for the same reason: it is the most substantial and cross-file example of the shared tracing refactor theme, while the rest are separate model-specific ports.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Both are output-tracing refactors, but they target different model code paths (timm_backbone vs upernet) and are not the same concrete change." + "reason": "Different model families and code paths; same refactor theme only." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Same broad refactor theme, but unrelated model families and implementations; not one mergeable change." + "reason": "Different models; not the same concrete bug or change." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different models and code paths; the shared output-tracing theme is too generic to treat as a duplicate." + "reason": "Unrelated model implementations; only share output-tracing terminology." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "These touch different architectures and refactor different forward paths, so they are not the same underlying fix." + "reason": "Different subsystems (`timm_backbone` vs `mamba`); cannot be one merged fix." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Both are refactors, but timm_backbone and rwkv are unrelated code paths with distinct implementation changes." + "reason": "Separate model code paths; the similarity is only at the refactor pattern level." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Different model families and different output-capturing changes; not the same concrete bug or change." + "reason": "Different models and tracing implementations; not a duplicate." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "These are separate model-specific refactors, not one shared code-path fix." + "reason": "Separate model families; same broad theme but no shared code path." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 and Depth Anything are unrelated models; the overlap is only the general tracing refactor pattern." + "reason": "Different model families; these are independent model-specific refactors." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Distinct model families and forward signatures; too broad to merge as one PR." + "reason": "Distinct encoder/decoder vs MobileNet code paths; not mergeable as one PR." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Same generic refactor theme, but the encoder-decoder wrapper is a different change from MobileNetV1." + "reason": "Different architectures and files; only the output-tracing pattern matches." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet have different forward paths and different output-tracing implementations." + "reason": "Unrelated models; same tracing refactor idea, but not the same fix." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different architectures and code paths; not the same underlying fix." + "reason": "Different model implementations and concrete forward paths." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "These are unrelated model families with separate refactors, so they cannot be treated as one duplicate change." + "reason": "Different model families; too broad to treat as one duplicate PR." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Different code paths (`vision_text_dual_encoder` vs `codegen`); not the same underlying change." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different models and separate forward-path refactors; only the broad theme matches." + "reason": "Separate models with unrelated forward logic; only the refactor pattern is shared." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated changes despite the shared output-tracing wording." + "reason": "Different model families; no shared concrete bug." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and different implementation details; not mergeable into one PR." + "reason": "Distinct model implementations; cannot plausibly be merged into one PR." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Depth Anything and UnivNet are separate code paths with no concrete shared bug." + "reason": "Different model code paths; similar tracing cleanup only." }, { "left": "pull_request:44002", - "right": "pull_request:44029", + "right": "pull_request:44003", "accept": false, - "reason": "UperNet and RWKV are unrelated model implementations; the overlap is only the refactor style." + "reason": "Separate model families and files; not a duplicate fix." }, { "left": "pull_request:44002", - "right": "pull_request:44003", + "right": "pull_request:44029", "accept": false, - "reason": "Different model families and distinct output-tracing edits; not the same underlying change." + "reason": "Different models; the shared theme is too generic to merge." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba/falcon_mamba and SuperPoint affect different subsystems and forward behaviors." + "reason": "Different architectures and concrete implementations; not the same change." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "These are separate refactors in different models; the shared goal is too broad to be a duplicate." - }, - { - "left": "pull_request:43998", - "right": "pull_request:44004", - "accept": false, - "reason": "Timm backbone and CodeGen are unrelated code paths, so this is not one concrete fix." + "reason": "Different model families and code paths; no single underlying bug." }, { - "left": "pull_request:44001", - "right": "pull_request:44004", + "left": "pull_request:44004", + "right": "pull_request:44001", "accept": false, - "reason": "UnivNet and CodeGen are different models with different output-signature changes." + "reason": "Different models; same kind of refactor, but not the same PR." }, { - "left": "pull_request:44002", - "right": "pull_request:44004", + "left": "pull_request:44004", + "right": "pull_request:44002", "accept": false, - "reason": "UperNet and CodeGen are unrelated implementations; no shared bug or same patch." + "reason": "Unrelated model implementations; cannot be combined as one fix." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Different model families (Depth Anything vs Vision-Encoder-Decoder); the overlap is only the refactor pattern." + "reason": "Different model families (`depth_anything` vs encoder-decoder); not duplicates." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Depth Anything and Speech-Encoder-Decoder are separate wrapper/model paths, not one change." + "reason": "Separate model-specific refactors with no shared code path." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different code paths and architectures; not the same underlying bug." + "reason": "Different architectures; only the output-tracing pattern matches." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Depth Anything and RWKV are unrelated model implementations." + "reason": "Distinct models and forward implementations; not the same change." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different models and different forward APIs; only the generic output-tracing refactor theme matches." + "reason": "Different code paths and model families; too broad to merge." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44027", "accept": false, - "reason": "Vision-Encoder-Decoder and DPR are unrelated changes, not a single concrete fix." + "reason": "Encoder-decoder variants, but still separate model implementations and PRs." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44028", "accept": false, - "reason": "These are separate wrapper-model refactors with different code paths." + "reason": "Different model classes; same refactor theme only." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44029", "accept": false, - "reason": "Vision-Encoder-Decoder and SuperPoint are different subsystems and not the same bug/change." + "reason": "Different concrete code paths; not a duplicate bug or change." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and different output semantics; too broad to merge." + "reason": "Separate model families; cannot be merged into one PR." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech-Encoder-Decoder and SuperPoint are unrelated code paths." + "reason": "Different models and files; shared theme is insufficient for duplicate triage." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different models and different implementation surfaces; not a duplicate patch." + "reason": "Unrelated architectures; not the same underlying fix." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Speech-Encoder-Decoder and DPR are separate changes with no shared concrete fix." + "reason": "Different model implementations; no shared concrete code path." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated models; the matching title is not enough to merge them." + "reason": "Separate model code paths; only broad tracing refactor similarity." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and distinct forward/output behavior changes." + "reason": "Different architectures and implementations; not a duplicate." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are separate model-specific refactors, not one underlying bug or patch." + "reason": "Different model families and forward logic; same pattern, not same change." } ] }, @@ -24443,7 +24489,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "991f8d12d8c481ebc5139ac70347b8be7fa8c132735238f281f691397197d21e", + "prepared_review_unit_hash": "15f188186d0e9c34f7eb983fd10aceb83790b2ea6632158d0fb723b79638782f", "component_budget": { "node_count": 2, "item_count": 2, @@ -24465,18 +24511,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs both add new model support, but for different models and codepaths: PenguinVL vs Voxtral TTS. Their overlap is limited to shared registry/docs plumbing, so they are not duplicates.", + "summary": "These are unrelated model-addition PRs. They share some auto-registration/docs plumbing, but one implements PenguinVL and the other adds Voxtral TTS support, so they should not be deduplicated.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44662 is the better representative of this cluster: it is a full, non-draft model implementation with broad integration and tests, whereas #45401 is a draft PR for a different model.", + "canonical_pr_reason": "PR 45401 is the cleaner representative: it has an explicit issue target and a focused implementation for a single model family.", "best_issue_reason": null, - "best_pr_reason": "PR #44662 is the strongest standalone PR here because it is more mature and complete; #45401 is still draft and targets a separate model addition.", + "best_pr_reason": "PR 45401 is the best-fit PR in the cluster because it is more clearly scoped and explicitly tied to a tracked issue.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model additions with different filenames, docs, and implementation surfaces; shared auto-registry files are generic and do not indicate the same underlying change." + "reason": "Different underlying changes: PenguinVL implementation vs. Voxtral TTS support. Shared auto files are expected for separate model integrations, not evidence of the same bug or mergeable fix." } ] }, @@ -24506,7 +24552,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "44b9816991595fdfa36a7279e61946615f6538b648a9456fa6ee6699cc7c60d4", + "prepared_review_unit_hash": "172e7520053d8e05b1587810b91d03ebb60bb922bd4a2cb631994a886675bd86", "component_budget": { "node_count": 2, "item_count": 2, @@ -24528,18 +24574,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related feature PRs in the same fusion area, but they are not duplicates: PR 44979 adds a new core Module Fusion API, while PR 45363 adds n-to-1 kernel fusion plumbing via KernelConfig and related integration/example code.", - "confidence": 0.93, + "summary": "These PRs are related in theme (fusion), but they target different layers and concrete changes: #44979 adds a general module-fusion API, while #45363 implements a specific n-to-1 kernel fusion flow via KernelConfig and related integration points. They should not be treated as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44979 is the more canonical anchor because it introduces the foundational module_fusion API and tests; it is the core abstraction that the other PR builds around rather than a competing implementation of the same change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 44979 is the best representative for the cluster because it is the broader, cleaner core feature rather than the more specialized kernel-config integration and example in PR 45363.", + "best_pr_reason": "PR #45363 is the more concrete end-to-end feature implementation, with multiple integration files and a runnable example demonstrating the new KernelConfig-based fusion path.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Reject: they operate at different layers of the stack. 44979 adds the new module fusion API; 45363 wires kernel fusion through KernelConfig/model loading and adds an example. They are related, but not the same underlying bug or mergeable into one PR." + "reason": "Different underlying changes: #44979 introduces a standalone module fusion API, while #45363 wires KernelConfig-based kernel fusion into model loading and integrations. Same broad topic, but not the same code-path fix and not mergeable as one PR." } ] }, @@ -24569,7 +24615,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "fbf32e10f3e4f4928a259bcb9086a2bd79af96d0f244183e831d0f768ba25b7e", + "prepared_review_unit_hash": "94a912b50a9c7b53ba86a97c8009a4960e6ded386645bbff1671ad1e4aba40be", "component_budget": { "node_count": 2, "item_count": 2, @@ -24591,18 +24637,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests address the same Mistral tokenizer AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`. PR 45317 is the better representative because it appears to be the same fix plus test coverage.", - "confidence": 0.98, + "summary": "Both pull requests fix the same Mistral regex patch AttributeError in `src/transformers/tokenization_utils_tokenizers.py`; 45317 is the more complete version because it includes the code fix plus a test update.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the cleaner canonical PR: it implements the same code fix as 45086 and also adds a test file, making it the more complete change set.", + "canonical_pr_reason": "`pull_request:45317` is the better canonical PR: it implements the same `_patch_mistral_regex` AttributeError fix as 45086 and also adds test coverage, making it the more complete representative.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is best suited as the cluster representative because it fixes the same concrete bug and is more complete than 45086 due to added regression coverage.", + "best_pr_reason": "`pull_request:45317` is the strongest overall PR for this cluster because it addresses the same concrete bug and includes validation in tests.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug and same code-path fix in the same file; 45317 is effectively a refined version of 45086 with test coverage, so they are duplicative and could be merged into one PR." + "reason": "Same underlying AttributeError fix in the same code path; 45317 looks like a superset with tests, so they are reasonable duplicates." } ] }, @@ -24632,7 +24678,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "df75298f83ee9a549da17eb97b792deec0df90d54f1b92c94464def65e0850ec", + "prepared_review_unit_hash": "b5b5b4508077e385414e94543a502292dc941705d988b603009e144c693af283", "component_budget": { "node_count": 2, "item_count": 2, @@ -24654,18 +24700,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two NemotronH-related PRs overlap on shared model files, but they target different changes: one is a conversion-mapping/refactor PR, the other splits NemotronH into dense/sparse model families with docs and auto-mapping updates.", - "confidence": 0.91, + "summary": "Two NemotronH pull requests overlap on the core model files, but they address different scopes: one refactors NemotronH to inherit GraniteMoeHybrid/conversion mappings, while the other splits NemotronH into dense/sparse variants and updates docs/autos. They are related, not duplicates.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the better canonical representative because it is the larger, more complete NemotronH architecture change, adding dense/sparse model variants and the corresponding documentation/auto-mapping updates; PR 45115 is a narrower conversion-key renaming/refactor.", + "canonical_pr_reason": "PR #45569 is the stronger canonical PR because it is the broader, more complete architecture change and includes the NemotronH model rework plus the new dense/sparse variants; #45115 is a narrower refactor focused on inheritance/conversion mapping.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the best cluster choice for review/triage because it covers the main user-visible structural change in NemotronH, while PR 45115 is a supporting conversion-mapping cleanup rather than the primary model change.", + "best_pr_reason": "PR #45569 is the best representative of the cluster overall because it covers the larger end-state change and subsumes more of the visible NemotronH restructuring work.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They are not the same concrete fix/change. 45115 only adjusts checkpoint conversion and key renaming for NemotronH, while 45569 introduces dedicated NemotronH dense/sparse model definitions, docs, and auto-mapping changes. Shared files reflect a common subsystem, not a mergeable duplicate PR." + "reason": "Not the same concrete change: #45115 is a targeted refactor to make NemotronH inherit GraniteMoeHybrid and adjust conversion mappings, while #45569 introduces separate NemotronH Dense/Sparse model families, docs, and auto-mapping updates. Shared files alone are not enough to treat them as duplicates." } ] }, @@ -24695,7 +24741,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "d7137db8575504122c522ee913fdef7ba72ffae5fd51fbe5438d649858667519", + "prepared_review_unit_hash": "f1eb2830f81e14c4bfd1ceb76949930c981096589e6221cf018a476db6d05a16", "component_budget": { "node_count": 2, "item_count": 2, @@ -24717,18 +24763,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs overlap heavily, but they are not duplicates: one is a broad heterogeneous-model support PR including modeling/cache/masking changes, while the other is a narrower per-layer configuration-only PR. The shared files/docs indicate a common feature area, not the same concrete change set.", - "confidence": 0.95, + "summary": "The two PRs are closely related but not duplicates: #45333 is a narrower per-layer configuration change, while #45332 extends into broader heterogeneous modeling support (cache, masking, modeling utilities, etc.). They share some docs/config files, but they do not appear to fix the same concrete code-path problem.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45332 is the better canonical candidate because it is the broader, more complete implementation of heterogeneous model support and includes the configuration work plus the downstream modeling/cache/masking pieces; PR 45333 is a narrower subset focused on configuration only.", + "canonical_pr_reason": "#45332 is the broader, more complete heterogeneous-support implementation; #45333 is a focused subset on configuration only.", "best_issue_reason": null, - "best_pr_reason": "PR 45332 is the best representative of the underlying feature because it spans the full end-to-end heterogeneous model support, whereas PR 45333 appears to cover only the config portion and would not subsume the rest of the code-path changes.", + "best_pr_reason": "#45332 is the strongest representative of the cluster because it covers the end-to-end feature area, not just the config layer.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related feature area, but not the same change: 45332 adds heterogeneous model support across modeling/cache/masking, while 45333 is limited to per-layer configuration. They would not plausibly be merged as one PR without losing scope distinctions." + "reason": "Related feature work, but not the same change: #45332 adds heterogeneous modeling support beyond config, whereas #45333 only adds per-layer configuration support." } ] }, @@ -24758,7 +24804,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "89963c1dbcb460d86ee3dfadaf7e7312f8e644f168722f67f1d526a3d1b507a0", + "prepared_review_unit_hash": "49b93ce15c0090d5919f22e427236cad8d67b98b679b1b9b020dad9d50d811e2", "component_budget": { "node_count": 2, "item_count": 2, @@ -24780,18 +24826,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are typing-related, but they target different changes: 45415 is a broad repo-wide type-checking/ignore sweep, while 45425 adds specific typing protocols and modeling_utils-related annotations. They do not look like duplicates of the same underlying change.", + "summary": "These are both typing-related PRs, but they address different changes: one is a broad type-checking sweep across many Transformers modules, while the other adds specific typing helper protocols and targeted fixes around PEFT/modeling utilities. They should not be treated as duplicates.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "45425 is the better canonical PR because it is narrower and focused on a specific typing fix set, whereas 45415 is a broad mechanical type-checking pass across many files.", + "canonical_pr_reason": "PR 45425 is the more focused change set: it introduces concrete typing helpers and targeted fixes in a small set of files, whereas 45415 is a broad repo-wide type-checking sweep with many unrelated edits.", "best_issue_reason": null, - "best_pr_reason": "45425 is the best representative of the cluster\u2019s specific typing work; 45415 is a separate, much broader type-checking cleanup rather than the same concrete change.", + "best_pr_reason": "PR 45425 is the best representative for the cluster because it has a narrower, more coherent code change; 45415 is too broad and appears to be a general typing pass rather than the same underlying fix.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are about typing, but 45415 is a wide type-checking/configuration sweep and 45425 is a targeted protocol/annotation update. Different scope and different underlying change, so not a duplicate." + "reason": "Both are about typing, but they do not fix the same concrete code-path problem. 45415 is a wide type-checking cleanup across many files; 45425 adds specific typing protocols and targeted modeling/PEFT adjustments. They could not plausibly be merged as one PR without conflating distinct changes." } ] }, @@ -24821,7 +24867,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "d40a53476cc7e93b428410a5314bfa67955ed8dafe3b16594b0f95ef5c35282c", + "prepared_review_unit_hash": "45df15bc7bdc56b4bffd47a85af15da52f76f057251c31d5a67319d1d22372e6", "component_budget": { "node_count": 2, "item_count": 2, @@ -24843,18 +24889,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related by expert-parallel loading, but they fix different failure modes and code paths, so they should not be merged as duplicates.", - "confidence": 0.93, + "summary": "Two separate EP-related pull requests: one fixes loading/config serialization for accelerate + DeepSpeed ZeRO-3, the other fixes expert parameters being overwritten in FSDP2/rank-0 broadcast. They share a subsystem but not the same underlying bug.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 45662 is the broader and more concrete fix, centered on the actual runtime overwrite problem in the loading path, with coordinated changes across loading and MoE/tensor-parallel code.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the more substantial and concrete fix: it addresses expert parameters being overwritten during sharded/distributed loading. PR 45548 is a narrower config/accelerate-launch compatibility fix.", + "best_pr_reason": "PR 45662 is the strongest representative of the cluster because it addresses a specific, user-visible EP failure mode with a focused code-path fix rather than just adjusting serialization metadata.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Not the same underlying bug. 45548 strips distributed_config from serialization and adds a has_ep helper for EP + DeepSpeed ZeRO-3/accelerate launch loading, while 45662 fixes experts being overwritten by rank-0 broadcast during EP + FSDP2 sharded loading. Shared EP terminology and modeling_utils overlap are not enough to merge them." + "reason": "Both involve expert parallelism, but they fix different failures: 45548 is about preserving distributed_config/has_ep for accelerate + ZeRO-3 loading, while 45662 prevents expert weights from being overwritten in FSDP2/rank-0 broadcast. Not the same bug or mergeable into one PR." } ] }, @@ -24884,7 +24930,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "9c75069d5e28e91f5d7ee59a6b045fdedffa098931257bcec88578d90fa725c4", + "prepared_review_unit_hash": "5b9c7fa3bcb3030068a6b7ed4667ea72f28014b5e505b9a3167b460005045504", "component_budget": { "node_count": 2, "item_count": 2, @@ -24906,18 +24952,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist-related captured_info/test-debug logging collision around `testing_utils.py`; PR 45645 is the broader, more complete fix because it also updates CI log collection to read multiple `captured_info*.txt` files.", - "confidence": 0.92, + "summary": "Both PRs address the same xdist/captured_info debugging-log collision problem under issue #45561. PR 45639 is the smaller library-side fix; PR 45645 appears to be the more complete version that also updates CI artifact collection so the new per-worker logs are preserved and displayed correctly.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the best canonical PR because it contains the core xdist-safe logging fix in `src/transformers/testing_utils.py` and also updates the workflow that consumes those artifacts, making it the more complete end-to-end solution.", + "canonical_pr_reason": "PR 45645 is the broader, more complete implementation: it includes the xdist-safe output handling in `testing_utils.py` plus the workflow change needed to collect multiple `captured_info*.txt` files in CI.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 best represents the cluster since it addresses the underlying artifact-collision bug plus the CI preservation path, whereas PR 45639 is a narrower subset of the same fix.", + "best_pr_reason": "PR 45645 is the best representative for the cluster because it covers the full end-to-end fix, not just the library-side file naming change.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying bug: xdist collisions for patched-test/captured_info logs in `testing_utils.py`. They share the core fix, and 45645 extends it with workflow handling for multiple captured_info files, so they are mergeable as one change set." + "reason": "Same underlying bug: xdist workers colliding on patched testing debug logs/captured_info artifacts. The diffs overlap on the same testing utility path and the workflow change in 45645 is a natural extension of the same fix, so they could plausibly be merged into one PR." } ] }, @@ -25013,40 +25059,40 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "9e995a1637e7f8f5289782abef400d917366e74b4fdeebfbe716644001e6bb8b", + "prepared_review_unit_hash": "60a7caa7a2466a43dfd2345effa59899f4e26bcef8e9a785c53692a3f51e452f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5160, - "estimated_input_tokens": 1290, - "estimated_eval_tokens": 2836 + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5160, - "estimated_input_tokens": 1290, - "estimated_eval_tokens": 2836 + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are not the same change. PR 45932 is a mixed Grafana/CI plus model-implementation update, while PR 46100 is a test migration focused on altclip/vit kernels and related tests.", - "confidence": 0.94, + "summary": "These two PRs are unrelated and should not be clustered as duplicates: #45932 is a mixed Grafana/CI and model-config change, while #46100 is a focused test migration with new kernel/DDP test files.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: 45932 and 46100 target different code paths and purposes, so neither cleanly represents a duplicate pair.", + "canonical_pr_reason": "No canonical PR: the PRs do not fix the same concrete problem or implement the same change.", "best_issue_reason": null, - "best_pr_reason": "PR 46100 is the better representative of a coherent change because it stays within test migration/kernels, whereas PR 45932 mixes CI workflow secrets with unrelated model edits.", + "best_pr_reason": "#46100 is the better representative PR because it is more focused and internally coherent; #45932 is a broad, mixed-purpose change.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Reject: the PRs do not fix the same concrete bug or implement the same change; 45932 is a broad testing/Grafana plus model patch, while 46100 is a test migration for altclip/vit kernels and related tests." + "reason": "Different underlying changes: #45932 touches CI secrets, a Grafana/test-caller workflow, and unrelated model code tweaks; #46100 adds kernel/DDP test migration files. They are not the same code-path fix and would not plausibly merge into one PR." } ] }, @@ -25076,12 +25122,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "4a4973531e051d0c590da628d08538f5ad6a0a881cd4f6e9aef25ac2628576a6", + "prepared_review_unit_hash": "f12b7d8a171614ca2219f59a1417a3073ff20a78f3ef803e98a62b304eb64e67", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5526, + "serialized_chars": 5525, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -25089,7 +25135,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5526, + "serialized_chars": 5525, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -25098,18 +25144,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs overlap in a few distributed files, but they are not the same change. PR #46126 is a focused EP + Trainer integration feature, while PR #46269 is a broad distributed-branch base touching many unrelated areas (FSDP, CI, integrations, model code).", - "confidence": 0.94, + "summary": "These are not duplicates: PR #46126 is a focused EP/Trainer integration feature, while PR #46269 is a broad distributed-branch base PR touching many unrelated areas. The overlap in distributed filenames is too generic to treat them as the same change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "#46126 is the narrower, clearly scoped change; #46269 is an umbrella branch-base PR with many unrelated edits, so it is not the better canonical duplicate target.", + "canonical_pr_reason": "PR #46126 is the more specific, self-contained change centered on EP/Trainer integration and the shared distributed code paths.", "best_issue_reason": null, - "best_pr_reason": "#46126 is the best representative PR for this cluster because it is the most specific concrete change. #46269 is too broad to serve as a clean duplicate/canonical representative.", + "best_pr_reason": "PR #46126 is the best representative of the cluster because it has a clear, narrow purpose; PR #46269 is too broad and mixes many unrelated distributed updates.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Shared filenames are not enough here: #46126 targets EP/router integration, while #46269 is a much larger distributed base PR spanning FSDP, CI, and multiple subsystems. They do not look like the same underlying fix and would not plausibly merge into one PR." + "reason": "They share some distributed files, but the titles, scope, and diffs differ substantially. #46126 targets EP routing/trainer integration; #46269 is a large base branch with many unrelated distributed and CI changes, so they are not the same concrete fix." } ] }, @@ -25177,220 +25223,220 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "0defa7a58d8834d2cd668624284f53ed7d9787f44327dcaea81fc99b04ed3fc5", + "prepared_review_unit_hash": "1107a1832624fffbb760312e8d07b2a3788e7d3bdbeb23a66db3a0f8c29f946e", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26681, - "estimated_input_tokens": 6671, - "estimated_eval_tokens": 13598 + "serialized_chars": 26671, + "estimated_input_tokens": 6668, + "estimated_eval_tokens": 13592 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26681, - "estimated_input_tokens": 6671, - "estimated_eval_tokens": 13598 + "serialized_chars": 26671, + "estimated_input_tokens": 6668, + "estimated_eval_tokens": 13592 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly unrelated workflow-maintenance PRs with superficial YAML similarity. The four pr-ci-security-gate PRs share a file but make different changes, so they are not duplicates of the same concrete fix.", - "confidence": 0.91, + "summary": "These PRs are all small workflow-maintenance changes, but they split across distinct files and distinct operational concerns. The high soft-similarity scores are mostly driven by generic chore titles and shared CI/security themes, not the same underlying fix, so I would not merge any of the proposed pairs as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single PR is a true canonical duplicate representative here: the set contains several unrelated workflow edits, and even the closest matches in .github/workflows/pr-ci-security-gate.yml alter different behavior.", "best_issue_reason": null, - "best_pr_reason": "PR 46554 is the strongest standalone change in the set because it adds the substantive security-gate logic; the other PRs are separate workflow tweaks or minor permission/comment changes.", + "best_pr_reason": "PR 46554 is the strongest standalone change and the closest anchor to the only repeated sub-area (.github/workflows/pr-ci-security-gate.yml), but it still is not a duplicate of the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different behavior; only generic CI/YAML similarity." + "reason": "Different workflows and different bugs: stdin quoting for self-comment CI vs security-gate logic in pr-ci-security-gate.yml." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and unrelated fixes." + "reason": "Same only at the very broad CI-workflow level; one changes self-comment CI command piping, the other changes PR CI security-gate permissions/approval flow." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "One updates self-comment CI; the other only annotates pr-ci-security-gate." + "reason": "Unrelated changes: self-comment CI input handling versus a reusable security-gate workflow reference/comment update." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Unrelated workflow changes; no shared concrete bug." + "reason": "Different workflows and different intent; no shared concrete code-path problem." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow and different command-safety tweak." + "reason": "Both touch shell handling, but in different workflows and contexts; not the same underlying fix." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "SSH runner hardening vs benchmark trigger logic; unrelated." + "reason": "SSH runner hardening versus benchmark trigger expansion; unrelated changes." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflows with no shared code path." + "reason": "Different workflows and different concerns: SSH runner secrets/download safety vs anti-slop permissions." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different workflows and unrelated fixes." + "reason": "SSH runner hardening is unrelated to assign-reviewers checkout ref selection." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different problems." + "reason": "No shared concrete bug/change; one hardens SSH runner, the other changes PR CI security checks." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "SSH runner changes are unrelated to pr-ci-security-gate permissions changes." + "reason": "Different workflow edits with different behavior changes; not duplicates." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow files and unrelated triggers/permissions." + "reason": "Anti-slop permissions and benchmark dispatch behavior are separate workflow changes." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Assign-reviewers vs anti-slop are distinct workflows." + "reason": "Same broad CI area, but one changes anti-slop permissions while the other changes reviewer assignment checkout target." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Unrelated workflow updates." + "reason": "Different workflows and different fixes; only generic chore similarity." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "No shared concrete change; only same broad CI area." + "reason": "Anti-slop permission scoping is unrelated to PR CI security-gate file scanning." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow behavior in different files." + "reason": "Assign-reviewers checkout ref and benchmark workflow_dispatch support solve different problems." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Assign-reviewers and build-image workflows are unrelated." + "reason": "Different workflows and different code paths; not the same change." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Distinct workflows; no duplicate fix." + "reason": "Checkout base ref for reviewer assignment is unrelated to security-gate behavior." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark dispatch change vs build-image shell quoting; unrelated." + "reason": "Both are workflow tweaks, but one adds manual benchmark dispatch while the other fixes shell handling in build-ci-docker-images." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow and different subsystem." + "reason": "Benchmark triggering and security-gate checks are distinct behaviors." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and unrelated fixes." + "reason": "Shell quoting fix in build-ci-docker-images is not the same as PR CI security-gate hardening." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Build-image shell quoting vs pr-ci-security-gate permissions; unrelated." + "reason": "Different workflow files and different fixes; no shared concrete bug." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same workflow file, but one adds security checks and the other changes permissions/approval gating; not the same fix." + "reason": "Same file, but different changes: one adds checkout/diff-based security checks, the other changes permissions and approval gating." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Actual security-gate logic vs a comment-only note about the reusable workflow." + "reason": "Both touch the security-gate workflow, but one modifies logic while the other adds notes around a reusable workflow call." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Different security-gate changes: one adds checks, the other changes secrets passing." + "reason": "Security-gate logic changes versus swapping secrets inheritance for an include; not the same fix." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Permissions/approval gating vs comment-only reusable-workflow note." + "reason": "Same file, but one edits permissions/approval flow and the other changes the reusable workflow invocation commentary; not duplicates." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Different changes to the same workflow file, but not the same concrete bug or fix." + "reason": "Permissions/approval changes are different from secrets inheritance changes." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Commentary about the reusable workflow is not the same change as switching secrets handling." + "reason": "Both concern the reusable security-gate call, but one only adds explanatory comments while the other changes secrets handling; distinct changes." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow files and unrelated updates." + "reason": "Different workflows and unrelated fixes." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "SSH runner hardening vs a reusable-workflow note; unrelated." + "reason": "SSH runner hardening is unrelated to security-gate workflow commentary." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files and unrelated fixes." + "reason": "Different workflow files and different underlying behavior." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "Unrelated workflow changes with no shared code path." + "reason": "No shared concrete bug/change; unrelated workflow hardening vs secrets handling." } ] }, @@ -25483,12 +25529,12 @@ "soft_pairs": [ "pull_request:46281|pull_request:46890" ], - "prepared_review_unit_hash": "731ed6785e71e707162f602c0b9794c16a9d32d0b2f37c6ea7ccd00bd7e55fce", + "prepared_review_unit_hash": "74420008b3ec7dc87373e44a743fc383383ff12244483133d9314073cb616601", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4279, + "serialized_chars": 4280, "estimated_input_tokens": 1070, "estimated_eval_tokens": 2396 }, @@ -25496,7 +25542,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4279, + "serialized_chars": 4280, "estimated_input_tokens": 1070, "estimated_eval_tokens": 2396 }, @@ -25505,18 +25551,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are thematically similar security hardening changes, but they fix different path-traversal entry points in different loader code paths, so they are not duplicates.", - "confidence": 0.97, + "summary": "These are thematically similar security hardenings, but they fix different path-traversal surfaces: one in sharded checkpoint filename resolution from `weight_map`, the other in `transformers_weights` explicit archive-path handling. They are related by subsystem, not the same underlying bug.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: #46281 hardens sharded checkpoint index handling in `hub.py`, while #46890 validates `transformers_weights` in `modeling_utils.py`; they address different inputs and code paths.", + "canonical_pr_reason": "PR 46281 is the clearer representative fix: it patches the sharded-checkpoint loader directly and validates index-derived shard paths against traversal outside the model directory.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good global duplicate representative because each targets a separate vulnerability surface and would not plausibly be merged as one change.", + "best_pr_reason": "PR 46281 is the stronger standalone representative for this cluster because it addresses a concrete loader-path traversal bug with a focused, self-contained fix.", "soft_edge_verdicts": [ { "left": "pull_request:46281", "right": "pull_request:46890", "accept": false, - "reason": "Both are path-traversal fixes, but one validates shard filenames from a checkpoint index in `hub.py` and the other validates `transformers_weights` in `modeling_utils.py`; different sources, different code paths, not the same bug." + "reason": "Reject: both are path-traversal mitigations, but they protect different inputs and code paths (`weight_map` shard filenames vs `transformers_weights` archive filenames). They are not the same bug and would not naturally merge into one PR." } ] }, @@ -25546,7 +25592,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "70b49722b3548dc6f45f0796e1daf8fbabb4fa0f55f46fd2ee1d6f2c879bf3f7", + "prepared_review_unit_hash": "5c182884cbbfe51be49ad95d3a28f469927e72b72a2949dfe19634073256c8ea", "component_budget": { "node_count": 2, "item_count": 2, @@ -25568,18 +25614,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated pull requests: one fixes CodeLlama decode stripping in the tokenizer implementation, while the other fixes DeepSeek-Coder/DeepSeek-LLM loading via the wrong tokenizer class in auto-tokenization. They share a broad tokenizer/loading theme but not the same underlying bug or code path.", - "confidence": 0.96, + "summary": "These two PRs are unrelated: one fixes CodeLlama decode stripping, the other fixes DeepSeek tokenizer-class resolution. They should not be clustered as duplicates.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR for the cluster because the two PRs address different bugs; if one must be chosen as the closest anchor, pull_request:46580 is slightly more central to tokenizer-class routing in AutoTokenizer.", + "canonical_pr_reason": "No clear canonical PR: 46574 addresses CodeLlama decoding, while 46580 addresses DeepSeek checkpoint-to-tokenizer routing; different bugs and code paths.", "best_issue_reason": null, - "best_pr_reason": "No single best PR for the cluster: pull_request:46574 is a concrete tokenizer decode fix, while pull_request:46580 is a broader checkpoint-to-tokenizer routing fix. If forced, 46580 is the better representative of the cluster theme, but the pair should not be merged as duplicates.", + "best_pr_reason": "Neither PR is a good global representative for the pair because they solve separate model-specific issues rather than the same underlying change.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different underlying problems and code paths: CodeLlama decoder stripping vs. DeepSeek model-type/tokenizer-class resolution. They are not the same fix and would not plausibly merge into one PR." + "reason": "Different problems and different affected paths/models: CodeLlama decode-space stripping vs DeepSeek tokenizer-class selection." } ] }, @@ -25611,12 +25657,12 @@ "pull_request:46781|pull_request:46993", "pull_request:46993|pull_request:46994" ], - "prepared_review_unit_hash": "488cd5437f03194f0169687a13d4efbc8df88594b4163ad8a04a0e29b41f1c62", + "prepared_review_unit_hash": "e541af88cc8e88f5b9e0f3a223f23b5b2f0b908b2056ab2d6b129b21a8b7634c", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6604, + "serialized_chars": 6603, "estimated_input_tokens": 1651, "estimated_eval_tokens": 3558 }, @@ -25624,7 +25670,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6604, + "serialized_chars": 6603, "estimated_input_tokens": 1651, "estimated_eval_tokens": 3558 }, @@ -25633,24 +25679,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are distinct fixes in generation/cache validation; the soft-similarity links are superficial and do not indicate the same underlying bug or change.", - "confidence": 0.96, + "summary": "These are three unrelated pull requests in generation and cache validation; they are not duplicate fixes and should stay separate.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR stands out because the three PRs fix different bugs in different code paths (cache validation, prompt lookup decoding, and generation logits validation).", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 46993 is the clearest self-contained bug fix with an explicit regression test, but it is not a better representative of the whole cluster than the others because the cluster is not a duplicate set.", "soft_edge_verdicts": [ { "left": "pull_request:46781", "right": "pull_request:46993", "accept": false, - "reason": "Different code paths and bugs: one guards QuantizedCache against unsupported layer types, the other fixes prompt lookup decoding length accounting. They do not appear mergeable into a single PR." + "reason": "Different subsystems and failures: QuantizedCache layer-type validation versus prompt lookup decoding max_length handling. No shared code path or same underlying bug." }, { "left": "pull_request:46993", "right": "pull_request:46994", "accept": false, - "reason": "Both touch generation validation, but they fix unrelated inputs and failures: prompt lookup max_length handling vs empty token lists in bad_words_ids/sequence_bias. Not the same concrete bug." + "reason": "Distinct generation behaviors: one fixes prompt lookup decoding length budgeting, the other tightens validation for empty bad_words_ids/sequence_bias inputs. They are separate bugs, not one change." } ] }, @@ -25680,7 +25726,7 @@ "soft_pairs": [ "pull_request:47026|pull_request:47046" ], - "prepared_review_unit_hash": "cea407926a8ce26e9ee7205d229a9a164b4ec4da8e44a0c13ec8414b9c8c6038", + "prepared_review_unit_hash": "73330786e4e73816eb5cb59518c6990ae55ac98c848e0c999e894c200ff5f8b0", "component_budget": { "node_count": 2, "item_count": 2, @@ -25702,18 +25748,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open xLSTM PRs appear to address the same train-mode forward crash around `return_last_states=False` in `src/transformers/models/xlstm/modeling_xlstm.py`; the second PR broadens the fix to `use_cache` as well and adds tests.", - "confidence": 0.87, + "summary": "Two xLSTM PRs target the same tracked issue, but they appear to be related rather than exact duplicates: one is a narrow fix for train_with_padding/return_last_states, while the other broadens the fix to additional train-mode/use_cache crashes and tests.", + "confidence": 0.74, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47046 is the better canonical PR because it looks like the more complete follow-up fix for the same xLSTM train-mode crash, covering `return_last_states=False` and `use_cache` and including tests, while still targeting the same issue/file.", + "canonical_pr_reason": "PR #47046 is the better canonical PR because it is broader, appears to subsume the narrower crash fix, and includes additional handling/tests around the same xLSTM forward path.", "best_issue_reason": null, - "best_pr_reason": "PR 47046 is the best representative of the cluster because it appears to subsume the narrower crash fix and is the more fully packaged resolution for the shared xLSTM forward-path bug.", + "best_pr_reason": "PR #47046 is the strongest representative of the cluster since it addresses the same xLSTM training crash family but more completely than #47026.", "soft_edge_verdicts": [ { "left": "pull_request:47026", "right": "pull_request:47046", - "accept": true, - "reason": "Same underlying xLSTM forward/train-mode bug in the same file and same issue target; 47046 looks like a superset of the `return_last_states=False` crash fix, so they could plausibly be merged into one PR." + "accept": false, + "reason": "Related, but not the same concrete change: #47026 fixes the train_with_padding + return_last_states=False crash, while #47046 also covers use_cache and broader train-mode behavior. They share a file and issue target, but this is not a strict duplicate pair." } ] }, @@ -25743,40 +25789,40 @@ "soft_pairs": [ "pull_request:47032|pull_request:47045" ], - "prepared_review_unit_hash": "b655abb2993b88dc34785bf666b76e3d61b6699677e5681a5d74e3a7d18f194a", + "prepared_review_unit_hash": "113991df05eec3e65fbbfe11e1eb3c1a8e1b37e04ccfcfe5a61ffc804e8f8dbb", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4344, - "estimated_input_tokens": 1086, - "estimated_eval_tokens": 2428 + "serialized_chars": 4345, + "estimated_input_tokens": 1087, + "estimated_eval_tokens": 2430 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4344, - "estimated_input_tokens": 1086, - "estimated_eval_tokens": 2428 + "serialized_chars": 4345, + "estimated_input_tokens": 1087, + "estimated_eval_tokens": 2430 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are unrelated: one changes stop_sequence handling in the image-text-to-text pipeline, while the other changes audio-format handling in Voxtral transcription requests. They do not look like the same underlying bug or the same mergeable change set.", - "confidence": 0.97, + "summary": "The two pull requests address unrelated bugs in different components: image-text-to-text stop sequence handling vs. Voxtral audio format validation/encoding.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR for this cluster: the PRs fix different user-facing behaviors in different code paths and should remain separate.", + "canonical_pr_reason": "No canonical PR for duplication: the PRs target different code paths and solve unrelated problems.", "best_issue_reason": null, - "best_pr_reason": "No single best PR for the cluster because the items are unrelated; if one must be named, PR #47032 is the more self-contained pipeline bugfix, but it is not a cluster representative of #47045.", + "best_pr_reason": "PR #47045 is the stronger standalone fix because it addresses a concrete validation/runtime failure in Voxtral transcription requests with a clear, self-contained change.", "soft_edge_verdicts": [ { "left": "pull_request:47032", "right": "pull_request:47045", "accept": false, - "reason": "Different components and failure modes: #47032 alters stop_sequence/stop_strings behavior in image-text-to-text generation, while #47045 validates and encodes scalar audio formats in Voxtral transcription. They do not fix the same concrete bug or belong in one merged PR." + "reason": "Different subsystems and behaviors: one changes pipeline stop-sequence handling, the other adds Voxtral audio-format validation and soundfile encoding checks. They are not the same underlying change." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 974d48e24dae8773846c0f97751982ec590f4e5d..9c8a7159aa58a5148c63f4c7859a1eeeb0a0d051 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260703t180022z", + "analysis_id": "hybrid-model-20260704t000723z", "archived_artifacts": { - "hybrid": "snapshots/20260703T180022Z/analysis-runs/hybrid-model-20260703t180022z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260703T180022Z/analysis-runs/hybrid-model-20260703t180022z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260704T000723Z/analysis-runs/hybrid-model-20260704t000723z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260704T000723Z/analysis-runs/hybrid-model-20260704t000723z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": 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238.886 + } +} diff --git a/snapshots/20260704T000723Z/analysis-runs/hybrid-model-20260704t000723z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260704T000723Z/analysis-runs/hybrid-model-20260704t000723z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..df722a876ba7bfaab904c1860930f88c6b489042 --- /dev/null +++ b/snapshots/20260704T000723Z/analysis-runs/hybrid-model-20260704t000723z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,25837 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260704T000723Z", + "generated_at": "2026-07-04T00:12:21Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": 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"estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 63, + "serialized_chars": 46576, + "estimated_input_tokens": 11644, + "estimated_eval_tokens": 23544 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster of transformer/runtime issues. The only clear duplicate subcluster is the DeepSpeed ZeRO-3 BERT index-0-out-of-bounds reports, with a separate torch 2.4.1 incompatibility pair; the rest are only loosely related by broad model/device-map themes.", + "confidence": 0.57, + "canonical_issue_reason": "Use issue:43596 as the canonical issue: it is the cleanest representative of the repeated DeepSpeed ZeRO-3/BERT index-0-out-of-bounds failure and is the better anchor for that duplicate subcluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:43596 is the best overall issue candidate because it most directly captures the shared concrete bug in this cluster without extra model-specific noise.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failures: Qwen3_5Config missing an attribute vs streaming chat/completions API behavior." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated bugs in different paths: AMD GPU device-map failure vs MPS histogram-on-int error." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different models and symptoms: image dtype mismatch vs GPT-OSS GPU failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch and AMD GPU device-map failure are not the same code-path bug." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different models and contexts; one is a GPU failure, the other is a broken example." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different concrete failures; not the same bug." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch and ONNX export error are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ONNX export and FineGrainedFP8 Qwen3Moe failure are different issues." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Different problems: ONNX export vs CUDA assert with auto device mapping." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA crash and outdated RAG docs are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export and GenerationMixin import failure do not share the same underlying bug." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanup around v5, but they target different removed topics and are not the same concrete change." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different areas: TRL SFT embedding unpacking vs resume-training remote-code handling." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Resume-training remote-code issue and YOLO multi-GPU mapping issue are not duplicates." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask/tensor shape mismatch and Gemma4 PLE device mismatch are different failures." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both mention size/index problems, but the failures are different code paths and symptoms." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "DeepSpeed/BERT loading bug vs remote-code resume-training bug are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different bug classes: ZeRO-3 index error vs mask shape mismatch." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3/BERT index-0-out-of-bounds loading failure; only the model wording differs." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger kernel cross-entropy routing and GPT-OSS tensor-parallel failure are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Incorrect detokenization and LoRA merge/save mismatch are different issues." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and LoRA save/load inconsistency are not the same bug." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure and remote-code config_class AttributeError are separate problems." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Different models and symptoms; no shared concrete bug." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both involve DeepSpeed, but the errors are different and not the same failure mode." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "FSDP checkpointing recompute mismatch and mask shape mismatch are different bugs." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram/int issue and YOLO multi-GPU mapping issue are unrelated." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same component family, but CPU offload incompatibility and uninitialized-memory-after-to_empty are distinct bugs." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation-checkpointing tensor size mismatch and compute_loss keyword breakage are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "DeepSpeed/BERT load error and GPT-OSS tensor-parallel issue are not the same code-path." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "These are different bugs in different model/runtime stacks." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different models and failure signatures; not mergeable as one fix." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Reverse embedding lookup and video feature/token mismatch are different issues." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different models and runtime failures; only broad hardware context overlaps." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config attr regression and Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device-mismatch and expensive reverse-embedding lookup are different problems." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Both report the same torch 2.4.1 incompatibility against transformers, so this looks like one version-compatibility bug." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP activation-checkpointing mismatch and Qwen3 auto-device-map CUDA assert are different failures." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch 2.10 incompatibility and Qwen-3-8B-NVFP4 runtime error are not the same issue." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel failure are different bugs." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral torch-dynamo tracing failure and Mistral-3 dtype mismatch are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different model/runtime failures; not the same underlying bug." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Mistral dtype mismatch and broken official Nemotron example are not duplicates." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 error and TRL SFT embedding-unpacking failure are different code paths." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "GraniteMoEHybrid invalid-method bug and MPS histogram-on-int issue are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different model-specific failures; no same underlying bug." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger kernel cross-entropy routing and Qwen3.5 embedding unpacking are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3 index errors, but they involve different models and contexts; not enough to treat as the same concrete bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs updates, but they are distinct documentation fixes." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram issue are different failures." + }, + { + "left": "issue:41762", + "right": "issue:44805", + "accept": false, + "reason": "Gemma3 ZeRO-3 index error and mask shape mismatch are different bugs." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video input StopIteration and resume-training remote-code issue are unrelated." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Remote-code training resume and broken official Nemotron example are not the same bug." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Remote-code resume-training and YOLO multi-GPU mapping are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The only accepted duplicate clusters are well-supported by the issue titles and soft-similarity signals: issue:43596/issue:43638 and issue:45800/issue:46515. The remaining pairwise rejections are cautious rather than overconfident, and the summary does not overclaim broader duplication beyond the packet evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 2, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661", + "issue:46772", + "issue:46869" + ], + "soft_pairs": [ + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:43866|issue:46402", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:44589|issue:46304", + "issue:45237|issue:45901", + "issue:43975|issue:46015", + "issue:43039|issue:44560", + "issue:45823|issue:46294", + "issue:44841|issue:45823", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:44292|issue:46015", + "issue:43866|issue:44863", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43975|issue:45901", + "issue:45362|issue:45464", + "issue:43792|issue:45070", + "issue:43596|issue:45800", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:43404|issue:43866", + "issue:45507|issue:46869", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823" + ], + "prepared_review_unit_hash": "1fb6a7f9e6715fdb7821eb36250279be51f5789583d1ceb8ebecb73e81b5ca8c", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 40037, + "estimated_input_tokens": 10010, + "estimated_eval_tokens": 20276 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and only shows a couple of plausible duplicate pairs: a v5 AutoTokenizer token-ID regression pair and a DeepSpeed ZeRO-3 index-out-of-bounds pair. Most other items are clearly unrelated despite superficial embedding similarity.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 45920 is the best representative of the broadest concrete regression here: a v5 AutoTokenizer token-ID bug affecting multiple model families. It is more general and higher-signal than the narrower Granite-specific report.", + "canonical_pr_reason": null, + "best_issue_reason": "45920 is the strongest global issue candidate because it captures the widest underlying bug and has the clearest cross-model impact. The rest of the cluster is too mixed to serve as a better canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are version-compatibility complaints, but they point to different breakages in different code paths." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "vLLM model-load failure vs. distributed-support regression; not the same bug." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "One is a corrupted checkpoint report, the other is a missing weight-loading issue for a different model." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Both report the same ZeRO-3 initialization/loading failure with an index-0 out-of-bounds error, so they likely share the same underlying bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different models and different failure modes; only broad framework overlap." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs-related, but they cover unrelated documentation problems." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Unrelated runtime/storage error vs. distributed build regression." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different tasks and error contexts; no concrete shared bug." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Tokenizer bug vs. documentation/example cleanup." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger cross-entropy call issue is unrelated to the video chat-template StopIteration error." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Different model families and different device/template failures." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor-loading failure vs. device-mismatch forward error; not the same bug." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Checkpoint corruption and NVFP4 compatibility are distinct issues." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "Model checkpoint-loading failure vs. outdated RAG examples." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code regression and USE_DISTRIBUTED=0 breakage are different compatibility problems." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Both describe the same v5 AutoTokenizer wrong-token-IDs regression; 45920 is the broader multi-model report and 45812 looks like a narrower instance." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Quantized Qwen runtime failure vs. docs issue." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted checkpoint report vs. model class loading bug; not the same underlying defect." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes parameter-construction incompatibility is unrelated to distributed build support." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window behavior, but the model families and failure mechanisms differ." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both involve size/index errors under ZeRO-3, but the reported symptoms and model contexts are different enough to treat as separate." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper loading failure vs. table QA task crash; no shared code-path evidence." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test load failure for a specific model vs. checkpoint corruption." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and pydantic-field breakage are separate issues." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Tokenizer regression vs. task-specific crash; unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a chat crash and the other is a streaming API failure; not the same concrete bug." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure is unrelated to the pydantic regression." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Both mention training/loading problems, but the specific error paths are different." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "MoE grouped_mm tracing error vs. YOLO multi-GPU device-map failure." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Different subsystems and unrelated symptoms." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3/vLLM config problem vs. Gemma4 device mismatch; different bugs." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Chat/completions streaming failure and MPS histogram error are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin vs. Gemma/vLLM config attribute error." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Different model families and different failure mechanisms." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm tracing error vs. autocast dtype mismatch; similar MoE surface area but not the same bug." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure vs. template-node compile error; unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Weight-tying bug and checkpoint corruption are different issues." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid vs. YOLO multi-GPU device-map issue." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are error reports with index/shape problems, but the exact failures and model setups do not match." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn fallback gating issue vs. remote-code model_class.config_class AttributeError." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the pydantic PretrainedConfig regression." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers compatibility issue vs. Gemma4 forward device mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft-edge pairs are reasonably supported by the titles: the v5 AutoTokenizer token-ID regression pair (45812/45920) and the ZeRO-3 index-out-of-bounds pair (41762/43596). The rest of the verdicts are appropriately cautious and do not overclaim." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 3, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44291", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44805", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46463", + "issue:46468", + "issue:46640", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:43296|issue:43366", + "issue:44805|issue:44918", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44387|issue:45005", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:41093|issue:43596", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:43054|issue:43994", + "issue:44479|issue:46294", + "issue:46468|issue:46869", + "issue:45759|issue:45902", + "issue:43596|issue:46165", + "issue:46640|issue:46661", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:40990|issue:44960", + "issue:43645|issue:45399", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44530|issue:45005", + "issue:44492|issue:44512", + "issue:44863|issue:45005", + "issue:45183|issue:46463", + "issue:44918|issue:45507" + ], + "prepared_review_unit_hash": "cca91c499b642e931a08f8879eedaea43486e2f73568d996f81da13b420f078a", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36239, + "estimated_input_tokens": 9060, + "estimated_eval_tokens": 18376 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of issue reports with a few true duplicate subclusters: remote-code custom module loading, Qwen3.5 video-input handling, and input-validation error messaging. Most other pairs are only loosely related and should remain separate.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45698 is the clearest representative of a real duplicate subcluster: it describes the general symptom of loading the wrong custom module, while issue:45632 is the more specific leaf-directory cache-collision variant.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the strongest standalone issue here: concrete, user-facing, and broad enough to subsume the matching cache-path collision report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different models and failure modes: PaddleOCR-VL loading vs gpt-oss GGUF support." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are embedding/mask shape errors, but the model and code path are different enough to avoid merging." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different MoE/model-parallel problems: dynamo grouped_mm tracing vs tensor-parallel support." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different modalities and symptoms: autocast dtype mismatch vs streaming chat/completions failure." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "One is an int4 OOM/memory regression, the other is tied-weights behavior on translation models." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "Unrelated: GGUF gpt-oss support vs Qwen3.5 streaming API behavior." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Both are v5 regressions, but they hit different APIs and error classes." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Sliding-window MoE bug and pydantic PretrainedConfig regression are different code paths." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but the mask-shape mismatch and zero3/BERT out-of-bounds error are not the same bug." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both involve multimodal inputs, but image-preprocessor dtype mismatch is distinct from video token/feature count mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "General remote_code breakage and torch/transformers incompatibility are different problems." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is a quality regression report and the other is a loading/pipeline correctness bug." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Same underlying Qwen3.5 video-input regression; the latter is a specific reproduction of the broader v5.3.0 issue." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Broken official example and multi-GPU device-map behavior are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite-config unwrapping and uninitialized rotary embedding memory are separate implementation bugs." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Both involve loading/training flow, but zero3 init index error is not the same as resume-with-trust_remote_code." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Generic Flash Attention 2 issue versus a remote-code model_class/config_class attribute error." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different multimodal/training paths and different error mechanisms." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight requirement and Qwen3.5 embedding unpacking are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Perplexity regression on GPT-OSS and a GLM5 model issue are not the same bug." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization and Flash Attention fallback checks are separate regressions." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Same remote-code loading bug: a cache-path collision can cause from_pretrained to load the wrong custom module." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 and translation-model tied weights are different model-specific issues." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8 Qwen3-MoE failure is unrelated to Flash Attention fallback logic." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior and tied weights on translation models do not describe the same bug." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer discussion is not the same as a docs-only v5 command removal issue." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weights regressions." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo and a removed command in docs are distinct documentation issues." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint-loading failure is unrelated to translation-model tied weights." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Same validation-path bug: 46463 is the T5-family manifestation of the broader input_ids/inputs_embeds XOR error-message issue." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid method calls are different model issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The three accepted soft-edge pairs look plausibly duplicate-adjacent from their titles and descriptions, and the rejections avoid over-joining clearly distinct model/code-path failures. No obvious overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 4, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45701", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46489", + "issue:46491", + "issue:46858", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43975|issue:44292", + "issue:46489|issue:46491", + "issue:39692|issue:43054", + "issue:43950|issue:44534", + "issue:36331|issue:41762", + "issue:43644|issue:43950", + "issue:43872|issue:44589", + "issue:46899|issue:46932", + "issue:43828|issue:44928", + "issue:45920|issue:46489", + "issue:43054|issue:45701", + "issue:45987|issue:46858", + "issue:38175|issue:43054", + "issue:43950|issue:45902", + "issue:44910|issue:45859", + "issue:43054|issue:43493", + "issue:42947|issue:44387", + "issue:41553|issue:43883", + "issue:45663|issue:45902", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:24643|issue:28530", + "issue:42947|issue:43856", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:41553|issue:43881", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:43782|issue:44960" + ], + "prepared_review_unit_hash": "85a9d7847e0a44ae2f55174662f185bc677e3dabb6424f58d60d8a4bc7e5fc5e", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36283, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a loose cluster of unrelated issue reports, with a few solid duplicate chains around non-persistent buffer corruption, `cache.get_seq_length()` contract breakage, and some model-specific regressions. The Gemma4 quantized-embedder pair `#46899`/`#46932` is not sufficiently supported as a duplicate in this packet, since `#46932` points to `#46904` instead.", + "confidence": 0.74, + "canonical_issue_reason": "#43950 is the strongest canonical issue because it states the non-persistent-buffer regression precisely (`from_pretrained()` corrupts `register_buffer(persistent=False)` state in Transformers 5.x) and it cleanly matches the related reports without stretching the bug scope.", + "canonical_pr_reason": null, + "best_issue_reason": "#43950 is the best anchor for deduping because it captures the core regression in a concrete, reusable way and has the clearest direct duplicate matches in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Both are tokenizer/model loading complaints, but they describe different models and different failure modes." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Same broad tokenizer area, but the concrete bugs differ: one is DeepSeek-Coder output regression, the other is CodeLlama encode/decode space stripping." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Docs/example errors versus a model-quality regression; not the same underlying bug." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same Transformers v5 non-persistent-buffer corruption regression, described with the same failure mode." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Unexpected loss-argument API error and a DeepSpeed loading crash are different code paths." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Both reports describe the same non-persistent-buffer junk/corruption regression after loading." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "bitsandbytes initialization incompatibility and float8 storage lookup failure are distinct defects." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": false, + "reason": "`46932` says it fixes the same problem as `#46904`, not that it duplicates `46899`; the packet does not clearly support a duplicate relationship." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch and 3D position_ids flash-attn crash are different symptoms and code paths." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Broad tokenizer regression report versus a specific DeepSeek-Coder tokenizer bug; not clearly the same defect." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "A model embedding quality complaint and a general tokenization/version-change report are too broad to merge as one bug." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same `cache.get_seq_length()` contract bug: returning a tensor instead of an int, with backend-specific fallout." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Related SigLIP2 complaints, but zero probabilities and degraded text embeddings are not enough to prove one bug." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Same underlying regression: non-persistent buffers are materialized with garbage/uninitialized values after load/to_empty." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Qwen3.5 flash-attention crash from position_ids handling and CPU-offload incompatibility are separate issues." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Both point to the same SigLIP2 HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Different training performance problems with different mechanisms and fixes." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error messaging and a missing model attribute are unrelated failures." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different model and code path; only a superficial initialization/memory connection." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise is not the same bug as an actual model load failure." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization bug and Python 3.13 flash-attn import error are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed training runtime error versus early-stopping metric mismatch are different problems." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both concern training efficiency, but they are different defects with different fixes." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Two model-loading complaints without evidence of a shared concrete bug." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Specific missing-fields bug in AutoConfig versus a broad remote_code regression report." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 DeepSpeed loading crash and Qwen3Moe FineGrainedFP8 failure are different models and paths." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Only a high-level similarity in model loading failures, not the same bug." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure and flash-attn fallback logic are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import error for a model class and bitsandbytes parameter incompatibility are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different model-specific loading failures with no shared underlying defect." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level summary is mostly grounded, but one soft-edge acceptance is overstated: `issue:46899` \u2194 `issue:46932` is not clearly supported by the packet. `46932` explicitly says it is a fix for the same problem as `#46904`, not a duplicate of `46899`, so treating that pair as a confirmed duplicate goes beyond the evidence provided. The other duplicate calls are more defensible, but this one makes the overall verdict too strong." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 5, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44509", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45588", + "issue:45685", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45923", + "issue:46315", + "issue:46489", + "issue:46661", + "issue:46869", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:45685|issue:45823", + "issue:45081|issue:45399", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43881|issue:43883", + "issue:43828|issue:45823", + "issue:42491|issue:44368", + "issue:45020|issue:45356", + "issue:45715|issue:46315", + "issue:43872|issue:46869", + "issue:45759|issue:46661", + "issue:43827|issue:44509", + "issue:45488|issue:46489", + "issue:43872|issue:44291", + "issue:43404|issue:43950", + "issue:46894|issue:46897", + "issue:45020|issue:46661", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:42947|issue:45923", + "issue:36331|issue:41093", + "issue:41553|issue:44991", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:24643|issue:30064" + ], + "prepared_review_unit_hash": "44c72e3dae8ffab456d2debf63828dca33b6071628bfbecb634d43df6c017c72", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36756, + "estimated_input_tokens": 9189, + "estimated_eval_tokens": 18634 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; most items are unrelated bug reports that only share broad subsystem similarity. Only two soft pairs look like true duplicates: the v5 docs cleanup around removed pipeline tasks, and the training-loss double-shift bug reported for two different models.", + "confidence": 0.88, + "canonical_issue_reason": "Issue #46894 is the earliest and slightly broader of the only clear duplicate pair, so it is the best representative canonical issue for that bug.", + "canonical_pr_reason": null, + "best_issue_reason": "#46894 is the strongest issue representative because it is an early report of a concrete, recurring training-loss double-shift bug and pairs cleanly with #46897.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different bugs: MPS histogram/int support vs. a Gemma4 device-map forward mismatch." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Unrelated failures: Mistral regex patch crash vs. flash-attn2 fallback gating." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Broad remote-code breakage vs. Gemma4 PLE device mismatch; not the same code path." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Both involve auto/model loading, but one is tokenizer-mapping plumbing and the other is remote-code regressions." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model-loading bugs: GLM-4V load failure vs. missing all_tied_weights_keys on Molmo." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different symptoms and mechanisms: autocast dtype mismatch vs. device placement mismatch." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen3/LoRA, but one is cross-version load incompatibility and the other is a tie_word_embeddings warning during finetuning." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions: remote_code model failures vs. Kimi-K2.5 codec / fix_mistral_regex handling." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they hit opposite conversion directions and different code paths." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "Completely different areas: bitsandbytes init arguments vs. YOLO multi-GPU device-map behavior." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Both are auto-model/config loading issues, but they are distinct bugs with different failure points." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs cleanup: both report stale references to removed v5 pipeline tasks like summarization/translation/text2text-generation." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Related tokenizer regressions, but different models and different root causes; not one concrete bug." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": false, + "reason": "Similar error text, but one is bitsandbytes Int8Params compatibility and the other is init_empty_weights model loading." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Unrelated: tied lm_head weights vs. silent corruption of non-persistent buffers." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "Near-identical reports of the same training-loss double-shift bug, just on different models." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Remote-code support regressions are broad, but these titles point to different concrete failure modes." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both touch Whisper/audio processing, but the titles do not establish the same underlying bug." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed, but one is missing MoE weight conversion and the other is incorrect gradient averaging." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Different gradient-checkpointing problems: PEFT LoRA effectiveness vs. a missing model flag on a remote-code variant." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Completely different errors: trainer signature mismatch vs. tensor mask shape mismatch." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading issues, but one is a bad error message for Voxtral and the other is an actual load failure for a specific model." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are Qwen/DeepSpeed ZeRO-3 weight-loading reports, but they target different model generations and likely different mapping bugs." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and failures; no shared code-path evidence." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different issues: RLHF NaN explosion in Qwen3.5 vs. flash_attention.py crashing on sink-less models." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Same generic IndexError shape pattern, but the reports do not establish the same concrete underlying bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are multimodal/video regressions, but the affected models and failure modes differ." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Unrelated: DeepSpeed training weight-shape error vs. image processor void segmentation map handling." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The two accepted pairs are well supported by the titles, and the rejected pairs generally avoid overclaiming by distinguishing similar subsystem symptoms from concrete duplicate bugs. No mergeability issues apply here since this is an issue-clustering task, not a PR-pair task." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 6, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:41553", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:45030", + "issue:45325", + "issue:45584", + "issue:45663", + "issue:45672", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:46402", + "issue:46489", + "issue:46515", + "issue:46858", + "issue:46899" + ], + "soft_pairs": [ + "issue:44530|issue:44863", + "issue:44863|issue:46402", + "issue:41553|issue:44488", + "issue:43366|issue:43828", + "issue:45325|issue:45902", + "issue:43366|issue:43531", + "issue:43596|issue:46515", + "issue:44155|issue:45584", + "issue:45663|issue:45823", + "issue:43366|issue:44589", + "issue:43638|issue:46515", + "issue:43950|issue:45834", + "issue:42915|issue:43957", + "issue:43824|issue:43957", + "issue:43716|issue:44560", + "issue:44910|issue:46858", + "issue:43645|issue:43646", + "issue:42617|issue:43366", + "issue:44560|issue:45685", + "issue:43550|issue:44910", + "issue:36010|issue:42915", + "issue:44560|issue:44918", + "issue:44683|issue:46515", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:38175|issue:43994", + "issue:44560|issue:44805", + "issue:45672|issue:46899", + "issue:43632|issue:45834", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:42491|issue:43720" + ], + "prepared_review_unit_hash": "fef44b87997c1fba3c96cf0b01cacb29076c36ab0dad62bf15675cbebd83324d", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38058, + "estimated_input_tokens": 9515, + "estimated_eval_tokens": 19286 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mixed cluster with two confirmed duplicate families: the Transformers 5.0 custom-model initialization regression (issue:43645 \u2194 issue:43646) and the Gemma4 4-bit multimodal dtype-cast regression (issue:45672 \u2194 issue:46899). Most other soft-edge pairs look only superficially similar and were correctly rejected, including the BertModel/deepspeed Zero3 IndexError pair, which is not the clearest overlap here.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43646 is the cleanest representative of the custom-model-initialization regression, but the cluster is only partially canonical because it also contains a separate confirmed Gemma4 4-bit duplicate family (issue:45672 \u2194 issue:46899).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the broadest and best-written representative of one of the confirmed duplicate families, but it should be viewed as a family representative rather than a full-cluster canonical because the Gemma4 4-bit bug is separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different models and different failure modes: Qwen3.5 PagedAttentionCache/linear_attention versus NemotronH checkpoint loading." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are loading complaints, but NemotronH checkpoint loading and Sam3Model text-encoder weights are separate bugs." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are import/load complaints, but Voxtral AutoTokenizer loading and cjvt/sleng-bert loading are unrelated." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss support and Phi-tiny-MoE autocast dtype mismatch are different problems." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both involve Qwen rotary/position logic, but the concrete defects are different: still-image temporal scaling versus uninitialized inv_freq after materialization." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "gpt-oss GGUF support and Qwen3-MoE sliding_window behavior are separate feature/bug reports." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "The shared shape is an IndexError, but BertModel under deepspeed Zero3 init and a broad torch incompatibility report are not the same bug." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 track leakage and Whisper empty-transcription failure after align_special_tokens are unrelated code paths." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 issues, but FSDP2 shared_kv_states rebuild and device_map='auto' mismatch are different concrete defects." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "gpt-oss GGUF support and Float8_e4m3fnStorage lookup failure are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Both mention Zero3/IndexError-style failures, but the non-pretrained BertModel repro is a concrete bug and the other is a broad incompatibility report." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "from_pretrained non-persistent buffer corruption and Kosmos2.5 long-OCR index errors are unrelated regressions." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and meta-device loading breakage are different bugs." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "An import error for Qwen2_5_VLForConditionalGeneration and meta-device loading failures are not the same underlying problem." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch and Qwen3-vl StopIteration on video are different failures." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/prefill arithmetic, but one is a Qwen3.5 flash-attention memory error and the other is static-cache slice arithmetic on non-CUDA backends." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying Transformers 5.0.0 custom-model initialization regression; the notebook report is just a narrower repro." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "A 3d_parallel.py runtime issue and GGUF gpt-oss support are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-vl StopIteration and MoE MPS histogram-on-Int errors are different bugs." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different models and different kernel failures: Bamba-9B-v2 torch.compile SDPA crash versus Qwen3.5 flash-attention position_ids issue." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import failure and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Qwen3-vl video StopIteration and TRL unpacking failures for Qwen3.5 embeddings are different code paths." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Both are version-related, but compiled flex_attention on torch>=2.9 and torch 2.4.1 incompatibility are not the same concrete bug." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Granite tokenizer wrong IDs and DeepSeek-Coder tokenizer regression are separate tokenizer bugs." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 PLE device mismatch under device_map='auto' and torch 2.4.1 incompatibility are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "add-new-model-like TOKENIZER_MAPPING_NAMES failure and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but zero probabilities and nonsensical outputs via AutoModel/pipeline do not clearly share one concrete bug." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Qwen3-vl StopIteration and a mask/tensor shape mismatch IndexError are different defects." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Same Gemma4 4-bit multimodal dtype-cast regression; 46899 broadens the same unsafe-cast bug to audio and vision embedders." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Transformers v5 _is_hf_initialized breakage and Kosmos2.5 OCR long-input index errors are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Strict config rejection for granite_speech and tiny-random glm4v validation changes are different config issues." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "BertModel Zero3 size-0 IndexError and add-new-model-like tokenizer mapping failure are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3_moe LoRA incompatibility across hf4.x/hf5.x and BitNet packed-weight loading are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Rejecting because the writeup is a bit too strong in places relative to the packet. In particular, the summary calls the BertModel/deepspeed Zero3 size-0 IndexError a \u2018clearest overlap,\u2019 but both related soft-edge pair verdicts were rejected. Also, the canonicalization note underplays the separately accepted Gemma4 4-bit pair (issue:45672 \u2194 issue:46899), so the cluster is not just one custom-model-init duplicate plus unrelated leftovers. The false-pair conservatism is mostly fine, but the overall summary should stay closer to the accepted verdicts and avoid elevating rejected pairs as overlaps." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 7, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45588", + "issue:45812", + "issue:46050", + "issue:46459", + "issue:46468", + "issue:46512", + "issue:46846", + "issue:46897", + "issue:46901" + ], + "soft_pairs": [ + "issue:43317|issue:44756", + "issue:44661|issue:44805", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:44863|issue:46846", + "issue:46459|issue:46512", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:43644|issue:43645", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:44488|issue:44991", + "issue:43856|issue:43873", + "issue:42491|issue:45292", + "issue:43854|issue:43931", + "issue:43856|issue:44387", + "issue:43708|issue:44075", + "issue:42491|issue:45335", + "issue:44960|issue:46050", + "issue:44164|issue:44291", + "issue:46897|issue:46901", + "issue:45276|issue:45335", + "issue:45488|issue:45812", + "issue:45362|issue:45406", + "issue:44910|issue:45588" + ], + "prepared_review_unit_hash": "ff892640328e93eb4cf2cd42b6b3079773ae6e0ccb1fa3c4fca815cbf5331b53", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36661, + "estimated_input_tokens": 9166, + "estimated_eval_tokens": 18588 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous Transformers issue reports spanning tokenizer loading, model loading, quantization/offload, trainer behavior, and model-specific regressions. The only strong duplicate-style matches are the non-persistent-buffer junk regression (43644/44534) and the resize_token_embeddings regression across Gemma4/T5Gemma (45276/45335).", + "confidence": 0.83, + "canonical_issue_reason": "issue:43644 is the clearest canonical anchor because issue:44534 is essentially the same v5 non-persistent-buffer corruption bug with a near-verbatim title.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best representative issue in this mixed set because it anchors the most obvious duplicate pair and has the cleanest, most generic bug description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different failures: gpu+cpu offload load path vs mmap/OOM on Strix Halo." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping registration bug vs tensor mask shape mismatch." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but zero probabilities and docs/processor mismatch + quantization failure are different bugs." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Near-verbatim duplicate of the same v5 non-persistent-buffer corruption regression." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Auto device-map cuda assert vs FineGrainedFP8Config load failure are different root causes." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE FP8 failure vs Strix Halo mmap/OOM; unrelated code paths." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA hf4\u2192hf5 compatibility issue vs Gemma4 embedding-resize bug." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention/generation crashes are different failures." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Different model-specific tokenizer load regressions; not enough evidence of one shared bug." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint loading vs Qwen3.5 tensor-parallel planning are different problems." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Composite-checkpoint dtype handling vs from_config dtype/config staleness." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Weight loading failure vs save_pretrained key regression." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "GraniteMoEHybrid invalid-method call vs broken Nemotron example are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Shared version context, but non-persistent-buffer junk and Jupyter custom-model init are different bugs." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "SigLIP2 docs/example mismatch vs actual inference regression are different failures." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE conversion under accelerate+deepspeed vs GLM-4.7-Flash load failure." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer load failure for one model vs wrong token IDs for Granite models; different root cause." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Qwen3 MoE memory usage vs quantization offload behavior are related area, but not the same bug." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA hf4\u2192hf5 compatibility issue vs generic resize_token_embeddings/output_embeddings regression." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different load regressions: GLM-4.7-Flash unit-test failure vs Qwen3-VL shape mismatch." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Qwen3 MoE memory consumption vs int4 reserved-memory regression are different failure modes." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume/max_steps math vs optimizer argument handling are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "LoRA hf4\u2192hf5 compatibility issue vs t5gemma embedding-resize bug." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention generation bug vs sinq save/load corruption." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "extra_state save/load handling vs unexpected _is_hf_initialized init arg." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Both are double-shift style training-loss bugs, but they look model-specific rather than one shared code-path regression." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings regression: resized embeddings are not propagated to tied/output embeddings across model variants." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer pre-tokenizer override regression vs Granite token-ID regression." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer are unrelated." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Different flash-attention crashes with different triggers: packed-sequence misinterpretation vs s_aux=None on sink-less models." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The summary matches the packet well: the cluster is mostly heterogeneous, and the two accepted soft edges are the strongest title-level duplicates. The rejected pairs are phrased cautiously without overclaiming shared root cause. The canonical anchor choice for issue:43644 is also well supported by the near-verbatim 44534 title." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 8, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44488", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46326", + "issue:46468", + "issue:46829" + ], + "soft_pairs": [ + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:41720|issue:44155", + "issue:43425|issue:43957", + "issue:45663|issue:45759", + "issue:42947|issue:45704", + "issue:43404|issue:43454", + "issue:44291|issue:44756", + "issue:43873|issue:44387", + "issue:44079|issue:46829", + "issue:45663|issue:45859", + "issue:44292|issue:44912", + "issue:36010|issue:39404", + "issue:42947|issue:43381", + "issue:44387|issue:44756", + "issue:44155|issue:45823", + "issue:43957|issue:44756", + "issue:43335|issue:45663", + "issue:44863|issue:46468", + "issue:45276|issue:45292", + "issue:44479|issue:44877", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:42796|issue:46326", + "issue:45588|issue:45663", + "issue:45684|issue:45698", + "issue:43854|issue:45216", + "issue:45292|issue:45335", + "issue:43645|issue:44164", + "issue:43646|issue:43708", + "issue:44402|issue:44451" + ], + "prepared_review_unit_hash": "0354c3e67fc203c3d89b4fed9cc72a6f203c7caca7c5a34d89f0af566f814ac1", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37062, + "estimated_input_tokens": 9266, + "estimated_eval_tokens": 18788 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue cluster. The only convincing duplicate pair is the resize_token_embeddings/output_embeddings reports; the rest are adjacent but distinct model-, loading-, quantization-, or checkpoint-specific bugs.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45292 is the cleanest canonical for the one clear duplicate cluster: it states the core `resize_token_embeddings` \u2192 `output_embeddings` failure in generic form, while the paired gemma4 report adds model-specific symptoms.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the best representative because it captures the shared underlying bug without extra model-specific detail and matches the accepted duplicate pair most directly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both mention BERT loading/tokenizer problems, but one is a vocab-size mismatch and the other is a specific model load regression; not the same concrete bug." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Different bugs: SigLIP2 documentation/example issues versus a GLM5 model-loading report." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Unrelated domains: Qwen3 auto device map CUDA assert vs AudioFlamingo3 batched inference token/embedding leakage." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Both are loading/runtime regressions, but one is Torch version compatibility and the other is `torch.device('meta')` model loading; not the same bug." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different failures in different code paths: Gemma4 FSDP2 attention state handling vs Qwen multimodal config unwrapping." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA behavior is unrelated to T5 silently using Apex RMSNorm." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are tied-weight generation bugs, but they affect different models and likely different model implementations; too model-specific to merge." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "`init_empty_weights` argument handling and mmap-related OOM are distinct loading problems." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both involve quantization memory behavior, but one is offloading correctness and the other is reserved-memory growth/OOM; not the same change." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "`ModelOutput` key assignment bug is unrelated to VideoPrism output field mapping." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Both are Gemma/Qwen model issues around attention/rotary code, but they concern different models and different failure modes." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime failure and MXFP4 fallback to bf16 are separate quantization regressions." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for `GenerationMixin` and Whisper `return_language` pipeline regression are unrelated API breakages." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffective LoRA checkpointing and the other is eval-mode incompatibility; different bugs." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Quantization OOM due to reserved memory growth is not the same as mmap being disabled on Strix Halo." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batch leakage and Gemma4 PLE device mismatch are unrelated model-specific issues." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "`torch.device('meta')` loading breakage is distinct from Strix Halo mmap/OOM behavior." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers config construction and Gemma4 FSDP2 attention state are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading and the official Nemotron example breakage are different reports." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying bug: `resize_token_embeddings` fails to update output embeddings. The gemma4 report is a model-specific manifestation of the generic issue." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video input regression for several Qwen vision models is unrelated to strict config preventing granite_speech loading." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to RLHF NaN explosions from 3D `position_ids`/SDPA fallback." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Save/from_pretrained extra_state handling is unrelated to mmap/OOM on Strix Halo." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE-marker handling and `continue_final_message` on mistral_common are different tokenizer bugs." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention crash on `s_aux=None` and Gemma4 FSDP2 shared state rebuilding are separate code paths." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "File permission propagation during `save_pretrained` and wrong custom module loading after save/load are distinct serialization issues." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Unit-test model loading failure and Qwen3.5 checkpoint save corruption are not the same bug." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": false, + "reason": "Both are resize-token-embedding regressions, but they affect different targets (`output_embeddings` vs `decoder.embed_tokens`) and look model-specific rather than one duplicate." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter custom-model initialization regression and extra_state save/load failure are separate custom-model issues." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization breakage and Trainer `resume_from_checkpoint` step-count bug are unrelated." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both involve model loading, but the tokenizer vocab issue and ScandiBERT load failure are not the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The only clearly supported duplicate cluster is the resize_token_embeddings/output_embeddings family, and choosing issue:45292 as the generic canonical is reasonable. The other pair rejections are appropriately cautious given the evidence available." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 9, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:42175", + "issue:43299", + "issue:43425", + "issue:43452", + "issue:43611", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46315", + "issue:46326", + "issue:46491", + "issue:46665", + "issue:46821", + "issue:46869", + "issue:46894", + "issue:46897", + "issue:46899", + "issue:46901" + ], + "soft_pairs": [ + "issue:42175|issue:43957", + "issue:46894|issue:46901", + "issue:44589|issue:44756", + "issue:43425|issue:43828", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:39404|issue:45701", + "issue:44530|issue:45084", + "issue:43611|issue:43645", + "issue:43425|issue:46869", + "issue:39404|issue:46665", + "issue:44683|issue:45823", + "issue:43425|issue:43716", + "issue:43425|issue:45823", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:43901|issue:44509", + "issue:43906|issue:44530", + "issue:43994|issue:44079", + "issue:44265|issue:44898", + "issue:46050|issue:46326", + "issue:39404|issue:44912", + "issue:36032|issue:43452", + "issue:44164|issue:45759", + "issue:43906|issue:46326", + "issue:44671|issue:44991", + "issue:45823|issue:46899", + "issue:44991|issue:45081", + "issue:45479|issue:46894", + "issue:43299|issue:43931", + "issue:43856|issue:44756", + "issue:44164|issue:46821", + "issue:45479|issue:46897" + ], + "prepared_review_unit_hash": "28ba1ac0ccc6cd7781bc11cd46b51ca05d47c0a6a5bf21ecd862b0d527e52998", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37802, + "estimated_input_tokens": 9451, + "estimated_eval_tokens": 19158 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a set of unrelated transformer regressions that happen to share broad language around loading, tokenization, or dtype issues. I found one plausible duplicate pair in the Qwen3-VL MoE loading reports; the rest look like separate bugs and should stay split.", + "confidence": 0.59, + "canonical_issue_reason": "issue:43299 is the broadest and most representative of the shared Qwen3-VL MoE loading regression; issue:43931 reads like a narrower manifestation of the same model-loading failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43299 is the best representative issue: it states the general regression clearly, is model-family focused, and can absorb the more specific Qwen3-VL-30B-A3B-Instruct loading report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:43957", + "accept": false, + "reason": "Unrelated failures: backend dependency packaging vs meta-device model loading." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": false, + "reason": "Both mention double-shift, but they are different models and no shared concrete code path is evident." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Storage-object lookup error and mmap OOM workaround are different bugs." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version compatibility complaint vs a specific autocast dtype mismatch in a model forward path." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer performance regression and a decode/space-preservation bug are distinct." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs for Granite is a correctness regression; the other is a slowdown in added-token lookup." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline behavior and a general tokenization change are not the same bug." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttention cache group-type crash and template-node compile error are unrelated code paths." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both touch v5 model loading, but one is base_model_prefix handling and the other is notebook-defined custom model initialization." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch incompatibility and YOLO multi-GPU device-map failure are different issues." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Pipeline return_language regression and from_pretrained-in-class inconsistency are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on newer torch and Gemma4 PLE device mismatch are different failures." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "A generic torch compatibility issue is not the same as a Mistral-3 image preprocessor dtype mismatch." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Different symptoms and code paths: torch version incompatibility vs device-map forward mismatch." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression in Qwen VL models and an indexing mask-shape error are not the same bug." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and mistral regex patch crash are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Docs issues about different pipeline APIs/tasks, not the same underlying change." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of an older issue and a Qwen3.5 cache crash do not match." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "A bad SigLIP2 output regression and ModelOutput key assignment bug are different." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export failures with torch_compilable_check are unrelated to Perceiver interpolation failure." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load breakage and mistral_common continue_final_message behavior are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline regression and MXFP4 quantization fallback are different subsystems." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5 tokenizer special-token conflict and gguf_file loading failures are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling and Qwen multimodal config unwrapping are distinct bugs." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "Different issues in different areas: older reproduction vs tokenizer continue_final_message logic." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT MLM prediction regression and tokenizer loading failure for another model are not the same defect." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Both involve Gemma4, but one is device-map placement and the other is unsafe dtype casting in multimodal embedders." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer failures and different model families." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Single-label zero-loss classification bug and ASR double-shift bug are different training-loss problems." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": true, + "reason": "Both are Qwen3-VL model-loading regressions; 43931 looks like a specific weight-shape mismatch manifestation of the broader MoE loading breakage in 43299." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory inefficiency and Strix Halo mmap OOM are different root causes." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "extra_state serialization and TimesFM window_size attribute handling are unrelated." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Different model families and no shared code path is shown, despite both being loss-shift related." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall and appropriately conservative. The summary stays within the packet titles, and the single accepted soft-edge pair (43299/43931) is a reasonable duplicate hypothesis rather than an overclaim. The other verdicts are also phrased cautiously and do not overstate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 10, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43317", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43746", + "issue:43883", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44462", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489" + ], + "soft_pairs": [ + "issue:43596|issue:44683", + "issue:44488|issue:44987", + "issue:44488|issue:45081", + "issue:43611|issue:43644", + "issue:42796|issue:43404", + "issue:44462|issue:46489", + "issue:36032|issue:42915", + "issue:46285|issue:46402", + "issue:43716|issue:45084", + "issue:39404|issue:44671", + "issue:44737|issue:45859", + "issue:43643|issue:44530", + "issue:44661|issue:44683", + "issue:42915|issue:44530", + "issue:40990|issue:43421", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:34567|issue:40444", + "issue:43644|issue:43646", + "issue:43582|issue:43632", + "issue:40444|issue:46326", + "issue:42175|issue:46178", + "issue:44206|issue:44220", + "issue:36032|issue:43645", + "issue:44811|issue:45584", + "issue:43452|issue:43482", + "issue:44987|issue:44991", + "issue:45084|issue:45507", + "issue:43317|issue:43482", + "issue:43883|issue:44488", + "issue:43746|issue:46326" + ], + "prepared_review_unit_hash": "09e3de6911451158a50b1ee167f9ad07058d750cb5ec0737577073f893a5100b", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37018, + "estimated_input_tokens": 9255, + "estimated_eval_tokens": 18766 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a noisy mix of closed Transformers issues about unrelated tokenizer, model-loading, and runtime regressions. The soft pairs are only superficially similar by broad subsystem or release version, so I would not merge any of them as duplicates.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43646 is the broadest, most representative issue in the cluster: it describes a general Transformers v5 model-initialization regression, which is closer to the cluster\u2019s repeated load/init failure theme than the more model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single issue representative because it is broad enough to stand in for the v5 initialization/load regression theme, while the other issues are mostly narrower, model-specific symptoms.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Different bugs: DeepSpeed/Bert index failure vs compiled flex_attention on torch>=2.9." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading failures, but the models and failure modes differ; no shared concrete code path is evident." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "One is a tokenizer-loading regression, the other is a Mistral regex patch/backend-tokenizer crash; different root causes." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; distinct issues." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and tied lm_head weights are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both involve tokenizers, but one is repo tokenizer.json selection and the other is a model-specific incorrect output bug; not the same fix." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer method conflict vs FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Different model families and different regressions: CLIP structure mismatch vs Sam3 text encoder weights not loading." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image dtype mismatch and template-node compilation failure are unrelated code paths." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline return_language regression and CamemBERT masked-LM prediction bug are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device/offload related, but they affect different models and different positional-embedding implementations." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "trust_remote_code config-field loss is unrelated to PagedAttentionCache linear_attention crashes." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "add-new-model-like mapping failure and flex_attention compilation failure do not share a concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "FineGrainedFP8Config failure and Qwen3.5 PagedAttentionCache crash are separate issues." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression and runtime special-token post-processor update bug are not the same problem." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading complaints, but they involve different models and different loading failures." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm error and template-node compilation error are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token accounting and VL finetuning with multi-image IterableDataset are different bugs." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "These are similar in release/version, but one is specifically non-persistent buffers and the other is generic custom model initialization; not enough evidence of one underlying bug." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "AppleSilicon allocator warmup TypeError and _is_hf_initialized flag breakage are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Qwen2.5-VL IterableDataset failure and mistral_common continue_final_message bug are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Packaging/backend inclusion issue and BACKENDS_MAPPING tensorflow_text error are different problems." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "LasrFeatureExtractor center-arg crash and _torch_extract_fbank_features issue are related audio area, but not clearly the same concrete bug." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "T5 tokenizer method conflict and Jupyter custom-model-init regression are unrelated." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper tokenization/generation issues, but one is batch_decode skip_special_tokens handling and the other is empty-transcription failure after align_special_tokens." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "gguf_file loading breakage and Qwen2.5-GGUF v5 loading failure are separate GGUF-related issues." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model load regressions in v5, but they affect different checkpoints and likely different root causes." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error and GraniteMoEHybrid invalid-method call are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "device_map auto offload failure and Qwen2.5-GGUF loading failure are different loading paths." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys on Molmo and tokenizer loading failure for a different model are not the same bug." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "GraniteSpeech PEFT local checkpoint loading and mistral_common final-message handling are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 11, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43208", + "issue:43262", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43531", + "issue:43540", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43792", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45987", + "issue:46661", + "issue:46821", + "issue:46869", + "issue:46899", + "issue:47013" + ], + "soft_pairs": [ + "issue:43262|issue:43377", + "issue:43208|issue:47013", + "issue:43646|issue:44534", + "issue:43792|issue:46869", + "issue:44403|issue:45081", + "issue:43645|issue:46661", + "issue:42915|issue:45084", + "issue:44849|issue:45325", + "issue:43377|issue:43819", + "issue:43404|issue:44466", + "issue:28530|issue:34567", + "issue:44464|issue:45987", + "issue:44987|issue:45081", + "issue:43994|issue:44610", + "issue:42915|issue:44291", + "issue:44008|issue:46899", + "issue:36032|issue:43742", + "issue:44451|issue:45081", + "issue:43883|issue:44991", + "issue:44062|issue:44987", + "issue:44265|issue:44610", + "issue:43632|issue:46821", + "issue:43322|issue:43540", + "issue:42915|issue:44589", + "issue:44479|issue:45325", + "issue:43089|issue:45987", + "issue:36032|issue:41720", + "issue:43531|issue:44877", + "issue:45216|issue:45357" + ], + "prepared_review_unit_hash": "4003c29dc580cf59e49f11e56298412816a199c6e1b1030974c8e52edc75864d", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36633, + "estimated_input_tokens": 9159, + "estimated_eval_tokens": 18574 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues with a few soft-similarity false positives. Only the two Qwen3.5 save_pretrained reports look like the same underlying regression; the rest are different bugs in different models/code paths.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45216 is the broader, earlier report of the Qwen3.5 save_pretrained regression; issue:45357 looks like a later, narrower symptom focused on the same broken checkpoint serialization.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the best representative because it states the regression clearly, includes the version boundary, and covers the overall save_pretrained failure rather than just one symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Both are audio-model problems, but one is about chat template sampling rate and the other about batched-vs-single encoder outputs from missing padding masks." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Same xLSTM family, but these describe different failures: a bundle of training bugs vs a specific unpacking crash in train mode with return_last_states=False." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both involve Transformers v5 regressions, but one is custom model initialization and the other is non-persistent buffer serialization." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Different models and different failure modes; these do not look like the same bug." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated problems: generic loading noise vs a specific Mistral tokenizer regex crash." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Both concern custom model loading, but one is a Jupyter initialization regression and the other is a remote-code config_class AttributeError." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Different code paths and symptoms; FP8 config loading is not the same as a template compilation error." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Same broad Qwen area, but one is hidden-states behavior in Qwen3.5 and the other is rope-index scaling for Qwen2.5-VL still images." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio-model correctness bugs, but they affect different models and different mechanisms (padding mask vs missing STE)." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied lm_head weights, but one is a model-specific tying bug and the other is device-dependent serialization inconsistency." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Training early-stopping logic and token-count tracking are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Generation inconsistency with compiled forward is a different issue from StaticCache's return type bug." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different failures: one is loading a specific model on transformers>=5.1.0, the other is a Mistral tokenizer regex crash." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision-related regressions, but one is wrong model outputs and the other is a processor size mismatch." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FP8 config failure and init_empty_weights/_is_hf_initialized are separate loading issues." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Both are Gemma multimodal bugs, but one is a variable name collision in forward and the other is an unsafe dtype cast under 4-bit quantization." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict and a MobileLLM key error are unrelated load failures." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different model/tokenizer bugs with no shared concrete code path." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "One is a tied-weights attribute error in a model class; the other is a tokenizer load failure for a different model." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "The tokenizer AddedToken keyword collision is not the same as the physical-intelligence/fast load regression." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export failure with torch_compilable_check is unrelated to OmDet-Turbo processor image sizing." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "Different regressions: one breaks _is_hf_initialized, the other is a TimesFM window_size attribute error." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal model issues, but one is a Llava Next segfault and the other is a Qwen3OmniMoe video-processing ValueError." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Both mention FP8/float8, but the actual bugs are different: quantization config handling vs missing storage type deserialization." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "These are related Qwen VL regressions, but one is a broad video-input bug and the other is a still-image temporal position-id scaling bug." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead is not the same as the StaticCache seq-length type contract bug." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer loading conflict and a CUDA assert during auto device mapping are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Sliding-window handling in Qwen3-MoE and strict config loading for granite_speech are different problems." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both report the same Qwen3.5 save_pretrained regression; 45357 is a more specific follow-up about incorrect visual encoder keys." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The single accepted pair, issue:45216 and issue:45357, is well supported by the titles and dates as two reports of the same Qwen3.5 save_pretrained regression, with 45357 reading like a narrower follow-up. No soft-edge verdict appears overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 12, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43317", + "issue:43381", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43646", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43856", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44509", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45081", + "issue:45325", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899", + "issue:46909" + ], + "soft_pairs": [ + "issue:44991|issue:46315", + "issue:43425|issue:44403", + "issue:40444|issue:45325", + "issue:43716|issue:46899", + "issue:43296|issue:43531", + "issue:43611|issue:44534", + "issue:44220|issue:44683", + "issue:45812|issue:46491", + "issue:44403|issue:44991", + "issue:42796|issue:43746", + "issue:43381|issue:45923", + "issue:43632|issue:44756", + "issue:33666|issue:40444", + "issue:40990|issue:44811", + "issue:43792|issue:44589", + "issue:44291|issue:44589", + "issue:42796|issue:46710", + "issue:35707|issue:40444", + "issue:44079|issue:45663", + "issue:43482|issue:43525", + "issue:43632|issue:44534", + "issue:43531|issue:44291", + "issue:43421|issue:44568", + "issue:42175|issue:45542", + "issue:41720|issue:45081", + "issue:43482|issue:45538", + "issue:44079|issue:44534", + "issue:43317|issue:43856", + "issue:44462|issue:45812", + "issue:43296|issue:46821", + "issue:44509|issue:46909", + "issue:43611|issue:43646" + ], + "prepared_review_unit_hash": "2c01700e56511c23d75481bb540f87458418672ca1f07312555e3256689ad588", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37209, + "estimated_input_tokens": 9303, + "estimated_eval_tokens": 18862 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is broadly heterogeneous. A few pairs are thematically close (mostly Transformers v5/tokenizer/multimodal regressions), but none are strong enough to treat as the same underlying bug or change, so I would not merge any soft edge pairs.", + "confidence": 0.36, + "canonical_issue_reason": "If one issue has to anchor the cluster, issue 44291 is the clearest: it describes a narrow, reproducible TypeError in the init_empty_weights / _is_hf_initialized path, making it more concrete than the broader regression reports.", + "canonical_pr_reason": "No PRs are present in the provided items.", + "best_issue_reason": "Issue 44291 is the best single issue candidate because it is specific, actionable, and points to a concrete code-path regression rather than a broad symptom.", + "best_pr_reason": "No PRs are present in the provided items.", + "soft_edge_verdicts": [ + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer-related, but one is loading a specific repository tokenizer while the other is a performance regression in convert_tokens_to_ids with many added tokens." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 compatibility and noisy transformer loading are different problems with different failure modes." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both mention Qwen2.5-VL, but one is multi-image iterable finetuning failure and the other is a rope-index scaling bug for still-image positions." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both involve multimodal dtype issues, but they affect different models and distinct code paths." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is model loading/base_model_prefix handling and the other is non-persistent buffer initialization." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction and compiled flex_attention on newer torch are unrelated bugs." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but Granite token IDs and CodeLlama leading-space round-trips are different failures." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Documentation/loading noise is not the same issue as AutoTokenizer ignoring tokenizer.json for a repository." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT local-checkpoint loading are different subsystems and bugs." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing in eval mode and a missing supports_gradient_checkpointing flag are related feature area, but not the same concrete bug." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized handling and mmap OOM on Strix Halo are unrelated regressions." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are vision-language training issues, but they concern different models and different training failures." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "GPT-OSS perplexity regression and Whisper batch_decode skip_special_tokens behavior are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper model execution failure and Float8 storage lookup failure do not point to the same bug." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "The runtime TypeError from _is_hf_initialized and the Float8 storage-object error are distinct initialization/runtime issues." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer marker handling and a model accuracy regression after upgrade are not the same underlying problem." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image iterable finetuning." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states construction are separate bugs." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "A GGUF loading failure and a missing pad_token_id attribute are different model/config issues." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "_is_hf_initialized breakage and junk-filled non-persistent buffers are different v5 regressions." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and unexpected _is_hf_initialized initialization are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor updates and add_special_tokens BOS/EOS behavior are different tokenizer bugs." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both involve TensorFlow backend packaging, but the missing tf backend and the tensorboard-without-TF undefined backend error are different root causes." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and Mistral regex patching backend_tokenizer access are unrelated." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading for Qwen2.5 and CLIPTokenizer's model_max_length default are unrelated issues." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key handling and non-persistent buffer initialization are different code paths." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Dequantized model loading with device_map=auto and Qwen3 MoE training memory usage are different problems." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Ignoring tokenizer.json during AutoTokenizer load and wrong Granite token IDs are distinct tokenizer regressions." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "PaddleOCR-VL load failure and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation bugs, but they affect different docs and different examples." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "base_model_prefix loading breakage and custom model initialization breakage are related to v5 initialization, but they are not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 13, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43550", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43701", + "issue:43746", + "issue:43818", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45701", + "issue:45823", + "issue:45834", + "issue:46402", + "issue:46821" + ], + "soft_pairs": [ + "issue:43377|issue:45491", + "issue:42175|issue:43296", + "issue:43644|issue:44079", + "issue:44829|issue:45479", + "issue:41553|issue:43582", + "issue:40444|issue:45381", + "issue:43818|issue:46402", + "issue:44265|issue:45072", + "issue:43493|issue:43994", + "issue:43818|issue:45357", + "issue:45325|issue:45834", + "issue:45325|issue:45381", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:44291|issue:44877", + "issue:43873|issue:45701", + "issue:43701|issue:45325", + "issue:42796|issue:45381", + "issue:40990|issue:45584", + "issue:43606|issue:44265", + "issue:43262|issue:43746", + "issue:44479|issue:45823", + "issue:43828|issue:46821", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:39692|issue:40444", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:43454|issue:43550", + "issue:43606|issue:43819" + ], + "prepared_review_unit_hash": "6330e97f312b1da573036a08fbaeaa60d980ac502500e0360bf3e919d05186d8", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36353, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; most items share only broad subsystem similarity. The only plausible duplicate pair is the SigLIP2 implementation/output mismatch, so nearly all soft edges are rejected.", + "confidence": 0.31, + "canonical_issue_reason": "issue:43493 is the best root-cause anchor in the set: it is concrete, model-specific, and the clearest candidate to unify the only credible duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43493 is the most actionable representative overall; it focuses on an underlying implementation discrepancy rather than a downstream symptom or unrelated regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both are batching/masking-related, but they affect different models and different failure modes; not the same underlying bug." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "One is missing TensorFlow from a pip extra; the other is a model load failure in vLLM. Different problems." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer initialization and ModelOutput key assignment are separate code paths with different symptoms." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both mention degenerate training, but they are distinct classification-loss issues and not the same concrete bug." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "An AutoTokenizer error message and an Apple Silicon TypeError in caching_allocator_warmup are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "These are different Qwen2.5-VL multimodal regressions: multiple images per prompt versus video position-id handling." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Video-LLaVA missing temporal attention and Sam3 text encoder weights not loading are unrelated model-specific bugs." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export failures via torch_compilable_check and bfloat16 dtype mismatches in different models are not the same bug." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both point to the same SigLIP2 implementation problem: HF behavior diverges from the expected/reference behavior and yields bad outputs." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA architecture issues and Qwen3.5 save_pretrained key serialization are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both involve positional/indexing logic, but one is Qwen2.5-VL rope indexing and the other is Kosmos2.5 OCR indexing; different bugs." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Same model family, but one is still-image temporal position scaling and the other is video vision_position_ids; not clearly the same bug." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied weights/lm_head, but one is a model-specific tie failure and the other is device-dependent serialization inconsistency." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-GGUF loading in v5 are different compatibility issues." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "An unexpected init_empty_weights argument and strict config blocking granite_speech loading are separate loading/config bugs." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior and tokenization changing across versions are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "resume_from_checkpoint key mismatch and Qwen2.5-VL rope indexing are different concerns." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position ids are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and Whisper empty-transcription generation failure are unrelated model behaviors." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch for Bark and torch.export failures for exportable models are different code paths." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "A Qwen video-input regression and a Gemma4 device-map mismatch are different model/device bugs." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values and Qwen3 auto device mapping cuda asserts are different failures." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset behavior and generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc-example errors and Qwen2.5-VL iterable-dataset multi-image failures are different model workflows." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2 tokenization crashes and torch.export/torch_compilable_check failures are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Qwen3 auto device-map asserts and Gemma4 PLE device mismatch are different model/runtime failures." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "lm_head weight tying/serialization and Bamba SDPA torch.compile failures are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Bark CPU offload device mismatch and DAC.from_latents STE mismatch are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The lone accepted pair, issue:43493 with issue:43994, is plausibly the same SigLIP2 discrepancy/output problem, and the rejected pairs are generally supported by clearly different titles and failure modes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 14, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43065", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43450", + "issue:43454", + "issue:43572", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44387", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46402", + "issue:46821" + ], + "soft_pairs": [ + "issue:43257|issue:45923", + "issue:43377|issue:44610", + "issue:44568|issue:45920", + "issue:42796|issue:46209", + "issue:43454|issue:45072", + "issue:45823|issue:46821", + "issue:46305|issue:46315", + "issue:40990|issue:42947", + "issue:42617|issue:42915", + "issue:43881|issue:44488", + "issue:43377|issue:44898", + "issue:43454|issue:43720", + "issue:43749|issue:44534", + "issue:43317|issue:43873", + "issue:43572|issue:45759", + "issue:43322|issue:46050", + "issue:41720|issue:43322", + "issue:36331|issue:42617", + "issue:44387|issue:45704", + "issue:41720|issue:44977", + "issue:36331|issue:42915", + "issue:44877|issue:44991", + "issue:40990|issue:45701", + "issue:43450|issue:45701", + "issue:44466|issue:45357", + "issue:41720|issue:42617", + "issue:43065|issue:46402", + "issue:26413|issue:28530", + "issue:43873|issue:44756", + "issue:44186|issue:45072" + ], + "prepared_review_unit_hash": "2f67272dffc492b19c2aa5c2cee1cb5e110d6582fe7b73dd3a5697bfc84d2524", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36070, + "estimated_input_tokens": 9018, + "estimated_eval_tokens": 18292 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a duplicate cluster; it\u2019s a collection of unrelated issues across training, tokenization, loading, quantization, and model-specific regressions. No soft pair looks like the same underlying bug or fix.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits: the items cover many distinct subsystems and model families, with no clear shared underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "None of the issues is a good global representative because the cluster is heterogeneous rather than one bug with variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Different problems: MoE weight conversion under accelerate/deepspeed vs missing gradient-checkpointing flag." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Different code paths: MIMI padding-mask batching bug vs OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different behaviors and model families." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: tied-weight serialization vs bfloat16 dtype mismatch in inference." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Device-map forward mismatch is unrelated to the TimesFM window_size AttributeError." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Different areas: streaming mask off-by-one vs tokenizer performance regression." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity regression on a model/dataset is not the same bug as LoRA gradient-checkpointing ineffectiveness." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "A script launch failure and a Qwen3 MoE FP8 loading failure are different issues." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but for different models and likely different root causes." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Both involve image models, but one is batching/padding-mask behavior and the other is non-default resolution handling." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Different model-loading bugs: lm_head tying vs packed-weight unpacking in BitNet." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU-efficient loading and non-persistent buffer initialization are separate regressions." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Related to offloading broadly, but one is dequantized model loading and the other is a general quantization/offload issue." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to unwrapping text_config for Qwen multimodal configs." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Segfault while loading Llava Next is unrelated to sinq save/load breakage." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different model families and failure modes: Qwen3 device-map assert vs Llava Next segfault." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer signature change is unrelated to a 3d_parallel.py execution failure." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both are memory-related, but one is int4 CUDA reserve growth and the other is an apex RMSNorm leak." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen generation failures with different trigger conditions and code paths." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer API mismatch and Qwen3 MoE FP8 failure are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading and tokenizer loading regression are different root causes." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity on one model is not the same as a broad tokenization-version change report." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch shape bug is unrelated to tokenizer-version behavior." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both mention serialization, but the affected artifacts and failure modes differ." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 device-map assert and 3d_parallel.py runtime failure are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Same model family, but dummy Conv2d in pixel decoder vs missing text encoder weight loading are different bugs." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resume iterator failure and early-stopping metric lookup failure are unrelated training issues." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization offloading behavior and mmap OOM on Strix Halo are different memory/loading problems." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to dtype mismatch in inference." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 15, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:28530", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44451", + "issue:44464", + "issue:44610", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44898", + "issue:44991", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:46291", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:46612|issue:46858", + "issue:43577|issue:43708", + "issue:43526|issue:43883", + "issue:43550|issue:43720", + "issue:43881|issue:44991", + "issue:43295|issue:45701", + "issue:45685|issue:46821", + "issue:43646|issue:46665", + "issue:44451|issue:47020", + "issue:43550|issue:43606", + "issue:44186|issue:44610", + "issue:36010|issue:42617", + "issue:43404|issue:45357", + "issue:44610|issue:44898", + "issue:42915|issue:43317", + "issue:46821|issue:46869", + "issue:44734|issue:46858", + "issue:44423|issue:45406", + "issue:44008|issue:45823", + "issue:41720|issue:45161", + "issue:28530|issue:33666", + "issue:44464|issue:46858", + "issue:43531|issue:43572", + "issue:44671|issue:44743", + "issue:42915|issue:46291", + "issue:45632|issue:45684", + "issue:36331|issue:41720", + "issue:44186|issue:44361" + ], + "prepared_review_unit_hash": "c964fcaa827c12238f893044d270d50033b01545352eed71448f512f1defef7e", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36258, + "estimated_input_tokens": 9065, + "estimated_eval_tokens": 18386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issue reports. The soft pairs share broad subsystem keywords, but they describe different concrete bugs and code paths, so none are safe duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation/cache behavior, but 46612 is about beam-search cache reorder being skipped for specific models, while 46858 is a static-cache seq_length/device-tensor arithmetic bug in prefill. Different failures and fixes." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "BLIP2 dtype loading vs Trainer resume/max_steps logic are unrelated; they affect different components and code paths." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "One is a BeitImageProcessorFast label-reduction bug, the other is a missing all_tied_weights_keys attribute in Molmo CausalLM. No shared underlying defect." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Both touch model loading/compile flows, but 43550 is an SDPA torch.compile issue in Bamba, while 43720 is about unpacking packed BitNet weights during accelerate loading. Different root causes." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Both are load failures, but they concern different models and mechanisms: one is a specific model loading failure, the other is a tokenizer-loading regression for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Both mention version-related behavior changes, but 43295 is a processor/tokenizer API regression and 45701 is a tokenization output change complaint. Not the same bug." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "MPS histogram-not-implemented in a MoE path is unrelated to TimesFM's window_size AttributeError." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both involve custom model/loading behavior, but 43646 is a Transformers 5.0 custom initialization breakage and 46665 is inconsistent from_pretrained behavior inside Python classes. Not the same code-path problem." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "ScandiBERT loading failure and XLMRobertaTokenizer/Unigram constructor mismatch are different tokenizer/model-specific bugs." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Bamba torch.compile+SDPA and bark-small CPU offload device mismatch are different device/compile issues with different fixes." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and OmDet-Turbo image-size mismatch are both vision/tokenizer-related only at a very broad level; the concrete bugs are different." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error and inability to run 3d_parallel.py are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Both are multimodal/model-structure regressions, but 43404 is about tied lm_head weights in Mistral3 and 45357 is about incorrect visual encoder keys in Qwen3.5 save_pretrained. Different issues." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both concern vision input sizing, but one is a processor/model resolution mismatch for OmDet-Turbo and the other is a Perceiver interpolate_pos_encoding failure at non-default resolution. Different bugs." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and dequantized model loading with device_map=auto are different acceleration/offload problems." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map failure are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache/serve-related, but 44734 is wrong tensor indexing during KV-cache continuation in serve, while 46858 is a static-cache seq_length tensor/device arithmetic bug. Different failure points." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching str.to crash and Gemma4Processor missing _tokenizer are distinct multimodal serving bugs." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n forward variable-name collision and Gemma4 PLE device mismatch are not the same problem." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert and GPT-OSS MoE tensor-parallel failure are different distributed/device issues." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric selection and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward and static-cache seq_length device tensor arithmetic are both compilation/generation issues, but not the same code path or bug." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window and StableLmConfig pad_token_idx are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM regression and Qwen3.5 recurrent-state reset with cache are different model-specific bugs." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "FineGrainedFP8Config failure and kernels v0.15 import/version requirement are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for trust_remote_code and read-only permission propagation in save_pretrained are different filesystem issues." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer compute_loss signature breakage and Qwen3 auto device-map cuda assert are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer AttributeErrors, but they involve different tokenizers, inputs, and failure mechanics; not a single duplicate bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 16, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43425", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44077", + "issue:44387", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44625", + "issue:44913", + "issue:45059", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:47020" + ], + "soft_pairs": [ + "issue:43425|issue:46821", + "issue:43316|issue:44913", + "issue:28530|issue:30064", + "issue:42915|issue:43322", + "issue:33357|issue:35707", + "issue:43540|issue:43782", + "issue:29159|issue:36032", + "issue:30064|issue:34634", + "issue:43873|issue:45704", + "issue:44387|issue:45701", + "issue:43550|issue:43653", + "issue:44534|issue:46665", + "issue:43531|issue:45759", + "issue:43452|issue:47020", + "issue:41720|issue:43746", + "issue:44492|issue:44509", + "issue:43606|issue:43720", + "issue:42490|issue:43329", + "issue:43526|issue:43881", + "issue:45406|issue:45464", + "issue:43388|issue:45059", + "issue:34567|issue:35707", + "issue:43606|issue:43653", + "issue:43531|issue:46821", + "issue:34634|issue:41720", + "issue:43540|issue:46858", + "issue:45759|issue:45859", + "issue:43531|issue:44589", + "issue:44077|issue:44625" + ], + "prepared_review_unit_hash": "03e4313744d3fdd362f89d3a8633667314deca89ee56226ba38e3a19e87876ed", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35786, + "estimated_input_tokens": 8947, + "estimated_eval_tokens": 18150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most items are unrelated issues across tokenizers, Qwen variants, loading/offload, docs, and processors. None of the soft edges look like true duplicates, though a few are loosely related by subsystem.", + "confidence": 0.9, + "canonical_issue_reason": "No strong canonical duplicate emerges; if forced to anchor the cluster, issue 45759 is the closest representative of the small Qwen config-propagation subgroup, but it does not subsume the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45759 is the best single representative by soft-link density and thematic coherence within the Qwen config family, even though the overall cluster is not a duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Torch version compatibility and a TimesFM window_size AttributeError are unrelated failure modes." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related, but Gemma3TextConfig API drift and GPTNeoX rotary_pct reload are different bugs in different models." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric selection and void segmentation map processing are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "FineGrainedFP8Config failure and Llava Next loading segfault are different code paths and symptoms." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both involve Qwen multimodal models, but video input validation and weight_only load errors are distinct paths." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency and a T5Tokenizer add_special_tokens init conflict are separate tokenizer bugs." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "ImageProcessor segmentation-map handling and BarkProcessor voice_preset loading are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization offloading OOM and T5 apex.FusedRMSNorm memory leak are different resource issues with different causes." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Int4 quantization memory growth and tokenization differences across versions are not the same defect." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer junking in v5 and from_pretrained behavior inside Python classes are different initialization issues." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Both touch Qwen config/model behavior, but sliding_window handling and text_config unwrapping are different bugs." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "gguf_file loading breakage and XLMRobertaTokenizer Unigram init type mismatch are separate tokenizer/load issues." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and GraniteSpeech PEFT local checkpoint loading are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo and stale docs for removed pipeline tasks are not the same change." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch in Bark and unpacking packed BitNet weights during accelerate loading are distinct bugs." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash local path import warning and undefined video-branch multimodal token logic are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels behavior and glm-4v-9b loading failure are different problems." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Both involve serving/inference, but Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat failure are different code paths." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering label truncation and SAM3 text/bbox behavior are not the same underlying bug." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token accounting and progressive generation cache handling are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Bark CPU offload mismatch and BigBirdTokenizer special-token registration have no shared root cause." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Both mention a window concept, but Qwen3-MoE sliding_window and TimesFM window_size errors are different subsystems." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Bark voice_preset support and Qwen3 device mapping cuda assert are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Video-input validation in Qwen3OmniMoe and static-cache slice arithmetic on non-CUDA backends are different bugs." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both are Qwen3.5-related, but config unwrapping and CPU-offload rotary embedding incompatibility are distinct code-path failures." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window and Float8 storage deserialization errors are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are unrelated model/config changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 17, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43493", + "issue:43644", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44368", + "issue:44451", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46402", + "issue:46463", + "issue:46655", + "issue:46665", + "issue:46693" + ], + "soft_pairs": [ + "issue:44451|issue:44991", + "issue:45357|issue:46402", + "issue:43644|issue:46665", + "issue:44898|issue:45072", + "issue:44987|issue:45042", + "issue:44062|issue:44451", + "issue:44625|issue:45479", + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:41720|issue:45704", + "issue:44368|issue:45357", + "issue:43746|issue:46050", + "issue:43381|issue:45704", + "issue:46655|issue:46693", + "issue:43421|issue:43927", + "issue:44918|issue:44936", + "issue:45704|issue:45923", + "issue:42886|issue:44843", + "issue:45759|issue:45923", + "issue:43746|issue:43873", + "issue:44514|issue:44545", + "issue:43994|issue:44671", + "issue:39692|issue:43493", + "issue:46032|issue:46463", + "issue:43421|issue:43653", + "issue:30064|issue:36010", + "issue:43782|issue:45381", + "issue:45081|issue:45356", + "issue:43421|issue:44186" + ], + "prepared_review_unit_hash": "b119caecb92bcf5a569edeaf1edf3d8babe9cc2d7a16666de6618fa430687993", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36797, + "estimated_input_tokens": 9200, + "estimated_eval_tokens": 18656 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly false-positive similarity cluster. Only two pairs look like true duplicates: the offline tokenizer/cache failure and the exact Qwen2_5_VLProcessor batched-padding crash. The rest share broad themes (tokenizers, vision processors, multimodal models, training) but not the same concrete bug.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44843 is the strongest canonical candidate: it pinpoints the offline failure in `_patch_mistral_regex` / `model_info()`, while issue:42886 mainly reports the same user-facing symptom. The other soft matches are either unrelated or too broad to unify into one bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the best representative issue because it gives the clearest root cause and is directly actionable; issue:44514/44545 is also a real duplicate pair, but it is a narrower exact-title duplication rather than the most informative bug report overall.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer load failures, but they affect different models and likely different failure modes; not enough evidence of one underlying bug." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both are multimodal save/load issues, but one is Qwen3.5 visual encoder keys and the other is Sam3Model text encoder loading; different code paths." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "These describe unrelated problems: non-persistent buffer initialization vs. from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems and symptoms: image-size interpolation failure vs. bf16 dtype mismatches." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "One is a specific model load regression; the other is a PIL image-processor dependency regression. Too different to merge." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Both involve tokenizers, but one is an AddedToken argument duplication and the other is a model-specific loading failure." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both concern classification config, but they are different bugs: num_labels propagation vs. single-label zero-loss behavior." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Both mention gradients/training, but one is eval-mode checkpointing restriction and the other is a ZeRO-3 gradient regression." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision/model mismatch reports, but they affect different models and processor expectations." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "A CUDA assert on Qwen3 auto device mapping is unrelated to T5 using apex RMSNorm." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "One is a warning about tie_word_embeddings during LoRA fine-tuning; the other is a save_pretrained key-mapping bug." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Both involve loading/saving models, but one is PEFT/local checkpoint loading and the other is quantized sinq round-tripping." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Different concrete issues: eval-mode gradient checkpointing vs. apex RMSNorm memory leak." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video padding calculation bug vs. long-context FA2 performance regression; not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both involve token IDs/special tokens, but one is tokenizer post-processor updates at runtime and the other is config persistence causing generation IndexError." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Both are trainer-related, but one is embedding unpacking with TRL SFT and the other is evaluate() after train()." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Completely different problems: T5/apex memory leak versus missing gradient-checkpointing support flag on a trust_remote_code model." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "These are the same offline tokenizer bug: the cache-load failure in offline mode is explained by `_patch_mistral_regex` unconditionally calling `model_info()`." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Composite config unwrapping in AutoModelForCausalLM is unrelated to a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters and offloading with quantization are different failure modes." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "These are effectively the same issue: identical Qwen2_5_VLProcessor chat-template crash on batched input with padding=False." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both report incorrect model outputs, but they are different models and different underlying bugs." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one is a doc/example mismatch and the other is an implementation discrepancy vs. JAX." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "A silent correctness bug in Mamba2Mixer use_cache is unrelated to T5 decoder-input validation messaging." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both involve special tokens, but one is runtime post-processor syncing and the other is BigBird mask-token registration." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Completely unrelated: image processor handling of void segmentation maps vs. an ImportError for GenerationMixin." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen-VL bugs: weight_only loading failure vs. incorrect video vision_position_ids." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch tokenizer regex handling, but one is a crash in fix_mistral_regex and the other is a codec-handling regression with a misleading warning; not clearly the same bug." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer bugs: runtime special-token post-processing vs. LayoutLMv2 crashes on NER/batched padding." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative on the soft edges. The two accepted duplicate pairs are supported by near-identical titles / clearly matching failure descriptions, and the false pairs are mostly framed cautiously as broad theme overlaps rather than same-bug matches. No obvious overstatement or unsupported merge claim." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 18, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43335", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43756", + "issue:43819", + "issue:43873", + "issue:43927", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44488", + "issue:44661", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:44995", + "issue:45081", + "issue:45084", + "issue:45356", + "issue:45381", + "issue:45834", + "issue:45907", + "issue:45987", + "issue:46294", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:46932", + "issue:47020" + ], + "soft_pairs": [ + "issue:44995|issue:46858", + "issue:45356|issue:45907", + "issue:39692|issue:43873", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:46829|issue:46832", + "issue:43295|issue:45834", + "issue:45987|issue:46829", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:43540|issue:46294", + "issue:45381|issue:46693", + "issue:43531|issue:43643", + "issue:44062|issue:44488", + "issue:43596|issue:44220", + "issue:43611|issue:46665", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:41720|issue:44991", + "issue:30064|issue:36331", + "issue:44008|issue:46858", + "issue:44220|issue:44661", + "issue:45987|issue:46932", + "issue:43618|issue:43697", + "issue:43335|issue:43756", + "issue:44488|issue:47020", + "issue:43643|issue:44877", + "issue:43550|issue:43819", + "issue:44843|issue:45081", + "issue:39692|issue:45834", + "issue:44821|issue:45084" + ], + "prepared_review_unit_hash": "f7565cf2d477df34e397fdc1b09ea211911991ebabb5a55d190c603ae69eebb8", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37304, + "estimated_input_tokens": 9326, + "estimated_eval_tokens": 18908 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft edges are mostly false positives: they cluster by broad theme words (tokenizer, multimodal, cache, quantization) but do not describe the same concrete bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this set: the items span unrelated failures across tokenizers, multimodal processors, cache semantics, quantization, configs, and model-specific regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue; none of the issues cleanly represents the whole heterogeneous cluster or a single duplicate bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache/sequence length, but one is a GlmMoeDsa stale indexer bug and the other is a static-cache torch.compile backend issue." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer codec/regression in Kimi-K2.5 is unrelated to list_repo_files failing to forward revision in CI." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 doc/example errors and a quantization offloading regression are different bugs with only a broad quantization overlap." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading and DAC from_latents/STE mismatch are different model-path failures." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token decode issue is unrelated to BitNet accelerate loading of packed weights." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "VideoPrism output field regression and RT-DETR feature-level shape error are separate model-specific bugs." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression with images is unrelated to Kosmos2.5 long-ocr index errors." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache sequence-length shape regression is unrelated to VideoPrism hidden_states output mixup." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba is unrelated to DiaConfig losing custom token IDs after save/load." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba torch.compile/SDPA and MLukeTokenizer AttributeError are different code paths and symptoms." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both involve Qwen video input, but one is a processing ValueError and the other is a chat-template feature/token mismatch." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoConfig trust_remote_code field loss are unrelated issues." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Duplicate AddedToken special-arg failure is not the same as loading cjvt/sleng-bert failing." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "DeepSpeed zero3 BertModel index error and _torch_extract_fbank_features are unrelated failures." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "base_model_prefix loading regression and inconsistent from_pretrained inside Python classes are different loader issues." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash is unrelated to Perceiver image classification resolution handling." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and DAC from_latents mismatch are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and est-roberta tokenizer loading are different bugs." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor void segmentation maps and CustomTrainer.compute_loss kwarg mismatch are unrelated." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n variable collision in forward is unrelated to cache.get_seq_length returning a device tensor." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction failure and add-new-model-like TOKENIZER_MAPPING_NAMES bug are separate code paths." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache sequence-length shape regression is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions regression and RTDetrV2 output drift are different model regressions." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and Smollm3 RoPE-layer dropping are unrelated model configuration issues." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-loading problems, but one is a specific model load failure and the other is a Unigram constructor type bug." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "AutoConfig trust_remote_code missing fields and strict config blocking granite_speech are different config-loading failures." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and DAC from_latents mismatch do not share the same underlying defect." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch _patch_mistral_regex, but one is offline model_info access and the other is a backend_tokenizer AttributeError; not the same bug." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compile errors are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 example issues and Kosmos2.5 long OCR index errors are different multimodal bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 19, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43716", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43931", + "issue:43994", + "issue:44008", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:46032", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46846", + "issue:47020" + ], + "soft_pairs": [ + "issue:34634|issue:36010", + "issue:44448|issue:44671", + "issue:44186|issue:44442", + "issue:43540|issue:44008", + "issue:45584|issue:45834", + "issue:45183|issue:45479", + "issue:43322|issue:45685", + "issue:43644|issue:43749", + "issue:44991|issue:47020", + "issue:43606|issue:45072", + "issue:43421|issue:44811", + "issue:43782|issue:44977", + "issue:44479|issue:45834", + "issue:43582|issue:46512", + "issue:43550|issue:45072", + "issue:43825|issue:43994", + "issue:43577|issue:43818", + "issue:44561|issue:45020", + "issue:44991|issue:46291", + "issue:43388|issue:46032", + "issue:46294|issue:46463", + "issue:43716|issue:44008", + "issue:44805|issue:44936", + "issue:43931|issue:46846", + "issue:43540|issue:45381", + "issue:44610|issue:45072", + "issue:28218|issue:29159" + ], + "prepared_review_unit_hash": "211bffa71b65023e7bf2c86b73717e5c4708bd59639fdc89451e973a6fb37f30", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36043, + "estimated_input_tokens": 9011, + "estimated_eval_tokens": 18278 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of superficially similar Transformer bug reports across different models and code paths. I do not see any soft edge that looks like a true duplicate pair, so all soft links should be rejected. No PRs are present in the cluster.", + "confidence": 0.33, + "canonical_issue_reason": "Issue 45020 is the broadest, most representative report of a widespread recent-version / remote_code compatibility regression, making it the best anchor for this heterogeneous cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the most general and reusable summary of the cluster\u2019s recurring theme of Transformers version regressions affecting remote_code models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset failure and GenerationMixin import failure are unrelated tokenizer/runtime issues affecting different components." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both mention output changes, but one is Pegasus v4/v5 generation drift and the other is CamemBERT masked-LM prediction regression; different models and bugs." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2Tokenizer crashes on NER/batched padding, while FastSpeech2ConformerTokenizer fails to load via AutoTokenizer; different failure modes." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video input ValueError and Gemma3n audio_mel_mask AttributeError come from different model pipelines and root causes." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty transcription after align_special_tokens and Kosmos2.5 long OCR index errors are unrelated input-processing bugs." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "One is validation/error-message behavior for input_ids vs inputs_embeds; the other is a zero-loss classification bug with num_labels=1." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segfault on load and an MPS histogram Int type error are unrelated hardware/model issues." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk filling and FSDP CPU RAM efficient loading breakage are both loading-related but not the same code-path problem." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer load failures, but for different tokenizer implementations and different underlying type/compatibility problems." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU-offload device mismatch in Bark-small is not the same bug as dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Updating post-processors after special-token mutation is a different issue from Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation failure affect different stages and code paths." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Video input regression across Qwen models and Kosmos2.5 OCR long-input index error are unrelated failures." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon warmup TypeError and stale config.dtype after from_config are different dtype-related bugs with different fixes." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Bamba-9B-v2 torch.compile/SDPA failure is a model execution issue, not the same as bfloat16 dtype mismatch in other models." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "A misleading pipeline translation error in v5 is not the same as SigLIP2 producing nonsensical outputs." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype remaining float32 and Video-LLaVA missing temporal attention/share weights are unrelated model-architecture bugs." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code breakage, but one is specifically the removed is_torch_fx_available helper while the other is a broad umbrella report." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "gather_for_metrics label truncation and Mamba2Mixer use_cache corruption are different training/inference bugs." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen3.5-9B video template token/feature mismatch and T5 decoder-input validation messaging are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch and Gemma3n variable-name collision are different failure mechanisms." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "A mask/tensor shape mismatch and trainer.evaluate() failing after train do not point to the same underlying bug." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Qwen3-VL load-time weight shape mismatch and missing linear_attn TP-plan entries are separate model configuration problems." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Qwen video input ValueError and wrong vision_position_ids in Qwen2.5-VL are related only by model family, not by the same concrete bug." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor output size mismatch for OmDet-Turbo and bfloat16 dtype mismatch in other models are different issues." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Extra space after added token and slow/fast tokenizer inconsistency are related tokenizer symptoms but not the same defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 20, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44589", + "issue:44671", + "issue:44857", + "issue:44912", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45701", + "issue:46175", + "issue:46209", + "issue:46285", + "issue:46326", + "issue:46665", + "issue:46697", + "issue:46728", + "issue:46932" + ], + "soft_pairs": [ + "issue:43749|issue:44291", + "issue:43720|issue:45072", + "issue:43645|issue:46665", + "issue:43825|issue:43827", + "issue:44671|issue:45701", + "issue:43577|issue:43582", + "issue:34634|issue:36331", + "issue:42175|issue:45081", + "issue:46175|issue:46932", + "issue:46697|issue:46728", + "issue:45003|issue:46285", + "issue:43782|issue:45325", + "issue:43262|issue:43819", + "issue:43653|issue:44912", + "issue:43582|issue:44857", + "issue:45372|issue:46326", + "issue:44589|issue:45042", + "issue:43742|issue:45020", + "issue:43550|issue:44912", + "issue:36010|issue:43645", + "issue:43257|issue:43329", + "issue:36010|issue:36331", + "issue:43526|issue:43697", + "issue:43906|issue:46209", + "issue:45081|issue:45406", + "issue:43452|issue:44991", + "issue:44060|issue:44368" + ], + "prepared_review_unit_hash": "677244d9c01f816ace759a6b84ac8e5640f27182de2ef9f5a47d255892e1f068", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36357, + "estimated_input_tokens": 9090, + "estimated_eval_tokens": 18436 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly distinct Transformers regressions and model-specific bugs, not true duplicates. The only broad umbrella issue is the remote_code/version-compatibility regression.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45020 is the best umbrella representative: it describes a broad recent-version regression affecting model loading with `remote_code`, which is closer to the common theme across this set than the narrower model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the strongest standalone issue because it is broader and more centrally representative of the cluster\u2019s recurring version-compatibility/loading breakages.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both involve loading/init paths, but they are different failures: FSDP CPU RAM efficient loading vs an unexpected `_is_hf_initialized` argument in `init_empty_weights`." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Different model families and code paths: BitNet packed-weight unpacking vs dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both mention `from_pretrained`-style usage, but one is a Jupyter/custom-model regression and the other is inconsistent behavior inside Python classes; not the same bug." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is a runtime error message about translation tasks, the other is documentation still referencing removed pipeline APIs." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Tokenization/version behavior is too broad here; one is CamemBERT masked-LM prediction regression, the other is a general tokenization change report." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated bugs: BLIP2 dtype casting on load vs an Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Completely different areas: BarkProcessor voice preset vs CustomTrainer.compute_loss signature incompatibility." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Backend packaging mismatch with `.[torch]` is unrelated to a Mistral regex patch crash." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Same general Gemma4 area, but different concrete bugs: huge one-hot position embedding materialization vs dtype casting for quantized embedders." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image-processing bugs, but one is over-padding in Swin2SR and the other is wrong patch counting in Aria." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Different subsystems: unsafe `sys.modules` access in modeling_utils vs CLIP structure inconsistency." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen variants and different failures: `weight_only=True` loading error vs incorrect temporal position scaling." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio-related, but not the same bug: chat-template sample-rate defaulting vs DAC latent/forward mismatch from missing STE." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration bug vs MXFP4 quantization loading fallback are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Different runtime environments and failures: Apple Silicon allocator warmup TypeError vs CUDA AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve processor/tokenizer dependencies, but one is a missing `ReasoningEffort` import and the other is `continue_final_message` behavior; not the same code-path problem." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to PIL backend processors incorrectly requiring torchvision." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A key error when loading one model is not the same underlying issue as the broad remote_code regression." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different execution paths: torch.compile/SDPA failure vs MXFP4 quantization fallback." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import error is unrelated to notebook/custom-class `from_pretrained` behavior." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Different problems: Qwen3 MOE weight conversion with accelerate/deepspeed vs undefined video-token helper/merge size in multimodal token counting." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Import-time transformers API breakage vs trainer loss-signature incompatibility." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Different model/image-processing bugs: BEiT fast processor label reduction vs RTDetrV2 output drift in v5." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of an older issue is not the same bug as FP8 inference failure on B200." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Different tokenizer/serve failures: Mistral regex patch crash vs Gemma4Processor missing `_tokenizer`." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "GGUF loading breaks for tokenizer/model APIs, but that is not the same as a specific tokenizer load failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tie-weight warnings, but the concrete issues differ: wrong tied-weights mapping in Qwen3-Next vs a config warning during ms-swift LoRA fine-tuning." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 21, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:29159", + "issue:34567", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43526", + "issue:43531", + "issue:43606", + "issue:43638", + "issue:43643", + "issue:43650", + "issue:43696", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44617", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:45042", + "issue:45084", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:43329|issue:45600", + "issue:43638|issue:44936", + "issue:43531|issue:45042", + "issue:43819|issue:43927", + "issue:43526|issue:44554", + "issue:45084|issue:45538", + "issue:42175|issue:46291", + "issue:43746|issue:44811", + "issue:42490|issue:43257", + "issue:43854|issue:44977", + "issue:43643|issue:45759", + "issue:39692|issue:44912", + "issue:38175|issue:44610", + "issue:43262|issue:44811", + "issue:43257|issue:43696", + "issue:43329|issue:43450", + "issue:44387|issue:44617", + "issue:43257|issue:43931", + "issue:43329|issue:44479", + "issue:42915|issue:43742", + "issue:34567|issue:40990", + "issue:45459|issue:45803", + "issue:44291|issue:45042", + "issue:46421|issue:46424", + "issue:43650|issue:43906", + "issue:42915|issue:44821", + "issue:29159|issue:34567", + "issue:43606|issue:45859" + ], + "prepared_review_unit_hash": "6ceff1d9f80294b41e91118f2b59a4a0aefafd82df77ed044a3543e1685993f6", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36133, + "estimated_input_tokens": 9034, + "estimated_eval_tokens": 18324 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "44479 remains the best issue candidate as the broader user-facing Qwen video regression. The previously accepted 43329\u219444479 link is now treated conservatively as related-but-not-duplicate, because the packet only shows title/embedding similarity and the descriptions point to different failure modes.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 44479 is the best canonical issue: it is the broader, user-facing report of the Qwen video-input regression across multiple affected models and is the better duplicate hub than a narrower internal helper bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the strongest overall issue candidate because it captures a concrete multi-model regression with clear user impact and the broadest scope among the candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Different bugs: video multimodal token counting versus stale auto-mapping references. Similarity alone is not enough." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different code paths and symptoms: deepspeed zero3 IndexError versus trainer state/eval behavior." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding-window handling and PIL backend dependency behavior are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC forward-pass mismatch and DiaConfig token-ID loss are distinct model/config bugs." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Beit fast processor label reduction and MPS attention correctness are unrelated failures." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error versus tokenizer max_length constant; no shared underlying defect." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Packaging/backend dependency issue versus pipelines import-time kernels requirement mismatch." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT checkpoint loading and Whisper batch_decode token skipping affect different behaviors." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local path warning is unrelated to Qwen3 MoE weight conversion with accelerate+deepspeed." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failure modes: GLM-4.7-Flash loading test failure versus Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config loading, but one is missing fields with trust_remote_code and the other is text_config unwrapping for multimodal configs." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 doc-example errors and GPT-OSS quantization fallback are separate issues." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and OmDet-Turbo processor/model size mismatch are not the same bug." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and Whisper batch_decode special-token handling are different code paths." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE loading/conversion and GPT-oss-20b CUDA OOM are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both are video-related, but one is undefined variables in multimodal token counting and the other is batched video processor shape output." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Quantization memory regression and Sam3Video OOM are different memory problems with different triggers." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE weight conversion failure and Qwen3-VL weight-shape mismatch are distinct load-time failures." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "The packet only supports title-level/video-domain similarity; the descriptions point to different failure modes, so this is not enough to call them the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "FineGrainedFP8Config failure on Qwen3 MoE and MobileLLM key error are unrelated model-loading bugs." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counting and GPT-OSS perplexity are entirely different issues." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both concern error handling, but in different components and with different mechanisms." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized type error is unrelated to PIL backend torchvision dependency behavior." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is spurious recompilation from lazy init and the other is max_cache_length being ignored except for quantized cache." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "The first is not a specific bug report; the second is an isolated reproduction of a different issue." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3 MoE FP8 loading and AutoImageProcessor-from-URL loading are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer fast/slow inconsistency and TrainerState token counting are different subsystems and symptoms." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but they affect different models and code paths; not the same bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall summary is mostly grounded, and 44479 is a plausible best issue. However, the accepted soft-edge pair 43329 \u2194 44479 is overstated: the packet only shows title-level similarity and a soft-similarity score, while the issue descriptions point to different failure modes (undefined variables in `_get_num_multimodal_tokens` vs. a broader video-input regression across Qwen models). That is not enough evidence to assert they are the same bug or that 43329 is the root cause of 44479. Please keep that pair conservative unless there is direct packet evidence tying them together." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 22, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:29870", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:43927", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44568", + "issue:44756", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45538", + "issue:46291", + "issue:46512", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46832", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:43749|issue:44756", + "issue:28282|issue:29870", + "issue:43454|issue:43577", + "issue:43540|issue:46701", + "issue:43525|issue:46291", + "issue:28282|issue:34689", + "issue:43927|issue:44912", + "issue:44568|issue:45356", + "issue:44987|issue:45538", + "issue:33357|issue:34567", + "issue:43425|issue:46291", + "issue:44857|issue:46832", + "issue:43697|issue:45357", + "issue:43404|issue:45127", + "issue:45137|issue:45405", + "issue:42175|issue:43824", + "issue:28282|issue:29127", + "issue:45538|issue:46869", + "issue:45081|issue:47020", + "issue:42915|issue:45538", + "issue:44479|issue:46693", + "issue:43742|issue:44291", + "issue:44936|issue:46821", + "issue:43452|issue:43582", + "issue:43577|issue:46512", + "issue:42915|issue:43749", + "issue:44062|issue:44991", + "issue:24643|issue:29159" + ], + "prepared_review_unit_hash": "e1c43953e313e0511f4c3c72571965a2bb0b77ce7c55ff3a8cfdcd05811d7254", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36316, + "estimated_input_tokens": 9079, + "estimated_eval_tokens": 18414 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer, model-loading, training, quantization, and hardware-specific bugs. None of the soft edges look like the same underlying issue, so I rejected all duplicate candidates. I selected the Mistral tokenizer regression as the best representative issue because it is concrete and well-scoped, but the cluster is not a true duplicate group.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45081 is the most concrete, self-contained bug report in the set, with a specific failure mode in tokenizer patching and a clear repro/error. It is a better representative than the more generic or hardware-specific issues around it.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45081 is the strongest anchor for this cluster because it is specific, user-facing, and technically well described. Even so, the surrounding items are not duplicates of it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both involve loading/memory problems, but one is FSDP CPU RAM-efficient loading and the other is mmap OOM on Strix Halo; different code paths and failure modes." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "ImportError for missing PyTorch is unrelated to BART generate() hitting an unbound decoder_attention_mask variable." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Both mention weight tying/dtype behavior, but they affect different model families and different symptoms; not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and DiffusionGemma pipeline failure are distinct multimodal bugs." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Llama4 pad_token_id attribute error is unrelated to pipelines import failing on kernels v0.15 requirements." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading/import failures, but one is a missing PyTorch environment check and the other is a Llama 3.2 Vision model-loading regression." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Saving/loading custom token IDs causing IndexError is unrelated to MXFP4 quantization falling back to bf16." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "A tokenizer not adding BOS/EOS in v5 is a different bug from the Kimi-K2.5 codec handling and warning regression." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "A model-loading regression for physical-intelligence/fast is unrelated to CLIPTokenizer's model_max_length constant." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS CLIP bus error and TrainerState token counter not updating are unrelated problems." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 compatibility is a different issue from kernels package import-time version/revision requirements." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "LwDetrImageLoss AMP crash and RT-DETR forward error with feature levels are distinct model bugs." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output differences in v5 and Qwen3.5 save_pretrained visual-key regression affect different models and code paths." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both touch tied weights, but one is a Mistral3 generation/load issue and the other is LoRA merging with extended vocabulary; not the same concrete bug." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque failure and a PEFT minimum-version bump are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "TensorFlow backend packaging and missing Qwen2.5-VL import are different dependency/import issues." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch import error is unrelated to LayoutLMv3's box-information error handling." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "CLIPTokenizer max-length behavior and multi-GPU device_map auto failure are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Mistral regex patch crash and XLMRoberta Unigram vocab type mismatch are different tokenizer implementation bugs." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to CLIPTokenizer's max_length constant." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Video-input regression for Qwen models and FA2 long-context performance regression are different issues." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM loading KeyError and init_empty_weights unexpected-argument TypeError are separate model-loading failures." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer.evaluate() after train() and TimesFM window_size AttributeError are unrelated runtime issues." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading breakage and Apple Silicon caching_allocator_warmup TypeError are different platform/code-path bugs." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both are dtype-related, but one is a model remaining float32 on load and the other is stale model.config.dtype after from_config; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "FineGrainedFP8Config failure and FSDP CPU RAM-efficient loading are unrelated issues." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-argument conflict is unrelated to tokenizer loading failing for EMBEDDIA/est-roberta." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed 'weight must be 2-D' training error and slow/fast tokenizer inconsistency are unrelated problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 23, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:27957", + "issue:28282", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:43257", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44589", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45600", + "issue:45701", + "issue:45823", + "issue:45907", + "issue:46399", + "issue:46463", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46821" + ], + "soft_pairs": [ + "issue:27957|issue:28282", + "issue:44849|issue:45701", + "issue:41720|issue:43540", + "issue:43540|issue:44560", + "issue:42175|issue:44488", + "issue:44987|issue:45907", + "issue:34567|issue:36331", + "issue:44479|issue:45381", + "issue:43540|issue:44479", + "issue:38175|issue:44898", + "issue:44792|issue:44964", + "issue:44568|issue:45488", + "issue:44291|issue:44821", + "issue:43257|issue:43756", + "issue:44062|issue:45081", + "issue:43582|issue:46821", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:43716|issue:46701", + "issue:43531|issue:44821", + "issue:45405|issue:45600", + "issue:44737|issue:46463", + "issue:43577|issue:45072", + "issue:45823|issue:46463", + "issue:44568|issue:46491", + "issue:43906|issue:46693" + ], + "prepared_review_unit_hash": "4580785d3a013b5eaa2d0d24cc4a0d5b55b58714ba24a006c17552a987569cdf", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35636, + "estimated_input_tokens": 8909, + "estimated_eval_tokens": 18074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue set, with one likely duplicate pair around the Qwen2.5-VL/Qwen video-input position-id regression. No PRs are present.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44479 is the best canonical issue because it describes the broader v5.3.0 video-input regression across multiple Qwen multimodal variants, while related reports like issue:45381 are narrower manifestations of the same problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest global issue representative: it is the broadest, most central report among the candidates and cleanly subsumes the more specific Qwen2.5-VL follow-up.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Different failures: Flash Attention 2 support for XLMRoberta vs missing PyTorch import for AutoModel." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Different bugs: Qwen3.5 hidden-state output behavior vs tokenizer/version-dependent tokenization changes." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Both are Qwen-related, but one is a device-mapping CUDA assert and the other is a video-input ValueError; not the same code path." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both involve video inputs, but the model families and reported failure modes differ enough that they do not clearly share one concrete bug." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Unrelated backend packaging issue vs a specific model loading failure." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Different concerns: model loading on transformers>=5.1 vs repo-file revision forwarding in CI tooling." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting bug vs custom compute_loss signature breakage; separate trainer APIs." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same underlying Qwen video-input position-id regression in v5.3.0; 45381 is a narrower Qwen2.5-VL manifestation of the broader bug in 44479." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both are video-input issues in Qwen models, but they target different model families and symptoms, so they are not clearly one fixable defect." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model failures: unexpected zero probabilities vs a resize/interpolate positional encoding issue." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal failures in different models and pipelines." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer implementations and different underlying mechanisms." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Model init-empty-weights argument handling vs AutoImageProcessor URL loading; unrelated paths." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Accelerate/deepspeed weight conversion issue vs RoPE layer dropping; unrelated Qwen3-SmolLM bugs." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Separate tokenizer failures: AddedToken argument collision vs Mistral regex patch assuming backend_tokenizer." + }, + { + "left": "issue:43582", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated utility TypeError on Apple Silicon vs TimesFM window_size AttributeError." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image processor torchvision dependency regression vs Mistral tokenizer patch crash; different subsystems." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different loading failures with no shared code path." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "RoPE-layer regression vs missing decorator for apply_rotary_pos_emb; not the same bug." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both are rotary-position related, but one concerns RoPE layer dropping and the other a still-image temporal position scaling bug." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal bugs: dtype mismatch in Mistral-3 preprocessor/model vs Janus generation pipeline failure." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE vs image-processor URL loading; unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Package version pinning issue vs auto_mappings referencing removed configs; not the same defect." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU device placement bug vs T5 decoder-input validation message issue." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype mismatches, but they affect different model classes and code paths." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device-map forward mismatch vs T5 validation messaging; unrelated." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions: missing BOS/EOS insertion vs leading-space round-trip loss." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "Isolated repro of a prior issue vs FA2 long-context performance regression; not the same underlying bug." + }, + { + "left": "issue:2851851851851852", + "right": "issue:46821", + "accept": false, + "reason": "No valid pair here." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The single accepted soft-edge pair, issue:44479 vs issue:45381, is well supported by the titles and fits a broader/narrower duplicate pattern. The remaining soft-edge rejections are cautious and do not overclaim a mergeable sameness. No PR pairs are present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 24, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:38175", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43526", + "issue:43540", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43906", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44625", + "issue:44737", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45216", + "issue:45357", + "issue:45375", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45672", + "issue:45674", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46463", + "issue:46468", + "issue:46693", + "issue:46829", + "issue:46846", + "issue:46899" + ], + "soft_pairs": [ + "issue:45672|issue:45674", + "issue:24643|issue:29870", + "issue:43906|issue:46468", + "issue:44625|issue:44877", + "issue:43452|issue:44488", + "issue:43540|issue:46693", + "issue:45663|issue:46846", + "issue:43697|issue:46829", + "issue:28282|issue:32090", + "issue:44737|issue:45588", + "issue:46463|issue:46899", + "issue:44913|issue:46121", + "issue:45357|issue:45920", + "issue:43526|issue:45479", + "issue:43697|issue:45216", + "issue:43720|issue:44898", + "issue:44466|issue:45005", + "issue:45200|issue:46463", + "issue:43643|issue:45375", + "issue:44493|issue:46050", + "issue:41762|issue:44936", + "issue:43688|issue:43749", + "issue:44361|issue:44442", + "issue:38175|issue:43295", + "issue:43653|issue:44361", + "issue:43452|issue:44843" + ], + "prepared_review_unit_hash": "04ee474a1431c92299a10850d84f3c1639ab9fb8d18c5463b19b884e0d16fc70", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 36128, + "estimated_input_tokens": 9032, + "estimated_eval_tokens": 18320 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of transformer loading, config, tokenizer, and training regressions, but the paired artifacts mostly describe different concrete bugs. I would not merge any of the soft pairs.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 45920 is the broadest representative of the set: a v5 AutoTokenizer regression impacting multiple model families and likely the most central loading-related bug among these issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the best single representative because it spans several affected models and captures the main user-facing regression theme in this cluster more clearly than the narrower, model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both are 4-bit inference bugs, but one is an unsafe dtype cast in Gemma4 audio modules and the other is a BitsAndBytes skip-module exclusion regression; different code paths and fixes." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed training weight-shape error vs Bart generate-time decoder_attention_mask unbound variable; unrelated failures." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "One is an isolated reproduction of an older issue, the other is an official Nemotron example breakage; no clear shared bug." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and strict config loading for granite_speech are different config-handling bugs." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf_file breaks tokenizer/model loading, while the other is a specific model load failure for cjvt/sleng-bert; not the same defect." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3OmniMoe video input validation vs FA2 long-context performance regression; different symptoms and layers." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Gemma4 FSDP2 KeyError from per-layer state rebuild is unrelated to Qwen3.5 tensor-parallel plan omissions." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different models and outputs: RTDetrV2 version mismatch vs VideoPrism output field misassignment." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch import error vs Trainer/_gpu_broadcast_one NoneType error; unrelated environment and runtime failures." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU placement bug and flash-attention s_aux=None crash are different code paths." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 decoder-input validation messaging vs Gemma4 4-bit audio/vision dtype cast bug; not the same issue." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "GPTNeoX config reload defaulting rotary_pct and rope validation on JSON-loaded lists are distinct config/validation problems." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained visual-key serialization bug is separate from the broad AutoTokenizer wrong-token-IDs regression." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels behavior is unrelated to the zero-loss classification issue." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output drift in v5 and Qwen3.5 checkpoint saving regression are different models and bugs." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to Perceiver non-default-resolution image classification." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both concern tied weights, but one is inconsistent save_pretrained serialization and the other is translation-model tied-weight issues; not enough to treat as the same concrete bug." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids defaulting and T5 decoder input validation are different model-specific problems." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "AutoConfig trust_remote_code missing fields and Qwen3_5MoeVisionConfig strict field dropping are both config-related, but they affect different mechanisms and fixes." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys on many models vs sinq quantization save/load breakage; unrelated regressions." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 load failure and trainer.evaluate after trainer.train are different trainer/runtime problems." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary loss normalization in MoE models is unrelated to FSDP_CPU_RAM_EFFICIENT_LOADING." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer classes and failures: MLuke tokenizer AttributeError vs FastSpeech2ConformerTokenizer load failure." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero probabilities and processor.tokenizer regression in v4.57.5 are not the same code-path bug." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird mask token registration/decoding bug is distinct from MLukeTokenizer task AttributeError." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file loading failure and unconditional model_info() call in mistral regex are separate tokenizer-loading regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 25, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43761", + "issue:43819", + "issue:43927", + "issue:43994", + "issue:44464", + "issue:44479", + "issue:44568", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44991", + "issue:45356", + "issue:45372", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:46170", + "issue:46178", + "issue:46402", + "issue:46491", + "issue:46701", + "issue:46821", + "issue:46829", + "issue:46832", + "issue:46932", + "issue:47000", + "issue:47013" + ], + "soft_pairs": [ + "issue:43819|issue:44811", + "issue:43994|issue:44898", + "issue:43761|issue:46829", + "issue:45372|issue:46170", + "issue:44857|issue:47000", + "issue:43531|issue:43742", + "issue:46832|issue:46932", + "issue:43525|issue:46701", + "issue:45542|issue:46178", + "issue:29159|issue:33357", + "issue:43295|issue:45356", + "issue:43688|issue:45704", + "issue:43653|issue:44568", + "issue:43688|issue:45701", + "issue:43646|issue:43749", + "issue:43452|issue:43577", + "issue:43756|issue:46402", + "issue:44464|issue:44743", + "issue:42898|issue:46491", + "issue:44843|issue:44991", + "issue:43653|issue:43927", + "issue:43761|issue:47013", + "issue:44479|issue:44625", + "issue:33666|issue:36010", + "issue:44821|issue:46821" + ], + "prepared_review_unit_hash": "c130ddc938361619bf0d881d38d97bf2650144d0eb44a8ca0a9c51edb5c25b1b", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34831, + "estimated_input_tokens": 8708, + "estimated_eval_tokens": 17672 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous issue reports; the high-similarity pairs still look like separate bugs rather than true duplicates. No PRs are present. I\u2019d use a concrete tokenizer-loading regression as the closest issue anchor, but there is no strong single canonical duplicate for the whole group.", + "confidence": 0.57, + "canonical_issue_reason": "issue:44843 is the most concrete and actionable tokenizer-related regression in the set, with a specific failing path (_patch_mistral_regex / HF offline mode) that makes it a better triage anchor than the more generic or model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the best overall issue candidate because it is specific, reproducible, and clearly scoped; the rest of the set is either broader, more model-specific, or unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Unrelated failures: DAC latents mismatch vs Whisper batch_decode special-token handling." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different models and bugs: SigLIP2 pipeline output issues vs Perceiver resize/interpolation failure." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both mention hidden_states, but they are different model paths and different output-field bugs." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "ImportError for Gemma processor loading is unrelated to Windows/ROCm torch.distributed dependency issues." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Both are detection losses, but one is AMP/CUDA crashing and the other is an infeasible assignment/cost-matrix error." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and MobileLLM config loading are different code paths." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR feature-level forward error is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Pad-token-id config error and DiffusionGemma pipeline failure are different model/config problems." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both concern backend detection, but one is tensorboard/TensorFlow mismatch and the other is tensorflow_text backend mapping." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer behavior inconsistency is unrelated to the MacOS bus error on a CLIP model." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Different regressions: processor.tokenizer/image passing breakage vs Kimi-K2.5 codec and warning handling." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization and T5/apex memory leak are unrelated bugs." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both involve special tokens, but one is BigBird mask-token registration and the other is BOS/EOS insertion for mdeberta." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Auxiliary-loss normalization is not the same as a generic tokenization-version change report." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage is different from FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading failures and Blip2 dtype mismatch are separate from_pretrained issues." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Different model internals: Smollm3 RoPE layer issue vs Sam3 text encoder weight loading." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same bug as Qwen3.5 recurrent-state reset." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Generic v5 tokenization-space behavior change and CodeLlama leading-space round-trip regression are related only broadly, not the same defect." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but one is offline model_info behavior and the other is a model-specific tokenizer load failure." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Special-token registration and DiaConfig save/load token-id loss are different failures." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "Hidden-states output regression and xLSTM return_last_states unpacking error are distinct model behaviors." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression in Qwen VL models is separate from Qwen3.5 num_labels propagation." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are different subsystems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 26, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36331", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43611", + "issue:43643", + "issue:43688", + "issue:43720", + "issue:43782", + "issue:43825", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45440", + "issue:45491", + "issue:45584", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46209", + "issue:46365", + "issue:46612", + "issue:46693", + "issue:46846" + ], + "soft_pairs": [ + "issue:45491|issue:46002", + "issue:44484|issue:44704", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:43688|issue:45440", + "issue:41720|issue:44464", + "issue:44977|issue:46693", + "issue:44734|issue:46612", + "issue:44464|issue:44977", + "issue:43504|issue:43550", + "issue:43278|issue:43688", + "issue:43504|issue:43720", + "issue:33666|issue:36331", + "issue:43782|issue:46693", + "issue:43262|issue:43295", + "issue:43577|issue:44554", + "issue:43611|issue:46846", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:43504|issue:44610", + "issue:44514|issue:45290", + "issue:43643|issue:44561", + "issue:44964|issue:45405", + "issue:43493|issue:43825", + "issue:43720|issue:44361", + "issue:43525|issue:43572", + "issue:44625|issue:45584", + "issue:44554|issue:46365", + "issue:44977|issue:46209", + "issue:45823|issue:46050" + ], + "prepared_review_unit_hash": "46ed4ff3467336d3cb9fdc4c37e3d8723404ada07f7c62f394a515444efd96bc", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36261, + "estimated_input_tokens": 9066, + "estimated_eval_tokens": 18388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set does not form a single duplicate cluster. The apparent matches are mostly broad topical similarities (training, loading, chat templates, generation, dtype/device issues) rather than the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated bugs, and none of the soft pairs look like true same-bug duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong global representative for this group, since the similarity edges are only superficial/theme-level matches.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is a Gemma3 sliding-window/all-padding GPU embedding bug and the other is a generic classification-head init/checkpoint NaN issue." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "One is about save_pretrained sharding size, the other about AutoProcessor not forwarding kwargs to cached_file; different code paths entirely." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer GPU broadcast TypeError is a low-level training crash, while Qwen2-VL multi-GPU training is a broader model/training setup issue." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both concern save/load behavior, but one is tied-weight serialization and the other is sinq quantization state restoration; not the same bug." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Auxiliary-loss normalization and DeepSeekV3 MoE divergence are different correctness problems in different implementations." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "cudaErrorAssert on auto device mapping is unrelated to chunked generation inconsistencies with compiled forward." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3.5 flash-attn generation failure is a correctness bug, while FA2 long-context regression is a performance issue; different failures." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Wrong tensor indexing in serve KV-cache continuation is unrelated to beam-search cache reorder being skipped for specific architectures." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked-generation inconsistency is not the same as a Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "A legacy-field model loading bug for BEiT segmentation is unrelated to Bamba torch.compile + SDPA failures." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift during eval is unrelated to auxiliary-loss normalization in MoE models." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy preset loading for BEiT and packed-weight handling for BitNet are different model-loading issues." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and the unexpected num_items_in_batch argument in CustomTrainer are distinct trainer/API problems." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only load failure is not the same as a FA2 long-context performance regression." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio sampling-rate defaulting and processor.tokenizer/image-handling regression are different processor bugs." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype staying float32 after load is unrelated to an MPS attention correctness issue." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Base-model-prefix loading breakage and missing Qwen3.5 tp-plan entries are separate v5 regressions." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight accelerate loading failure is unrelated to DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is a different bug from DiaConfig token-ID loss." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "BEiT legacy field loading and OmDet-Turbo processor/model image-size mismatch are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both touch apply_chat_template, but one crashes on batched padding=False input and the other on assistant tool-call messages without content; different triggers." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Missing fields with trust_remote_code AutoConfig and removal of is_torch_fx_available are separate trust_remote_code regressions." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal loading failure is unrelated to the PEFT minimum-version bump." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy is not the same as an incorrect pipeline error message about translation tasks." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer AttributeError are unrelated bugs." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing pad-token-related config fields, but they affect different model configs and different attributes." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription failure are unrelated generation/config bugs." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness and Trainer import failure caused by datasets are not the same issue." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device_map auto device mismatch and sinq quantized save/load breakage are different model execution problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 27, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:42796", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44977", + "issue:45245", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45759", + "issue:45812", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46489", + "issue:46710", + "issue:46821", + "issue:46832" + ], + "soft_pairs": [ + "issue:28218|issue:33357", + "issue:43452|issue:44451", + "issue:43994|issue:46192", + "issue:42796|issue:44977", + "issue:39692|issue:43295", + "issue:43493|issue:43844", + "issue:43278|issue:43844", + "issue:43646|issue:44466", + "issue:46209|issue:46710", + "issue:44568|issue:46489", + "issue:43278|issue:43701", + "issue:33357|issue:33666", + "issue:44849|issue:46209", + "issue:44568|issue:45812", + "issue:44792|issue:45405", + "issue:43575|issue:45405", + "issue:43927|issue:44361", + "issue:44488|issue:44843", + "issue:43824|issue:44589", + "issue:44849|issue:45357", + "issue:46821|issue:46832", + "issue:43504|issue:43606", + "issue:45245|issue:46710", + "issue:43334|issue:45759", + "issue:44493|issue:46285", + "issue:43572|issue:44291", + "issue:43334|issue:43572", + "issue:44589|issue:45520", + "issue:43257|issue:43299", + "issue:43606|issue:44112" + ], + "prepared_review_unit_hash": "06942ca772c90636d85bc1cf24b254fecebba4b654388d1d40fe42d7d33d6324", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36831, + "estimated_input_tokens": 9208, + "estimated_eval_tokens": 18672 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab-bag of unrelated Transformers issues rather than one duplicate cluster. The closest theme is tokenizer/model-loading regressions, but none of the soft pairs look like the same underlying bug/change closely enough to merge.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45812 is the broadest, most impactful concrete bug in the set: a silent tokenizer regression affecting all Granite models, with multiple inbound references and a clear code-path tie to tokenization behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best representative of the overall set because it describes a concrete, repo-wide tokenizer regression with visible user impact; the rest are either narrower model-specific failures or unrelated issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug vs. a MacOS bus error in a CLIP model; unrelated failure modes and code paths." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are model-loading failures, but one is gguf/AutoTokenizer behavior and the other is a specific pretrained BERT load failure; no clear same bug." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 output corruption and a return_tensors/text_kwargs API regression are different problems." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are unrelated issues." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation example mistakes do not match a regression in processor.tokenizer/image handling for custom code." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and a ZeRO-3 gradient increase issue are different code paths." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift and gradient explosion under ZeRO-3 are not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage is separate from inconsistent lm_head serialization tied to device placement." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "FP8 inference failure on B200 and a DeepSeek accuracy regression are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and likely different tokenization logic." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Training/evaluate dtype mismatch is unrelated to resume_from_checkpoint key mapping." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "A platform-specific bus error in CLIP loading is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-state handling and FP8/B200 inference are different failures." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer bugs, but they affect different model families and different tokenization behaviors; not the same underlying change." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A janus test failure and a dependency version bump issue are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM on a specific model is unrelated to the PEFT minimum-version bump." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig token-ID persistence and MLukeTokenizer attribute errors are different model-specific issues." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model load failures for two different root causes: pretrained artifact incompatibility vs. offline model_info call in tokenizer patching." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Missing Qwen2.5-VL import and missing Float8 storage are unrelated import/runtime issues." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Hidden-states output bug and incorrect visual-encoder key serialization are different bugs." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM window_size attribute access and RT-DETR feature-level mismatch are separate model-specific errors." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy field loading in Beit segmentation is unrelated to a device-mismatch failure with CPU offload." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-count runtime limit and DeepSeek accuracy regression do not share a concrete code path." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id attribute and the other is text_config unwrapping; too different to merge." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id keys and CLIP text-model structure changes are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "A missing config field and an init_empty_weights argument mismatch are both v5 compatibility issues, but not the same bug." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Similar symptom class, but different models and different missing fields; not one underlying issue." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup and flash_attn import-utils KeyError are unrelated environment/runtime issues." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE models, but one is about weight conversion with accelerate+deepspeed and the other about model loading in dev; different failures." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "A real device-mismatch bug in bark-small and a stale CI test in GraniteSpeech are not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 28, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43493", + "issue:43504", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43994", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44554", + "issue:44734", + "issue:44869", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46832", + "issue:46846" + ], + "soft_pairs": [ + "issue:46399|issue:46846", + "issue:45072|issue:46832", + "issue:43504|issue:43653", + "issue:44464|issue:46424", + "issue:43873|issue:46050", + "issue:43844|issue:44964", + "issue:43994|issue:44493", + "issue:43937|issue:46701", + "issue:45200|issue:45229", + "issue:45229|issue:45823", + "issue:44869|issue:46752", + "issue:45588|issue:46050", + "issue:29159|issue:32090", + "issue:29942|issue:30333", + "issue:42490|issue:43696", + "issue:28218|issue:34567", + "issue:45084|issue:45520", + "issue:15354|issue:38175", + "issue:43065|issue:46369", + "issue:44554|issue:45446", + "issue:43493|issue:43701", + "issue:44977|issue:46701", + "issue:44423|issue:44734", + "issue:41720|issue:46710", + "issue:45406|issue:46121", + "issue:44977|issue:46710" + ], + "prepared_review_unit_hash": "95dcf3e40e7c0bc29d3c187e42816ef8b9b99f8944c1c190d2f6a7f3bbefe149", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34943, + "estimated_input_tokens": 8736, + "estimated_eval_tokens": 17728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the issues span unrelated tokenizer, model-loading, training, serving, quantization, and model-specific bugs. None of the soft-linked pairs look like the same underlying defect, so no soft edge should be merged.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43873 is the best anchor only because it is the broadest and most active item in the set (many discussions/references), but it is not a true duplicate representative of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 is the most generally scoped and externally referenced issue here, so it is the most plausible cluster representative for triage, even though the cluster itself does not form a coherent duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Different bugs: Qwen3.5 rotary-pos-emb registration crash vs missing TP-plan entries causing Qwen3.5 OOM/shape errors." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "Different models and code paths: bfloat16 dtype mismatch vs RT-DETR forward failing on feature-level/backbone output mismatch." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Different components: BEiT pretrained load failure from a legacy field vs BigBirdTokenizer special-token/decode behavior." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation with compiled forward is unrelated to cache max length being honored only for quantized cache." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both mention quantization, but one is offloading behavior and the other is save/load corruption after sinq quantization." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Unrelated failures: ZeRO-3 gradient growth during training vs loading a Phi-4 multimodal model." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Different symptoms and scopes: SigLIP2 output quality regression vs generic unexpected position-id key errors across models." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "GenerationConfig validation failure is unrelated to a DiffusionGemma pipeline integration failure." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Same model family, but different bugs: missing default mm_token_type_ids vs multi-GPU CUDA OOM." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4, but one is OOM and the other is a device-placement mismatch; not the same defect." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decode crash and empty-chat-template IndexError are unrelated tokenizer/decoder edge cases." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention s_aux=None crash is a runtime integration bug, while sinq save/load is a serialization bug." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to Trainer GPU broadcast rejecting NoneType." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 CI failures and MLFlow not closing failed runs are different subsystems and failure modes." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Path-with-slash import warning is unrelated to GPT-oss-20b CUDA out-of-memory." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added token is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Compile-time non-template-node error is unrelated to a Python 3.13 flash_attn import KeyError." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "torch.jit.script GeneratorExp export failure and SigLIP2 zero-probabilities are completely different bugs." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Same model area, but dummy Conv2d in Sam3PixelDecoder is not the same as memory overflow in sam3-litetext." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness bug is unrelated to the PyTorch version check in flex_attention import logic." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issues and DiffusionGemma pipeline failure are different models and paths." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both affect transformers serve, but continuous-batching multimodal crash and KV-cache continuation indexing are distinct bugs." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Qwen3 device-map CUDA assert is unrelated to the DeepSeek-R1 accuracy regression." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and rope-parameter JSON type handling are unrelated issues." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure is unrelated to the DeepSeek-R1 accuracy regression." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 29, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:28218", + "issue:29870", + "issue:29942", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43957", + "issue:43975", + "issue:44186", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44737", + "issue:44849", + "issue:44987", + "issue:45072", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46821", + "issue:46894" + ], + "soft_pairs": [ + "issue:43295|issue:43450", + "issue:37428|issue:43957", + "issue:45072|issue:45198", + "issue:45588|issue:45759", + "issue:43540|issue:45200", + "issue:43295|issue:43873", + "issue:44186|issue:46192", + "issue:43572|issue:46821", + "issue:45823|issue:46192", + "issue:43295|issue:44610", + "issue:43450|issue:43575", + "issue:43550|issue:43844", + "issue:45200|issue:45823", + "issue:29870|issue:29942", + "issue:45520|issue:46178", + "issue:43572|issue:44987", + "issue:37428|issue:43824", + "issue:42490|issue:43493", + "issue:39692|issue:46192", + "issue:43232|issue:44849", + "issue:44554|issue:45356", + "issue:43295|issue:43493", + "issue:44521|issue:45290", + "issue:45381|issue:46209", + "issue:28218|issue:35141", + "issue:44466|issue:45127", + "issue:44737|issue:46894", + "issue:43278|issue:43856", + "issue:42915|issue:43824", + "issue:43824|issue:43975" + ], + "prepared_review_unit_hash": "b8d24632b32330dca7bb881548ccffb2a20577f77827ea4f528bee0da699f4fc", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36332, + "estimated_input_tokens": 9083, + "estimated_eval_tokens": 18422 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a mixed bag of unrelated transformer bugs; none of the soft pairs look like true duplicates, so no canonical duplicate issue emerges. The most broadly useful single issue to keep as a representative report is the active quantization/offloading bug, but it is not a duplicate anchor for the others.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most substantial and currently active report, with multiple inbound references and discussion, but it is not a duplicate of the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Both involve multimodal processor/tokenizer behavior, but one is about processor.tokenizer regression and the other about batched video-shape output; different code paths." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "One is a missing flash-attention utility import, the other is a model-loading/meta-device regression; unrelated failures." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "BF16 inference dtype mismatches and Wav2Vec2 save/tokenization failure are separate bugs with no shared underlying change." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sink handling and composite Qwen config unwrapping are different integration issues." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing error in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaults are distinct model-specific bugs." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression versus quantization offloading behavior; different subsystems and symptoms." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 NER/batched padding crash is not the same as return_tensors being ignored when text_kwargs is provided." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and TimesFM window_size AttributeError are unrelated config/API issues." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device-map PLE mismatch and return_tensors handling are different bugs." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer/processor regression and OmDet-Turbo resolution mismatch are unrelated multimodal issues." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video processor shape bug and Qwen2 OOM with tensor parallelism do not share a concrete cause." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba and DeepSpeed ZeRO-3 gradient growth are separate training/runtime problems." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "One is missing default mm_token_type_ids, the other is a device placement mismatch during forward." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Bart generate() decoder_attention_mask bug and Flash Attention 2 test failures are not the same issue." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.13 flash_attn import-key error and tensorflow_text backend mapping error are unrelated import/path bugs." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Both are version-related regressions, but StableLmConfig padding and loading physical-intelligence/fast are different failures." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different import errors for different symbols and models; no shared underlying bug." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path trailing-slash warning and SigLIP2 implementation discrepancy are not the same behavior." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 documentation errors and return_tensors handling are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwarg update after sync_gpus and Qwen3.5 output_hidden_states bug are different generation paths." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness issue and Kimi-K2.5 tokenizer codec regression are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Custom model processor/tokenizer regression and SigLIP2 HF-vs-JAX discrepancy are different bugs." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "All-zero assistant masks in multimodal templates and tool-call/no-content crashes are separate chat-template issues." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and FP8 inference on B200 are unrelated model/runtime problems." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer added-space detokenization and output embedding reinit after resize are not the same underlying bug." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of tied lm_head weights and LoRA merge collapse with extended vocab are related only at a high level, not the same code-path failure." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "CPU arange on XLNet relative positions and CohereASR training-loss double-shift are different bugs." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "BF16-to-FP32 embedding dtype drift in evaluate and Qwen3 MoE memory usage are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2_5_VL import error are different model/config issues." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Both mention Qwen/deepseek model support, but one is an import failure and the other is tokenizer detokenization regression." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 30, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:28282", + "issue:33357", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43262", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43827", + "issue:43901", + "issue:43950", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46424", + "issue:46512", + "issue:46821", + "issue:46858", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43653|issue:44112", + "issue:43452|issue:46512", + "issue:43262|issue:43450", + "issue:43950|issue:46285", + "issue:43334|issue:43525", + "issue:45200|issue:46899", + "issue:44442|issue:45198", + "issue:45200|issue:46932", + "issue:44898|issue:45412", + "issue:43526|issue:46192", + "issue:44792|issue:45563", + "issue:43819|issue:44112", + "issue:45200|issue:45325", + "issue:43335|issue:43550", + "issue:41720|issue:46209", + "issue:43827|issue:43901", + "issue:44561|issue:46234", + "issue:44610|issue:44857", + "issue:43819|issue:45083", + "issue:43388|issue:43526", + "issue:46512|issue:46821", + "issue:44857|issue:45593", + "issue:45759|issue:46285", + "issue:43606|issue:45083", + "issue:44206|issue:45584", + "issue:38175|issue:45412", + "issue:46424|issue:46858", + "issue:43335|issue:43653", + "issue:37428|issue:43425", + "issue:28282|issue:33357" + ], + "prepared_review_unit_hash": "5e0a66e031c2b870039b79f7db60e84ede7081cddb2f4e04af9bdb19ec21c61b", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37099, + "estimated_input_tokens": 9275, + "estimated_eval_tokens": 18806 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Loose cluster of mostly unrelated Transformers issue reports. A few items are thematically adjacent (multimodal Gemma/Qwen, cache handling, processor bugs), but none of the soft pairs are true duplicates or the same fix.", + "confidence": 0.94, + "canonical_issue_reason": "No true duplicate hub emerges, but issue #45412 is the strongest representative anchor: it has the most discussion/inbound references and a concrete, reproducible bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45412 is the most suitable overall issue in this set because it is well-scoped, user-facing, and the most actively discussed. It is still not a duplicate of the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug vs GraniteSpeech stale device override CI failure; different subsystem and failure mode." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading breakage for tokenizer/causal LM vs stale config.dtype after from_config; different APIs and symptoms." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs batched video processor shape bug; unrelated media-processing paths." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "from_pretrained buffer corruption regression vs CLIP text-model structural inconsistency; not the same code path." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both are pad_token_id issues, but for different model configs and loading paths; not the same underlying bug." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 text-only mm_token_type_ids defaulting vs quantized vision/audio embedder dtype casting; distinct multimodal bugs." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Tokenizer load failure vs save_pretrained/tokenization failure for the same family, but different concrete code paths and symptoms." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Text-only token-type-id defaulting vs quantized vision/audio embedder casting fix; not the same issue." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation/resolution failure vs RT-DETR memory leak; unrelated model behaviors." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs return_tensors being ignored with explicit text_kwargs; different preprocessing defects." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure vs stale warning in paged generate(); different generation features." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC from_latents/forward mismatch vs GraniteSpeech stale device override test; unrelated issues." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaulting vs Qwen2.5-VL temporal position-id scaling; both multimodal, but different bugs." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug vs Bamba torch.compile SDPA failure; different model internals." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert on A800 vs FP8 inference failure on B200; different hardware and failure mode." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Separate docs issues: removed pipeline() references vs return_all_scores docs mismatch." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Missing is_torch_fx_available breaks trust_remote_code vs missing is_falcon_mamba_ssm_available export; distinct utility symbols." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet-Turbo processor size mismatch vs LwDetrImageLoss AMP CUDA crash; different components entirely." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent mismatch vs qwen3_omni_moe helper length arithmetic; unrelated audio codec vs feature-length helper." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Batch-metric label truncation vs BeitImageProcessorFast label reduction; similar label handling theme, but different bugs." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Stale dtype after from_config vs TimesFM window_size AttributeError; unrelated config/model failures." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP crash in LwDetrImageLoss vs D-FINE missing auxiliary losses when denoising is off; different detection issues." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Composite Qwen multimodal config unwrapping bug vs CLIP text-model structure change; different model families." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Bark CPU-offload device mismatch vs qwen3_omni_moe feature-length helper bug; unrelated code paths." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unsupported center arg in LasrFeatureExtractor vs Whisper empty transcription after align_special_tokens; different audio bugs." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SIGLIP zero probabilities vs RT-DETR memory leak; unrelated behavior." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Two cache bugs, but one is max_cache_length only honored for quantized cache and the other is device-tensor seq_length breaking static-cache arithmetic." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction vs BigBirdTokenizer special-token registration; unrelated subsystems." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Missing internal flash-attention helper vs Torch 2.10 incompatibility; different dependency regressions." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Missing PyTorch import error vs MacOS bus error loading a CLIP model; unrelated root causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 31, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:26413", + "issue:28218", + "issue:29127", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44351", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45478", + "issue:45520", + "issue:45588", + "issue:45593", + "issue:45859", + "issue:46170", + "issue:46326", + "issue:46431", + "issue:46566" + ], + "soft_pairs": [ + "issue:29942|issue:32090", + "issue:43550|issue:44112", + "issue:43611|issue:44466", + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:45520|issue:46170", + "issue:44448|issue:44743", + "issue:43335|issue:45083", + "issue:45290|issue:46326", + "issue:37428|issue:44351", + "issue:43335|issue:45593", + "issue:43335|issue:44112", + "issue:44514|issue:44521", + "issue:43278|issue:43825", + "issue:29127|issue:32090", + "issue:45588|issue:45859", + "issue:42490|issue:43854", + "issue:34689|issue:35141", + "issue:43819|issue:44493", + "issue:43720|issue:44112", + "issue:39692|issue:43526", + "issue:46431|issue:46566", + "issue:43606|issue:44857", + "issue:39692|issue:44493", + "issue:28218|issue:32090", + "issue:44448|issue:44779", + "issue:45310|issue:45478", + "issue:26413|issue:31501", + "issue:45127|issue:45245" + ], + "prepared_review_unit_hash": "c6dca772c82d79c72291640ed5381287fa198fd7ceac326f9ab5f9b799002289", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36124, + "estimated_input_tokens": 9031, + "estimated_eval_tokens": 18318 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "45310 and 45478 are the only clear duplicate pair here: they have the same title and describe the same Qwen3.5 MoE `from_pretrained` failure. The other soft pairs look like related subsystems at most, not the same underlying bug.", + "confidence": 0.97, + "canonical_issue_reason": "issue:45310 is the earliest report of the same Qwen3.5 MoE `from_pretrained` failure, and its title/symptom match issue:45478.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the cleanest representative of the duplicate Qwen3.5 MoE `from_pretrained` bug because it is the earlier report with the same title/symptom as 45478.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Different failures: Flash Attention 2 test regressions vs a Trainer `_gpu_broadcast_one` NoneType error." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Both mention CI/model behavior, but one is a Bamba SDPA compile issue and the other is a GraniteSpeech device-override test failure." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "Both concern model loading/serialization, but they describe different concrete bugs and code paths." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers config construction with zero sparse layers is unrelated to BEiT pretrained loading with a legacy field." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 import/indentation failure in DebertaV2 is unrelated to qwen3_omni_moe feature-length behavior." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Different platform import problems: missing `flash_attn` entry vs Windows/ROCm `torch.distributed` dependency errors." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Both are output-correctness complaints, but Pegasus generation drift and Qwen3_5 recurrent-state reset are different bugs." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Sparse-layer config creation is unrelated to helper length computation in qwen3_omni_moe." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both involve chat templating, but one crashes on tool-call assistant messages and the other on `continue_final_message` for mistral_common tokenizers." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they reference different missing symbols and likely different API breakages." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Different BEiT/SwitchTransformers issues with no shared concrete failure mode." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Sparse-layer config creation is unrelated to a GraniteSpeech CI stale override test." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both touch `apply_chat_template`, but one crashes on batched padding=False input while the other returns zero assistant masks for multimodal inputs." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Training/eval dtype drift is unrelated to the pipeline translation-task error message regression." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 box-content error messaging is unrelated to the Trainer broadcast type error." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both involve attention/offload internals, but one is a sink-less flash-attention `s_aux=None` crash and the other is Qwen3.5 MoE rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Both are loading-related, but a trailing-slash path warning is unrelated to a specific GLM-4.7-Flash unit-test load failure." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Different issues: Llama 3.2 Vision load breakage vs embedding reinitialization after resizing with untied output embeddings." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent reconstruction mismatch is unrelated to unexpected `position_ids` keys during model loading." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading and a GraniteSpeech CI test failure are distinct problems." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 are unrelated to BEiT image processor label reduction behavior." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "A missing chat template error is unrelated to DiffusionGemma weights staying on `meta` with `device_map=\"auto\"`." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to float16 AMP CUDA loss crashes." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 example/documentation problems are not the same as the `position_ids` unexpected-key regression." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to the Trainer GPU broadcast NoneType error." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both mention model/text outputs, but Pegasus v4/v5 output drift is not the same as DeepSeek tokenizer corruption." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "These are duplicate reports of the same Qwen3.5 MoE `from_pretrained` error with matching title and symptom." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Resume-from-checkpoint iterator exhaustion and FineWeb training not starting are too vague and not clearly the same bug." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings is unrelated to the category-count ceiling runtime error." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate call on issue:45310/issue:45478 is well supported by the identical titles and matching symptom, but the canonical reason overstates the evidence: packet data does not show 45310 has more discussion activity than 45478 (45478 has more discussion, while 45310 only has earlier creation time and one inbound reference). Please keep the canonical rationale to the grounded facts, such as earliest report / identical title, and avoid the unsupported attention claim." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 32, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:27957", + "issue:29870", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:40444", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43701", + "issue:43927", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44617", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45459", + "issue:45593", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46234", + "issue:46399", + "issue:46655", + "issue:46697", + "issue:47000" + ], + "soft_pairs": [ + "issue:44617|issue:46697", + "issue:43701|issue:45083", + "issue:45459|issue:46234", + "issue:44206|issue:45823", + "issue:32090|issue:33357", + "issue:44857|issue:45072", + "issue:42490|issue:43575", + "issue:45593|issue:47000", + "issue:43550|issue:45083", + "issue:27957|issue:34689", + "issue:38175|issue:44493", + "issue:29942|issue:35141", + "issue:29870|issue:32090", + "issue:43278|issue:43329", + "issue:45290|issue:45381", + "issue:10000|issue:15354", + "issue:44448|issue:44977", + "issue:45920|issue:46192", + "issue:29870|issue:33290", + "issue:44360|issue:44561", + "issue:45290|issue:46655", + "issue:44855|issue:46399", + "issue:43278|issue:43381", + "issue:40444|issue:43526", + "issue:44977|issue:45229", + "issue:37428|issue:42175", + "issue:43927|issue:45698", + "issue:32090|issue:33290" + ], + "prepared_review_unit_hash": "510e34da2948dc1e3c464b71e00a1f5d7843a5b81422f798d6646df22d9de366", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36164, + "estimated_input_tokens": 9041, + "estimated_eval_tokens": 18338 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are largely unrelated closed issues spanning different models, processors, and runtime features; the soft-similarity links are mostly superficial and do not indicate true duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this set: the reported failures cover distinct bugs in different code paths and models.", + "canonical_pr_reason": null, + "best_issue_reason": "None of the listed issues is a good global duplicate target because the cluster is heterogeneous rather than one underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "Different models and symptoms: SAM3Video OOM vs Swin2SR over-padding." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and qwen3_omni_moe feature-length behavior are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error vs missing import-utils availability symbol; different failures." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Feature extractor center-arg crash and Gemma4 device mismatch are distinct bugs." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error vs MacOS bus error in CLIP loading are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype/AMP-related, but they hit different models and different code paths." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and tensor-parallel OOM are unrelated." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "Different detection losses and different crash modes." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA crash vs helper output-length behavior are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Different models and different issues: Flash Attention support vs model loading regression." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and unexpected position-id keys are different bugs." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failing Flash Attention tests and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "Decoder attention-mask UnboundLocalError vs trainer broadcast NoneType error are different code paths." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Eval dtype change and multimodal token-count video-branch bug are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash vs video vision_position_ids bug are different multimodal issues." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBert issue and torch.jit GeneratorExp export error are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output change and Qwen3.5 flash-attention generation bug are unrelated." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Both concern tokenization, but one is a broad wrong-token-ID regression and the other is return_tensors handling." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Generation mask bug and deepspeed/adafactor OOM are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to removal of is_torch_fx_available." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat-template tool-call crash vs video padding bug are different issues." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both mention decorators, but one is a Python parsing/import problem and the other is a registration crash." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval dtype mismatch and gradient-checkpointing-in-eval are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Different vision-processing bugs affecting different processors." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen flash-attention generation bug and Gemma4 multi-GPU OOM are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Missing flash-attention utility import and missing TensorFlow backend package are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Custom token IDs lost on save/load and wrong custom module loaded are different persistence bugs." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "NoneType broadcast error and optimizer OOM are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 33, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43278", + "issue:43381", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43873", + "issue:43976", + "issue:44186", + "issue:44206", + "issue:44361", + "issue:44442", + "issue:44448", + "issue:44466", + "issue:44479", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46421", + "issue:46858" + ], + "soft_pairs": [ + "issue:46421|issue:46858", + "issue:43873|issue:45229", + "issue:42490|issue:43873", + "issue:25251|issue:32090", + "issue:43976|issue:45440", + "issue:44448|issue:44466", + "issue:29127|issue:34567", + "issue:43381|issue:43701", + "issue:33357|issue:39692", + "issue:44568|issue:45491", + "issue:44871|issue:44977", + "issue:43278|issue:43575", + "issue:44561|issue:44779", + "issue:45588|issue:45823", + "issue:45198|issue:45803", + "issue:41720|issue:45229", + "issue:44186|issue:45198", + "issue:44977|issue:45563", + "issue:44361|issue:45198", + "issue:43611|issue:46121", + "issue:29870|issue:34689", + "issue:43653|issue:44743", + "issue:44206|issue:44479", + "issue:29942|issue:30064", + "issue:42915|issue:42994", + "issue:43756|issue:45440", + "issue:45372|issue:45588", + "issue:43653|issue:44442" + ], + "prepared_review_unit_hash": "4e2b8ae6e98c356397d6bd855c5e6205997f9e6a9a634a0401b60c00e8515708", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36280, + "estimated_input_tokens": 9070, + "estimated_eval_tokens": 18396 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft duplicate pair looks like the same underlying bug or change; the candidates span unrelated regressions across cache/compile behavior, tokenizers, model loading, quantization, and device mapping.", + "confidence": 0.91, + "canonical_issue_reason": "No canonical duplicate issue emerges from this set because the soft pairs are heterogeneous and do not describe the same concrete bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest standalone issue in the set: it is broad, clearly framed, actively discussed, and has multiple inbound references, making it the best general anchor if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/compile internals, but they describe different failures: spurious recompilation vs a device-tensor seq_length arithmetic break." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading problems and a Gemma4 multi-GPU CUDA OOM are different failure modes and code paths." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "A local-path import warning is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting and Trainer GPU broadcast errors are unrelated subsystems and bugs." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python-version compatibility and DeepSeekV3MoE implementation divergence are unrelated issues." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but one is generation output drift and the other is serialization of tied weights; not the same bug." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging and TrainerState token counting are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and checkpoint resume key mismatch are different training-state problems." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "Both mention model loading on Mac/community models, but one is a bus error and the other is a documentation example with processor/quantization errors." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings are distinct bugs." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token configuration and Qwen flash-attention generation failure are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift during eval and tensor-parallel OOM are different problems." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removing a utility used by trust_remote_code models is not the same as a DeepSeek tokenizer correctness regression." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "A flash_attention None crash and a Gemma4 device_map forward mismatch are different concrete code paths." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failures and a bare-except bug in Fuyu conversion are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "CUDA assert on Qwen3 auto device mapping and Gemma4 OOM are different runtime failures." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and Wav2Vec2 save/tokenization failures are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are different tokenizer issues." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading breakage and rope-param JSON list handling are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "Bart generate() local variable bug and Llama 3.2 Vision model loading regression are different issues." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "LasrFeatureExtractor center-arg crash and Qwen video-input regression are different input-processing bugs." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both touch quantization, but one is FP8 config failure during loading and the other is quantized model saving." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and DeepSeekV3MoE divergence are different model-implementation issues." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import failure and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are different tokenizer-loading bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 34, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43065", + "issue:43066", + "issue:43334", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43701", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44464", + "issue:44857", + "issue:45072", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45834", + "issue:46369", + "issue:46693", + "issue:46701" + ], + "soft_pairs": [ + "issue:43412|issue:45588", + "issue:43065|issue:43994", + "issue:44265|issue:45198", + "issue:29127|issue:33357", + "issue:45459|issue:45712", + "issue:45491|issue:46693", + "issue:43065|issue:45412", + "issue:43575|issue:43701", + "issue:45245|issue:45563", + "issue:42490|issue:43381", + "issue:45372|issue:45406", + "issue:29127|issue:35141", + "issue:45440|issue:45593", + "issue:43994|issue:45412", + "issue:45406|issue:46701", + "issue:45372|issue:45459", + "issue:43421|issue:45491", + "issue:45412|issue:46369", 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"truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous collection of Transformers issues, not a true duplicate cluster. The items span unrelated bugs in model loading, tokenizers, quantization, export, memory/OOM, and generation, so none of the soft edges look like the same underlying change or defect.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43873 is the most broadly representative and active issue in the set (open, multiple inbound references), but only as a loose umbrella; the cluster is not coherent enough to support a strong duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best single triage anchor because it is open, discussion-heavy, and broadest in symptom scope, even though it is not a real duplicate target for the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: executorch export/training-guard vs flash-attention crash on sink-less models." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Different models and failures: Sam3PixelDecoder dummy Conv2d vs SigLIP2 nonsense outputs in AutoModel/pipeline." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "Unrelated bugs: torch.export with torch_compilable_check vs Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "Different symptoms and subsystems: LayoutLMv3 error-message clarity vs CLIP bus error on macOS." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer exception handling vs leftover dummy classes; no shared underlying defect." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Both involve FA2/long context, but one is NaN correctness in Gemma3 sliding-window attention and the other is a performance regression." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to RT-DETR memory not being released." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "OOM during tensor-parallel load vs checkpoint key mismatch are different failures." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category cardinality runtime error and stale paged-generate warning are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning is unrelated to gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both touch Gemma 4 loading, but one is a dependency import error and the other is a missing processor attribute in serve." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Error-message clarity in LayoutLMv3 is unrelated to token-embedding reinitialization." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE implementation divergence and D-FINE auxiliary-loss behavior are different model bugs." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 wrong outputs and RT-DETR memory leak are unrelated defects." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4 serve processor attribute crash and DiffusionGemma image-text-to-text pipeline failure are different concrete issues." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Different dependency/loading problems: mistral_common import failure vs protobuf-related tokenizer error masking." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "TokenizerBackend post-processor updates and Gemma3 NaN embeddings do not share the same bug." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR GC/memory leak and Sam3 litetext memory overflow are different memory issues in different code paths." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is tensor-parallel loading and the other is int4 quantization reserved-memory growth." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong decoder type in v5 and AutoTokenizer ignoring tokenizer.json are separate tokenizer-loading bugs." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer load failure is unrelated to dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BEiT reduce_labels bug and Kosmos2.5 long OCR index error are different preprocessing failures." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and Whisper empty-transcription failure are not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Qwen2.5-VL import error and a generic dependency issue are too vague and not the same concrete defect." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Label reduction in BEiT image processing is unrelated to the FA2 long-context performance regression." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and Qwen3-VL shape-mismatch loading error are different model-loading problems." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Adafactor+DeepSpeed OOM are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to LayoutLMv3 error-message wording." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "float16 AMP crash in LwDetrImageLoss and flash_attention s_aux=None crash are different code paths." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Optimizer OOM in DeepSpeed and Llama 3.2 Vision model-loading breakage are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 incorrect outputs and Sam3 litetext memory overflow are different defects." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "DeepSpeed OOM with Adafactor is unrelated to embedding reinitialization after resize_token_embeddings." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BEiT fast image-processor label reduction and LayoutLMv2 tokenizer NER/padding crashes are different bugs." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL and sliding_window issues in Qwen3-MoE are distinct failures." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing being invalid in eval mode is unrelated to offloading/quantization behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 35, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:27957", + "issue:29870", + "issue:42175", + "issue:42490", + "issue:43262", + "issue:43316", + "issue:43493", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43720", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44855", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44977", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45245", + "issue:45250", + "issue:45325", + "issue:45381", + "issue:45440", + "issue:45588", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:46121", + "issue:46178", + "issue:46234", + "issue:46399", + "issue:46640", + "issue:46697", + "issue:46821" + ], + "soft_pairs": [ + "issue:45250|issue:46640", + "issue:46121|issue:46399", + "issue:45588|issue:46821", + "issue:43646|issue:44077", + "issue:44514|issue:45381", + "issue:43761|issue:45859", + "issue:44977|issue:45245", + "issue:44743|issue:44811", + "issue:43262|issue:44206", + "issue:44442|issue:44898", + "issue:42490|issue:44743", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:27957|issue:29870", + "issue:45003|issue:45440", + "issue:44077|issue:44479", + "issue:43493|issue:43827", + "issue:43316|issue:43525", + "issue:43873|issue:44871", + "issue:45325|issue:46697", + "issue:44062|issue:45907", + "issue:43643|issue:44913", + "issue:44855|issue:45137", + "issue:43749|issue:43931", + "issue:43316|issue:45759", + "issue:44987|issue:46178" + ], + "prepared_review_unit_hash": "f9ead5fc66fe92291b40da36243c0827deca711cd364d1057ee3bf9e44d836ea", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35627, + "estimated_input_tokens": 8907, + "estimated_eval_tokens": 18070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous and does not resolve to one underlying bug. The soft pairs share broad themes like flash attention, configs, loading, or multimodal models, but each pair targets a different concrete failure mode or subsystem, so none should be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both are about Flash Attention 2 in name only; neither describes the same concrete code-path failure." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Different problems: rope-validation TypeError vs Qwen3.5 kernel registration ValueError." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Both raise AttributeError, but in unrelated components and unrelated runtime conditions." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Separate model-init issues in different configs; no shared bug or fix." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one is chat-template batching and the other is video rope position ids." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Different models and different failure modes; not the same underlying regression." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Unrelated: flash-attention generation issue vs category-count runtime error." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Both are regression reports, but for unrelated models and APIs." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Both are audio-related, but they hit different preprocessing paths and different arguments." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Completely different subsystems: tokenizer loading vs image classification." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Different model families and different loading failures; no common code path." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Backend packaging issue vs missing import_utils helper; not the same bug." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Unrelated model-specific failures: XLM-R flash attention vs BART generate()." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "One is a generic modeling_utils access bug; the other is a DeepSeek implementation divergence." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Different models and failures; only superficial version/regression similarity." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "Implementation mismatch vs documentation cleanup; not the same underlying change." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both mention config discrepancies, but they affect different model configs and different missing fields." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to eos_token_id config mismatch." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Different vision/image preprocessing bugs with different models and inputs." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer special-token construction bug vs repo file revision forwarding; unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both touch config persistence, but they are different fields, different APIs, and different root causes." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Completely unrelated runtime/import failures." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "Both concern loading, but one is FSDP CPU-efficient loading and the other is a shape mismatch for a specific model." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Different composite-config problems in different APIs; not the same defect." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Unrelated failures: one is a model-loading regression, the other is backend mapping validation." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 36, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42617", + "issue:42907", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:43931", + "issue:44077", + "issue:44079", + "issue:44162", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44496", + "issue:44534", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45216", + "issue:45584", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46421", + "issue:46506", + "issue:46821", + "issue:46829", + "issue:46932" + ], + "soft_pairs": [ + "issue:44442|issue:45803", + "issue:44190|issue:44496", + "issue:43232|issue:43388", + "issue:43931|issue:45216", + "issue:42617|issue:43575", + "issue:43761|issue:44079", + "issue:43701|issue:46506", + "issue:43761|issue:44188", + "issue:46829|issue:46932", + "issue:43575|issue:43742", + "issue:43550|issue:43701", + "issue:27957|issue:32090", + "issue:25251|issue:28282", + "issue:43606|issue:43701", + "issue:42907|issue:45698", + "issue:16998|issue:22355", + "issue:43295|issue:43825", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:46234|issue:46291", + "issue:44464|issue:46421", + "issue:44077|issue:44534", + "issue:43316|issue:43716", + "issue:43316|issue:46821", + "issue:44871|issue:46050", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:45803|issue:46365", + "issue:44162|issue:44792" + ], + "prepared_review_unit_hash": "649bdc70e8db525cb0cb81679cfc0e001a700dabf67b7b89036c3c8306d3f0da", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36258, + "estimated_input_tokens": 9065, + "estimated_eval_tokens": 18386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated Transformers issues (model loading, generation, config, compilation, and docs/errors), so there is no strong duplicate cluster here.", + "confidence": 0.91, + "canonical_issue_reason": "No single issue is a clear canonical for the whole set; the cluster is semantically broad and the pairwise candidates do not point to one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global representative because the set mixes distinct bug classes and APIs rather than one concrete problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Different failure modes in different code paths: tokenizer loading vs a bare-except in Fuyu tensor conversion." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to an unrecognized-model/config parsing error." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs after sync_gpus and metric gathering of tuple labels are separate training/inference bugs." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen models, but one is a weight-shape load mismatch and the other is a save_pretrained regression." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel execution failure and tensor-parallel OOM are different resource/runtime issues." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel hidden_states output bug is not the same as generic ModelOutput key assignment when values were previously None." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint resume key mismatch and CPU/CUDA divergence in PPDocLayoutV3 are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "A missing hidden_states output is unrelated to attention-kernel divergence under torch.compile." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "Video classification output wiring and Gemma4 quantized dtype casting are different bugs." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Tensor-parallel OOM when loading Qwen2 is unrelated to a key error loading MobileLLM." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA behavior in Bamba is unrelated to checkpoint resume key mismatches." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention on XLMRoberta and Trainer broadcast errors are different subsystems and symptoms." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output nesting and missing PyTorch import are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to checkpoint resume key handling." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are distinct save/load failures." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "model_max_length behavior for DeBERTa-V3 and missing transformers.onnx are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression and pipeline translation error messaging are different issues." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Custom processor/tokenizer regression is not the same as Gemma-3 eos_token_id inconsistency." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma-3 token ID config mismatch and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils helper and kernels version/revision import failure are separate dependency problems." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Inconsistent outputs from compiled forward and spurious recompilation from lazy cache init are different bugs." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "patchtsmixer post_init gating and junk non-persistent buffers under v5 are not the same change." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API inconsistency and Mistral-3 image-preprocessor dtype mismatch are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:46821", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and TimesFM window_size AttributeError are different model-specific issues." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma-3 eos_token_id inconsistency and sinq save/load breakage are different configuration vs serialization bugs." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breaking in v5 and GPTNeoXConfig rotary_pct not persisting on reload are not the same problem." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file breaking from_pretrained calls and missing model_type in config.json are distinct loading errors." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Fuyu conversion exception handling and Trainer import breaking with datasets installed are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 broken workflows and janus image-generation test failure do not describe the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 37, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43352", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:44190", + "issue:44242", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45127", + "issue:45200", + "issue:45406", + "issue:45542", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46369", + "issue:46424", + "issue:46640", + "issue:46894", + "issue:46932" + ], + "soft_pairs": [ + "issue:43404|issue:43441", + "issue:44242|issue:46894", + "issue:45632|issue:46424", + "issue:44610|issue:46369", + "issue:45803|issue:46170", + "issue:43065|issue:44617", + "issue:43540|issue:44514", + "issue:45542|issue:46234", + "issue:43650|issue:46202", + "issue:43572|issue:46178", + "issue:44792|issue:45600", + "issue:43504|issue:45698", + "issue:44792|issue:44977", + "issue:45127|issue:45200", + "issue:43388|issue:43688", + "issue:43352|issue:46640", + "issue:43673|issue:44743", + "issue:43525|issue:43531", + "issue:41950|issue:43475", + "issue:44534|issue:44913", + "issue:35141|issue:42490", + "issue:44190|issue:44964", + "issue:44734|issue:45406", + "issue:45072|issue:46932" + ], + "prepared_review_unit_hash": "6767a903dca93454aa9c6c23c9d1b8f50779645feb5ef7a4b88797b931a6952c", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 34223, + "estimated_input_tokens": 8556, + "estimated_eval_tokens": 17368 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated, and none of the soft pairs look like the same underlying bug/change with enough specificity to merge. No PRs are present. Issue #45698 is the best single representative on impact and discussion volume, but it is not a duplicate of the others.", + "confidence": 0.91, + "canonical_issue_reason": "#45698 has the strongest evidence of broad user impact and the most engagement/references in this set, so it is the best representative issue overall.", + "canonical_pr_reason": null, + "best_issue_reason": "#45698 is the most triage-worthy standalone issue here because it affects model loading/saving behavior in a widely used path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Different bugs: weight tying failure in Mistral3 generation vs Flash Attention support in Ministral-3." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Both involve losses, but they affect different mechanisms and model families; not the same concrete code-path." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Cache-path collision for local trust_remote_code models is unrelated to max_cache_length handling in quantized cache." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Processor image-size mismatch and Sam3-LiteText memory overflow are separate failures." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except swallowing interrupts is unrelated to the Windows ROCm torch.distributed import/dependency problem." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is a code-quality/model-structure issue, not the same as a Sam3Video OOM." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Different multimodal processing paths: video-input validation vs batched chat-template padding behavior." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TensorFlow backend mismatch is unrelated to a missing import_utils helper function." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "No meaningful overlap; one is an empty/low-signal issue, the other is a Gemma tokenizer roundtrip bug." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Missing config field and unsupported backend mapping are unrelated problems." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A failing Janus test and stale auto_mappings references are different CI breakages." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy field loading in Beit is unrelated to wrong custom-module resolution after save_pretrained." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different models and symptoms: Janus image generation test vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings is unrelated to Gemma4 mm_token_type_ids defaulting." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric gathering drops labels in the last batch; auxiliary-loss normalization is a separate training bug." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Generic Flash Attention 2 issue is not enough to match a specific NemotronH support bug." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Cache missing in chunked prefill and recurrent-state reset with seq_len>1 are different cache/state bugs." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Image-processor lookup in a video-classification pipeline is not the same as a missing fpn_position_embeddings attribute." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization junk and GPTNeoX rotary_pct reload regression are different config/runtime bugs." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Token-embedding resize/reinit bug is unrelated to trailing-slash local-model import warnings." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading failure and Phi-4 multimodal model loading failure are separate issues." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation tensor indexing is unrelated to a missing processor attribute in serve." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both mention dtype, but they concern different models and different quantization/inference paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 38, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43335", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43827", + "issue:43854", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:45245", + "issue:45362", + "issue:45381", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45632", + "issue:46082", + "issue:46369", + "issue:46421", + "issue:46617", + "issue:46655", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46897", + "issue:47013" + ], + "soft_pairs": [ + "issue:44855|issue:45588", + "issue:44869|issue:46832", + "issue:43827|issue:43994", + "issue:45245|issue:46858", + "issue:45632|issue:46617", + "issue:29870|issue:35141", + "issue:46082|issue:46697", + "issue:43673|issue:46421", + "issue:44617|issue:45584", + "issue:43931|issue:44060", + "issue:43644|issue:44913", + "issue:25251|issue:27957", + "issue:44242|issue:46897", + "issue:43335|issue:44855", + "issue:44077|issue:44877", + "issue:44933|issue:45362", + "issue:45563|issue:45584", + "issue:45381|issue:46369", + "issue:43550|issue:44190", + "issue:41720|issue:45245", + "issue:44479|issue:44734", + "issue:43065|issue:44610", + "issue:43335|issue:44190", + "issue:45588|issue:47013", + "issue:43854|issue:44792", + "issue:39692|issue:44190", + "issue:44617|issue:46369", + "issue:45381|issue:46655", + "issue:44464|issue:45563" + ], + "prepared_review_unit_hash": "91febc8c40513042f1fb997814aa2e152e934df9ba2ad2fe131804173f2343bf", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35931, + "estimated_input_tokens": 8983, + "estimated_eval_tokens": 18222 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of unrelated bug reports, docs issues, and test failures across different models and code paths. None of the soft pairs look like the same underlying fix, so all candidate edges are rejected. There is no meaningful canonical issue/PR here.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items are heterogeneous and do not share a single concrete root cause.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue: the cluster does not form a true duplicate set, so there is no strong representative anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Different bugs: Python import/parsing failure vs flash-attention crash." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Unrelated issues: Whisper timestamp decoding vs RT-DETR forward shape mismatch." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs cleanup about removed pipeline() references vs a runtime SigLIP2 correctness issue." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Different failure modes: category-count limit vs cache length tensor arithmetic." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both mention trust_remote_code/cache, but one is a path collision and the other is a missing-file error." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Generation attention-mask error vs output embedding reinitialization on resize." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Llama config validation bug vs Swin2SR image padding bug." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both involve chunked prefill/cache, but one is missing cache state and the other is recompilation from lazy init." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video OOM vs Whisper empty-transcription decode edge case." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different Qwen families and different problems: weight-shape mismatch vs tied-weights warning." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization bug vs GPTNeoX config reload behavior." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Top-k pipeline output nesting bug vs Flash Attention 2 support issue." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Different training-loss bugs in different models; same broad area but not the same code path." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer config bug vs Deberta import/IndentationError." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "PatchTSMixer post_init policy vs strict config loading for granite_speech." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import error vs Qwen chat crash; no shared root cause." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Stale warning in paged generate vs Whisper empty transcription failure." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video position bug vs Sam3-LiteText memory overflow." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Torch.compile/SDPA model bug vs dataset-loading script failure." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "CUDA assert in device mapping vs category-count overflow; unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression in Qwen VL models vs KV-cache continuation indexing bug." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3 pixel-decoder placeholder layer vs OmDet-Turbo input-size mismatch." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Sparse-layer creation bug vs local dataset loading issue." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "Flash-attention sink-less crash vs xLSTM state-unpacking bug." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "GLM unit-test load failure vs Janus image-generation test failure." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs/quantization issue vs dataset-loading script failure." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both are SAM3 memory problems, but different model variants and likely different causes." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Different video-processor bugs in different model families." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward generation inconsistency vs a stale warning about num_return_sequences." + }, + { + "left": "issue:46832", + "right": "issue:45563", + "accept": false, + "reason": "RT-DETR feature-level error vs a paged-generate warning; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 39, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42796", + "issue:43295", + "issue:43404", + "issue:43526", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43854", + "issue:44112", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45127", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46489", + "issue:46697", + "issue:46752", + "issue:46858" + ], + "soft_pairs": [ + "issue:45127|issue:45357", + "issue:43295|issue:45276", + "issue:44112|issue:45600", + "issue:43540|issue:44734", + "issue:44779|issue:46489", + "issue:45290|issue:46752", + "issue:45276|issue:45584", + "issue:43526|issue:46697", + "issue:44521|issue:45381", + "issue:25251|issue:29870", + "issue:44737|issue:45803", + "issue:44938|issue:45542", + "issue:44462|issue:45907", + "issue:43854|issue:44964", + "issue:43673|issue:46858", + "issue:44246|issue:45003", + "issue:43643|issue:44496", + "issue:44964|issue:45600", + "issue:27957|issue:35141", + "issue:45632|issue:46234", + "issue:42175|issue:44279", + "issue:44112|issue:44964", + "issue:42796|issue:44521", + "issue:32090|issue:35141", + "issue:36246|issue:41628", + "issue:43404|issue:45216", + "issue:46082|issue:46121", + "issue:36246|issue:38617" + ], + "prepared_review_unit_hash": "3b605183094107eb353d2fa8dfe3ecbd7638eaa6949681ef020bd91689f83fbe", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36598, + "estimated_input_tokens": 9150, + "estimated_eval_tokens": 18556 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, with one plausible duplicate pair in the DeepSeek tokenizer regression family. No pull request duplicates are present.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 44779 is the best representative of the only near-duplicate subgroup here: a v5 tokenizer regression affecting DeepSeek-family models. It is broader than the more specific DeepSeek-Coder v1 report.", + "canonical_pr_reason": null, + "best_issue_reason": "44779 is the clearest umbrella report for the tokenizer regression, while 46489 reads like a specific follow-up/gap in the same fix path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Different models and different bugs: LoRA/extended-vocab weight collapse vs incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Both involve multimodal/model resizing, but the concrete failures differ: processor.tokenizer regression vs gemma4 resize_token_embeddings not updating tied components." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both mention CI, but one is a stale GraniteSpeech test and the other is a broken auto_mappings reference; unrelated code paths." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different subsystems and symptoms: Qwen3OmniMoe video input validation vs serve/KV-cache tensor indexing." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Same underlying DeepSeek tokenizer regression on v5/v5+ producing incorrect outputs; 46489 looks like a specific instance or gap in the same fix path." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both are apply_chat_template crashes, but one is tool-call/no-content handling and the other is an empty-list IndexError; not the same concrete bug." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated model-resize behavior vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Different image processors and different bugs: label reduction vs over-padding." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal-related, but assistant mask generation and Qwen2.5-VL vision_position_ids are different concrete failures." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Completely different issues: pipeline top_k output shape vs Bart decoder_attention_mask initialization error." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet device placement bug and Fuyu exception handling bug are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend from a torch install are different dependency/environment problems." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are unrelated API bugs." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading issues, but for different models and likely different root causes." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/generation internals, but one is missing cache in v5 chunked prefill and the other is device-tensor seq length breaking static-cache arithmetic." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import latency and unsafe sys.modules access are not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "One is missing fields with trust_remote_code config loading; the other is an unrecognized model/config missing model_type." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Different targets entirely: Phi-4 multimodal loading vs removed Sam3LiteText config references." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention support for XLMRoberta is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collision for trust_remote_code and missing falcon_mamba availability helper are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "The first is specifically about tf backend packaging in the torch extra; the second is too vague and not clearly the same packaging issue." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flakiness in GraniteSpeech and Phi-4 multimodal loading are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling and multimodal assistant mask generation are different bugs." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast TypeError and token embedding reinitialization are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "A missing submodule export and a missing top-level AutoImageProcessor import are not clearly the same underlying issue." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight-tying in Mistral3 and Qwen3.5 save_pretrained regression are different model-specific issues." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-parameter JSON list handling are separate config-validation bugs." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing imports in different modules; not the same code path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster read is grounded in the packet. The DeepSeek pair is the only plausible duplicate subgroup, and the summary stays conservative about the rest being heterogeneous. No pull-request duplicates appear in the packet, so that statement is also supported." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 40, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:41950", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43582", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44327", + "issue:44336", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45375", + "issue:45405", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:46123", + "issue:46369", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46693", + "issue:46752", + "issue:46932" + ], + "soft_pairs": [ + "issue:43531|issue:45600", + "issue:44295|issue:46506", + "issue:41950|issue:44016", + "issue:43673|issue:46424", + "issue:43582|issue:46932", + "issue:43295|issue:45335", + "issue:43650|issue:44220", + "issue:43976|issue:44987", + "issue:45083|issue:46506", + "issue:44016|issue:44220", + "issue:44496|issue:45042", + "issue:43526|issue:43901", + "issue:44683|issue:45446", + "issue:43901|issue:44496", + "issue:42907|issue:43441", + "issue:43673|issue:44336", + "issue:43381|issue:45593", + "issue:44496|issue:45759", + "issue:43976|issue:44279", + "issue:44792|issue:46424", + "issue:43441|issue:45588", + "issue:43824|issue:44933", + "issue:44016|issue:44062", + "issue:44521|issue:46693", + "issue:44279|issue:46515", + "issue:43479|issue:45375", + "issue:45335|issue:45584", + "issue:46123|issue:46369", + "issue:44327|issue:46752", + "issue:43299|issue:45216", + "issue:44279|issue:45405" + ], + "prepared_review_unit_hash": "c5d6990039d915df20157ab0c5e9e831cfa34b5f34d012c22f9fa6d4614afa2e", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36789, + "estimated_input_tokens": 9198, + "estimated_eval_tokens": 18652 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a grab bag of mostly unrelated Transformers issues, with only superficial overlap around multimodal/model-loading/generation regressions. I don\u2019t see any true duplicate pairs among the soft edges; they share broad themes but not the same concrete bug or code path.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best representative of the cluster because it is a concrete, actively discussed multimodal pipeline bug and sits near the center of the broader multimodal/regression theme, even though the cluster is not a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Different bugs: one is a Qwen3-MoE sliding_window behavior issue, the other is stale auto_mappings references to removed Sam3LiteText configs." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Unrelated failures: reading a registered position_ids buffer vs divergent PPDocLayoutV3 CPU/CUDA outputs." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Different domains: video-classification processor lookup vs a notebook syntax error." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache behavior, but one is a GenerationMixin cache regression during chunked prefill and the other is a config field only honored for Quantized Cache." + }, + { + "left": "issue:43582", + "right": "issue:46932", + "accept": false, + "reason": "Different problems: Apple Silicon TypeError in caching_allocator_warmup vs Gemma4 dtype casting for quantized embedders." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "One is a processor/tokenizer regression for multimodal inputs, the other is resize_token_embeddings not updating decoder.embed_tokens in t5gemma." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "No relation beyond vague data/feature wording; one is an empty issue title, the other is a torch fbank extraction bug." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Different compatibility issues: Python version support in Transformers 5.1.0 vs loading a specific model on transformers>=5.1.0." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Different code paths: helper output-length computation in qwen3_omni_moe vs model output differences between CPU and CUDA." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error vs audio feature extraction bug; no shared root cause." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Both are model-loading/processor-adjacent, but one is an unrecognized model config and the other is an image-processor torchvision dependency regression." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to a TextClassificationPipeline docs mismatch." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Compiled flex_attention failure on torch>=2.9 is a different issue from the AuxRequest PyTorch version check." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mentioning return_all_scores do not match an unrecognized-model config loading failure." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Different model families and failure modes: saving dequantized Ministral/Devstral vs FlashAttention on Ministral-3." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache regression and ANSI coloring in loading_report are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode is a separate training-mode bug from D-FINE skipping auxiliary losses." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model config loading is not the same as AutoModelForCausalLM failing to unwrap text_config for composite multimodal configs." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python compatibility issue and generic dependency issue are too vague and do not share a concrete code path." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to cache max length only being honored for Quantized Cache." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Ministral-3 FlashAttention failure is distinct from the flash_attention.py AttributeError on s_aux=None for sink-less models." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration is not the same as a missing image_utils import." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword conflict are unrelated bugs." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "apply_chat_template assistant_mask generation is a different path from FA2 long-context performance regression." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency complaint does not match the torch 2.4.1 incompatibility reported in the other issue." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Phi4MultimodalConfig default initialization bug is unrelated to Qwen3_5MoeVisionConfig dropping deepstack_visual_indexes." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "t5gemma embedding resize issue is unrelated to Whisper empty transcription after align_special_tokens." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "MaskGenerationPipeline dropping the final partial batch is a different bug from sam3-litetext memory overflow." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA decode_spans top-k bounds error is unrelated to apply_chat_template crashing on an empty list." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL MoE loading regression and Qwen3.5 save_pretrained checkpoint corruption are different bugs." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue is not the same as bumping MIN_PEFT_VERSION before it exists on PyPI." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 41, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:33290", + "issue:39692", + "issue:41950", + "issue:42796", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44242", + "issue:44291", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46082", + "issue:46209", + "issue:46399", + "issue:46512", + "issue:47000" + ], + "soft_pairs": [ + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:42796|issue:43650", + "issue:46082|issue:46399", + "issue:44075|issue:44368", + "issue:43577|issue:45216", + "issue:44351|issue:45278", + "issue:43976|issue:45405", + "issue:41950|issue:45020", + "issue:46082|issue:46512", + "issue:43381|issue:47000", + "issue:44466|issue:45276", + "issue:44779|issue:45812", + "issue:43299|issue:45357", + "issue:43653|issue:45593", + "issue:44242|issue:45200", + "issue:43650|issue:46209", + "issue:41950|issue:45823", + "issue:43299|issue:43854", + "issue:44462|issue:45081", + "issue:45588|issue:47000", + "issue:44016|issue:44291", + "issue:44683|issue:45542", + "issue:43479|issue:43525", + "issue:43441|issue:45834", + "issue:33290|issue:45656", + "issue:45081|issue:45907" + ], + "prepared_review_unit_hash": "a1c3a9cb2cfa7441ea5dc479c930919211b45055e436750e7db58b46e5116706", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35341, + "estimated_input_tokens": 8836, + "estimated_eval_tokens": 17928 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer regressions, multimodal/config issues, optimizer/deepspeed bugs, docs problems, and model-specific load/save failures. I don\u2019t see any pair that looks like the same underlying bug/change, so I rejected all soft edges.", + "confidence": 0.98, + "canonical_issue_reason": "No true canonical duplicate exists in this set; if one issue must anchor the cluster, issue:43295 is the clearest self-contained regression report with a concrete repro and code path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43295 is the most actionable single issue: it describes a specific regression, a plausible failure mode, and a focused fix surface. The rest are mostly separate model- or subsystem-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related regressions, but 43295 is about processor/tokenizer API handling in custom multimodal code, while 44779 is a DeepSeek tokenization correctness bug. Different code paths and fixes." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both touch docs, but 39692 is a SigLIP2 example/model-processor mismatch plus quantization failure, while 43901 is stale TextClassificationPipeline docs. Not the same bug." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "42796 is a specific Ministral tokenizer BPE-marker bug; 43650 is not a real technical report about the same area. No shared underlying issue." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation and Qwen3.5 kernel registration are different model/config failures with different fixes." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD args being ignored in optimizer handling is unrelated to the Qwen3.5 tie_word_embeddings warning during ms-swift fine-tuning." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation on load and Qwen3.5 save_pretrained serialization are separate code paths and symptoms." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Missing HybridCache import is a specific symbol export issue; 45278 is a broad post-upgrade import break with many possible causes. Not the same concrete bug." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility break is unrelated to the MIN_PEFT_VERSION bump to an unreleased release." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification pipeline looking for image processors and remote_code breakage are different subsystem problems." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "One is a config validation error around head_dim; the other is stale model.config.dtype after from_config(dtype=...). Different bug surface." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient checkpointing being disallowed in eval mode and RTDetrLoss cost-matrix infeasibility are unrelated training/runtime failures." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Inconsistent lm_head.weight serialization and Gemma4 resize_token_embeddings not updating layer embeddings are both weight-handling issues, but they are not the same concrete bug." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is DeepSeek tokenization behavior and the other is Granite AutoTokenizer ID generation. Different models and fixes." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3VL Moe loading failure and Qwen3.5 save_pretrained visual key regression are separate Qwen-specific issues with different failure modes." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss handling are unrelated tokenizer vs model-loss bugs." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Missing load balancing loss when output_router_logits=False and Gemma4 mm_token_type_ids defaulting to zeros are different model behaviors and code paths." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "No meaningful overlap: one item is effectively noise, the other is an FP8 inference failure on B200 hardware." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video-classification processor lookup and Gemma4 PLE device mismatch are unrelated bugs." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL loading regression and GLM-4.7-Flash unit-test loading failure involve different models and different loading paths." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashing are both tokenizer-loading issues, but they are distinct concrete failures with different root causes." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "FlashAttention crashing on s_aux=None and RTDetrLoss cost-matrix infeasibility are unrelated runtime errors." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "A notebook syntax error is unrelated to init_empty_weights passing an unexpected _is_hf_initialized argument." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and tensorboard-without-TensorFlow backend errors are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4MultimodalConfig default-initialization and Llama4Config missing pad_token_id are different config-class bugs." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Ministral FlashAttention failure and Kosmos2.5 long-OCR index error are model-specific and unrelated." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed/optimizer, but Adafactor OOM and optimizer.step being called twice are different bugs with different fixes." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral regex patch crash and list_repo_files revision forwarding are unrelated utility/tokenizer issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 42, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:41628", + "issue:42175", + "issue:42796", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44186", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44336", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44749", + "issue:44779", + "issue:45083", + "issue:45103", + "issue:45325", + "issue:45362", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45600", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:46291", + "issue:46399", + "issue:46655", + "issue:46726", + "issue:46851", + "issue:47000" + ], + "soft_pairs": [ + "issue:42994|issue:43317", + "issue:44336|issue:46851", + "issue:45103|issue:45372", + "issue:44623|issue:44749", + "issue:45859|issue:46851", + "issue:42175|issue:43976", + "issue:44261|issue:44263", + "issue:45600|issue:45712", + "issue:44623|issue:45397", + "issue:43901|issue:44246", + "issue:44671|issue:44779", + "issue:43673|issue:43761", + "issue:43723|issue:44162", + "issue:43525|issue:43881", + "issue:44186|issue:47000", + "issue:43824|issue:43976", + "issue:44016|issue:45823", + "issue:42796|issue:43441", + "issue:45542|issue:45800", + "issue:44188|issue:44336", + "issue:43525|issue:43643", + "issue:44589|issue:45362", + "issue:44336|issue:44373", + "issue:45325|issue:46851", + "issue:46655|issue:46726", + "issue:46291|issue:46399", + "issue:44246|issue:44496", + "issue:41628|issue:43976", + "issue:45083|issue:46851" + ], + "prepared_review_unit_hash": "951a1d289b32d722d26415c008ccac2f87919ca7261f91fd6668a58c65c58861", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36377, + "estimated_input_tokens": 9095, + "estimated_eval_tokens": 18446 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab-bag of unrelated Transformers issues. The only recurring pattern is broad v5-era auto-loader regressions, so I used a generic loading bug as the representative issue. None of the soft pairs look like the same concrete bug/change.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43723 is the broadest representative of the recurring v5 auto-loading breakages (tokenizer/config/processor import/load regressions).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is user-facing, concrete, and the closest match to the small subset of generic loader-related issues in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Related quantization/offload space, but one is save-time failure and the other is load-time dequantized offload behavior." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "Unrelated subsystems: ANSI color output in reporting vs variable-length position_id handling." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Docstring generation crash from future annotations is unrelated to a mistral_common import error in Gemma 4 loading." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained missing files and a Chinese-reported slowdown are different bugs with no shared code path." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "Both touch position/rotary logic, but one is CPU-offload incompatibility and the other is variable-length input handling." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Packaging/backend dependency issue vs Python version compatibility regression; not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different model internals and failures: missing rms_norm_eps precision drift vs torch.split return behavior." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are repo-maintenance issues, but one is stale auto_mappings references and the other is dummy class leakage/check failures." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Save-pretrained file omission and zero3 from_pretrained behavior are different code paths and symptoms." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Documentation mismatch is unrelated to intermittent slow import behavior." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different models and different regressions: masked LM prediction errors vs tokenizer output changes." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache regression and CLIPVision hidden_states regression are unrelated model behaviors." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Generic tokenizer loading issue vs ESM2-specific breakage; not the same concrete bug." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Both are loading failures, but one is a missing config attribute and the other is a model-specific load failure." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "Tokenizer padding/truncation crash and RTDetr loss infeasibility are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for a model class is unrelated to Python-version support issues." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device-mismatch forward bug are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but tokenizer BPE-marker handling and FlashAttention failure are different problems." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TensorFlow backend resolution is unrelated to a torch/transformers version incompatibility." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile has nothing to do with ANSI codes in loading_report." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both involve missing config fields, but they come from different loaders/models and do not look like one concrete bug." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Storage type resolution failure and Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI color output bug and wrong docstring content are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both mention position_ids, but they affect different Qwen models and different logic." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Video padding math bug and missing-vision-backend processor import error are different failures." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernel package version/revision requirement and missing decorator registration are different kernels issues." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Slow import sometimes vs unrecognized model/config.json error are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Missing AutoImageProcessor import and Python-version support regression are not the same bug." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Different Qwen components and different computations; only superficial positional terminology overlaps." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 43, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43299", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43784", + "issue:43901", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44451", + "issue:44485", + "issue:44496", + "issue:44779", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45103", + "issue:45137", + "issue:45292", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:46132", + "issue:46399", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851" + ], + "soft_pairs": [ + "issue:43784|issue:45542", + "issue:44297|issue:45397", + "issue:46399|issue:46851", + "issue:45561|issue:45563", + "issue:43526|issue:45003", + "issue:45072|issue:46829", + "issue:45103|issue:46399", + "issue:43540|issue:46752", + "issue:43531|issue:45362", + "issue:44246|issue:44871", + "issue:46614|issue:46665", + "issue:42491|issue:43299", + "issue:45588|issue:46851", + "issue:44295|issue:45397", + "issue:44242|issue:45593", + "issue:45003|issue:46821", + "issue:44336|issue:44485", + "issue:42886|issue:46132", + "issue:43550|issue:46506", + "issue:44779|issue:45292", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:44451|issue:46752", + "issue:41950|issue:44220", + "issue:44496|issue:45003", + "issue:43540|issue:46655", + "issue:43262|issue:44246", + "issue:45003|issue:45561" + ], + "prepared_review_unit_hash": "f4f638ca3a7fde67721057a27966bfc33375dc270cfd8e8ec4bf955c631f0ece", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36684, + "estimated_input_tokens": 9171, + "estimated_eval_tokens": 18598 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose similarity bucket: it contains several unrelated transformer bugs (imports, Qwen/Qwen3.5 loading, video/audio processors, deepspeed, docs, and misc runtime issues). None of the soft pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.95, + "canonical_issue_reason": "issue:36246 is the clearest concrete bug report among the import-error subset, but it is only a weak representative because the cluster is heterogeneous and not a true duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:36246 is the best single anchor by specificity and reproducibility (full traceback, explicit missing symbol), though it should not be treated as the canonical cause for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Both are import/runtime failures, but one is a missing symbol during sentence-transformers import and the other is an undefined TF backend path; different bugs." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save config mismatch and Zero3 from_pretrained loading failure are unrelated code paths and failure modes." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Qwen3.5 kernel registration crash vs variable-length position_ids behavior; both are Qwen-related but not the same defect." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist file race and a stale generate() warning are different subsystems and different symptoms." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug vs unsafe sys.modules access in modeling_utils; no shared underlying bug." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "dtype mismatch in inference and incorrect hidden_states assignment in an output object are distinct issues." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring future-annotations crash and Qwen3.5 kernel registration error are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Video input processing ValueError vs empty chat template IndexError; both are input-validation bugs, but not the same one." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window handling and Qwen3.5 chat crashes are different behaviors in different paths." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Missing load-balancing loss and Gemma eos_token_id config mismatch are unrelated." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer language state vs from_pretrained behavior inside Python classes; different code paths entirely." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE loading, but one is accelerate+deepspeed weight conversion and the other is a transformers v5 loading regression; not the same bug." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "flash_attention sink-less s_aux=None crash and variable-length position_ids are separate Qwen3.5 failures." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Reading a buffer-backed position_ids error and Zero3 from_pretrained failure are not the same issue." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Missing load-balancing loss and missing auxiliary losses when denoising is off are conceptually similar, but they affect different models and mechanisms." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "Unsafe sys.modules access and TimesFM window_size AttributeError do not share a concrete code-path bug." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Terminal ANSI cleanup and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading failure and AttentionInterface.register behavior change are distinct regressions." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba and CPU/CUDA output differences in PPDocLayoutV3 are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "DeepSeek tokenizer correctness regression and resize_token_embeddings not updating output embeddings are different bugs." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportError reports, but they involve different missing symbols from different modules and different causes." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor and missing HybridCache are separate import-surface regressions." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs still mentioning return_all_scores is a documentation mismatch; sys.modules access is a runtime bug." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed and ZeRO3 deque underflow are different DeepSpeed-related failures." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model loading failure for a specific checkpoint and empty-list chat template IndexError are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup and _torch_extract_fbank_features() are different pipeline/audio paths." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model config loading and unsafe sys.modules access are not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError and SmolVLM padding miscalculation are both video-related, but they are different concrete defects." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate default and missing load-balancing loss are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer output regression and embedding resize propagation bug are different issues." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and xdist captured_info.txt race do not share a bug root." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 44, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:42199", + "issue:43295", + "issue:43352", + "issue:43475", + "issue:43526", + "issue:43596", + "issue:43653", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44295", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44749", + "issue:44857", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45412", + "issue:45459", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46123", + "issue:46170", + "issue:46369", + "issue:46399", + "issue:46506", + "issue:46655", + "issue:46726", + "issue:46851", + "issue:46894", + "issue:46897", + "issue:47000" + ], + "soft_pairs": [ + "issue:45375|issue:45759", + "issue:44479|issue:46655", + "issue:44162|issue:45200", + "issue:45292|issue:47000", + "issue:44295|issue:44749", + "issue:45859|issue:46399", + "issue:45137|issue:45600", + "issue:43295|issue:45292", + "issue:43475|issue:46369", + "issue:44466|issue:45335", + "issue:36246|issue:43596", + "issue:44242|issue:44857", + "issue:44623|issue:46726", + "issue:44877|issue:45375", + "issue:43526|issue:46897", + "issue:44038|issue:46506", + "issue:44987|issue:45459", + "issue:29870|issue:30333", + "issue:42199|issue:46851", + "issue:43526|issue:46894", + "issue:44479|issue:46170", + "issue:44060|issue:44077", + "issue:43352|issue:45250", + "issue:43653|issue:44162", + "issue:44368|issue:44977", + "issue:45412|issue:46123" + ], + "prepared_review_unit_hash": "d27e6c5bb2faeffbc40c21a2dab0ba6745ce00353eb8e72f952d6a2b72de2282", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35262, + "estimated_input_tokens": 8816, + "estimated_eval_tokens": 17888 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Loose cluster of mostly unrelated model-specific issues; 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No PRs are present in the set.", + "confidence": 0.78, + "canonical_issue_reason": "issue:46894 is the strongest representative: it is open, has the most inbound references among the clearly bug-focused items, and states a concrete reproducible training-loss defect.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46894 is the best global issue anchor because it is specific, externally referenced, and clearly actionable for triage compared with the other more fragmented reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen config-related, but one is a missing field dropped by strict config and the other is an AutoModel text_config unwrapping bug; different root causes." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video processing regressions, but they target different model families and different code 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"issue:44857", + "accept": false, + "reason": "Load-balancing loss omission and float16 AMP crash in LwDetrImageLoss are different code paths." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Missing save_pretrained files and AutoProcessor backend-missing error are separate processor I/O problems." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both concern strict config handling, but one blocks granite_speech loading while the other silently drops a missing Qwen field; different bugs." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels and Florence2 training-loss double-shift are unrelated despite both being label-processing bugs." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "A Qwen3-VL-Moe Transformers 5.0 incompatibility is not the same as CPU/CUDA divergence in 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+ "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Tied-weights warning behavior and patchtsmixer post_init policy are different configuration/model concerns." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A model lacking Flash Attention 2 support is not the same as the generic Flash Attention 2 topic." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are unrelated issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 45, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43643", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44871", + "issue:44877", + "issue:44964", + "issue:44995", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45397", + "issue:45563", + "issue:45588", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46832", + "issue:46858", + "issue:47020" + ], + "soft_pairs": [ + "issue:42886|issue:45229", + "issue:45397|issue:45656", + "issue:43475|issue:43540", + 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The items share broad Transformers/tokenizer/model-loading language, but the concrete bugs and code paths differ; reject every soft pair.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out: the cluster spans unrelated tokenizer, model-loading, training, cache, and pipeline regressions rather than one underlying bug.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "No global best issue is suitable; the closest tokenizer-loading reports still do not represent the rest of the cluster.", + "best_pr_reason": "No pull requests are present, so there is no PR candidate.", + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma 4 mm_token_type_ids defaults are different failure modes." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 Zero3 from_pretrained and 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"issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A tie_word_embeddings warning and a stale num_return_sequences warning are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and a Qwen3.5 warning are not duplicate symptoms." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale indexer cache on second forward and mm_token_type_ids defaults are different bugs." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence and Gemma pipeline roundtrip token handling are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat completions request rejection and Gemma pipeline token roundtrip are different code paths." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "A reproduction of issue 38071 and the Gemma pipeline roundtrip failure are not the same defect." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache seq-length return type and LlamaConfig head_dim validation are separate issues." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Attention kernel divergence under torch.compile and cache lazy-init recompilation are different behaviors." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram int support and missing chat template errors do not share a bug root." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "auto_docstring crash with future annotations and cache.get_seq_length device-tensor arithmetic are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError and a performance regression after upgrade are not duplicates." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel decoder dummy layer and final partial-batch dropping in MaskGenerationPipeline are different problems." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Siglip2 nonsensical outputs and missing vision-backend handling in AutoProcessor are distinct." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "tokenizer.save_pretrained metadata mismatch and processor.save_pretrained missing files are separate save-path bugs." + }, + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty-list apply_chat_template and XLMRobertaTokenizer Unigram init are unrelated tokenizer failures." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Upgrade-related slowdown and double optimizer stepping with deepspeed are different regressions." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "resume_from_checkpoint key mismatch and post-upgrade filtering slowdown are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "trust_remote_code config field loss and ESM2 being broken are different bugs." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing processor save files and duplicate optimizer steps do not overlap." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "eos_token_id inconsistency and AttentionInterface.register behavior changes are not the same defect." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Missing fpn_position_embeddings and missing fields from AutoConfig trust_remote_code are separate loading issues." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal model loading failure and DeepSpeed ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "SAM3 vision output attribute loss and TimesFM window_size AttributeError are different model-specific bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 46, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:39692", + "issue:41628", + "issue:42371", + "issue:42994", + "issue:43232", + "issue:43482", + "issue:43525", + "issue:43673", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43986", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44373", + "issue:44623", + "issue:44857", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45406", + "issue:45478", + "issue:45593", + "issue:45753", + "issue:46202", + "issue:46326", + "issue:46399", + "issue:46463", + "issue:46701", + "issue:46726", + "issue:46851", + "issue:46877", + "issue:47000" + ], + "soft_pairs": [ + "issue:45375|issue:45478", + "issue:42994|issue:43482", + "issue:28282|issue:30990", + "issue:44188|issue:46851", + "issue:39692|issue:46726", + "issue:43232|issue:43673", + "issue:43986|issue:46726", + "issue:41628|issue:44933", + "issue:46877|issue:47000", + "issue:45310|issue:45375", + "issue:46463|issue:46877", + "issue:45230|issue:45397", + "issue:44869|issue:45356", + "issue:44373|issue:46851", + "issue:44038|issue:44623", + "issue:42994|issue:43525", + "issue:43723|issue:46326", + "issue:42371|issue:45092", + "issue:43873|issue:44945", + "issue:43784|issue:46399", + "issue:45406|issue:46202", + "issue:45137|issue:47000", + "issue:44945|issue:45753", + "issue:41628|issue:44351", + "issue:36010|issue:41628", + "issue:44857|issue:46877", + "issue:45081|issue:45103", + "issue:45593|issue:46877", + "issue:44038|issue:45310", + "issue:46202|issue:46701", + "issue:42994|issue:43824", + "issue:44222|issue:45310" + ], + "prepared_review_unit_hash": "e43fd91590413ddb81e470c6f2df19047d60cea8fc4dd24b296658731dd33c27", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36980, + "estimated_input_tokens": 9245, + "estimated_eval_tokens": 18746 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformers issues with a small Qwen3/Qwen3.5 MoE loading cluster. The strongest representative remains the Qwen3.5 MoE from_pretrained regression, but the nearby Qwen3/Qwen3.5 pair is only related, not clearly the same bug.", + "confidence": 0.59, + "canonical_issue_reason": "issue:45310 is the clearest and most specific report of the Qwen3.5 MoE from_pretrained regression, so it best represents the concrete loading-failure subgroup even though adjacent Qwen reports are only loosely related.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best triage anchor because it is concrete, model-specific, and centers the only coherent subgroup in this cluster: Qwen3/Qwen3.5 MoE loading problems under Transformers v5.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Likely related Qwen3.5 MoE/v5 regressions, but the packet does not establish the same underlying bug or same code path with enough confidence." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving and Qwen2.5-GGUF loading are different operations with different failure modes." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-missing ImportError is unrelated to Sentence Transformers getting stuck while loading." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "Different code paths: attention-kernel divergence under torch.compile vs variable-length position_ids behavior." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Doc-example mistakes are not the same bug as AutoProcessor's missing-vision-backend error handling." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both touch generation internals, but one is sync_gpus kwarg updates and the other is a chunked_prefill cache regression." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both involve optional vision dependencies, but one is a video-model/torchvision crash and the other is an AutoProcessor image-backend error." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import/export problems, but they involve different symbols and likely different code paths." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Auto-docstring import-time diagnostics and RTDetrLoss infeasible cost matrix are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3.5 MoE loading failure and a missing-field/strictness bug are not shown to be the same defect." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "An error-message wording issue in T5 validation is unrelated to auto_docstring stdout noise." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "issue:45230 is too generic to establish the same underlying bug as gemma-4 zero3 from_pretrained." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer-decoding crash on trailing replacement char and Kimi codec-handling regression are related only at a very high level." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "Wrong docstring for position_ids is not the same bug as a runtime variable-length position_ids failure." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe loading and processor.save_pretrained missing files are different failure classes." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized save failure and missing pad_token_id on Llama4Config are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "AutoTokenizer.from_pretrained in v5 and mistral_common continue_final_message are different tokenizer bugs." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance and InternVL2 meta-init incompatibility are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior is not the same underlying bug as pipeline-parallelism output corruption." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Sentence-transformers import NameError and Qwen3.5 kernel-registration decorator failure are separate issues." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma processor _tokenizer crash and Gemma pipeline roundtrip token issue are different code paths." + }, + { + "left": "issue:45137", + "right": "issue:47000", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error is unrelated to RTDetrLoss cost-matrix infeasibility." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline parallelism output bug and Qwen3_5 image infinite loop are not the same defect." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are missing-import reports, but for different exported symbols and likely different fixes." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "GenerationMixin import-path break and AutoImageProcessor import break are separate API regressions." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "AMP/CUDA loss crash is unrelated to auto_docstring printing diagnostics." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral tokenizer regex patch crash and auto_docstring future-annotations crash are unrelated AttributeErrors." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary-loss behavior has nothing to do with docstring diagnostics printing." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "The Qwen3-VL-Moe and Qwen3.5 MoE reports look related by family/version, but the evidence only supports loose similarity, not the same underlying bug." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Gemma token roundtrip failure and DiffusionGemma image-text-to-text pipeline failure are related only by model family." + }, + { + "left": "issue:46326", + "right": "issue:46399", + "accept": false, + "reason": "Tokenizer final-message handling and apply_rotary_pos_emb registration are different bugs." + }, + { + "left": "issue:42371", + "right": "issue:45310", + "accept": false, + "reason": "TF32 API messaging and Qwen3.5 MoE loading are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained on MoE and Qwen3.5 MoE from_pretrained are opposite operations with different failure modes." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall clustering is broadly cautious, but one verdict is too strong for the evidence available. The accepted 44038\u219445310 pair is supported only by title-level similarity (Qwen3/Qwen3.5 MoE loading issues in v5), which is enough to call them related, not enough to say they are the same underlying bug. Also, the 45375\u219445478 rejection is stated too definitively as \u2018different bugs\u2019 even though the packet does not establish that with confidence. I\u2019d keep both of those as tentative rather than hard verdicts." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 47, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:39692", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43295", + "issue:43479", + "issue:43504", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43976", + "issue:44016", + "issue:44079", + "issue:44222", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:45103", + "issue:45200", + "issue:45310", + "issue:45405", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693", + "issue:46829", + "issue:46877", + "issue:46909" + ], + "soft_pairs": [ + "issue:42673|issue:43704", + "issue:43232|issue:44792", + "issue:42831|issue:44222", + "issue:42175|issue:44933", + "issue:44496|issue:45561", + "issue:45561|issue:45600", + "issue:43504|issue:45561", + "issue:45405|issue:46877", + "issue:43976|issue:44933", + "issue:30333|issue:33290", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:42175|issue:45712", + "issue:43479|issue:46829", + "issue:46077|issue:46123", + "issue:44623|issue:45310", + "issue:42673|issue:46693", + "issue:43479|issue:44869", + "issue:42898|issue:45812", + "issue:43723|issue:44568", + "issue:44016|issue:46231", + "issue:39692|issue:46909", + "issue:43479|issue:44079", + "issue:42898|issue:44779", + "issue:43784|issue:43824", + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:42898|issue:43295", + "issue:42222|issue:45200", + "issue:44734|issue:45103" + ], + "prepared_review_unit_hash": "23ed1f20c07658397f5120150466f85fc3792cbda9e29c017f2d7735935e1740", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36181, + "estimated_input_tokens": 9046, + "estimated_eval_tokens": 18348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated issue reports. The only clear duplicate is issue:42673 and issue:43704, which describe the same Qwen3ForCausalLM VRAM leak in multiple dataloader threads; all other soft pairs are only loosely similar at a subsystem level and should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": "Issue:42673 is the best canonical for the only true duplicate pair: it is the earlier, fuller report and issue:43704 repeats the same title and bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:42673 is the strongest issue to keep as the representative anchor for triage, but it should only stand in for its exact duplicate pair, not the whole mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same title and same concrete bug: Qwen3ForCausalLM VRAM leak with multiple dataloader threads." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Different code paths: generation kwargs update after sync_gpus vs a janus image generation test failure." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but one is an accuracy issue and the other is save_pretrained/moe serialization." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Unrelated: backend installation dependency issue vs a missing import in image_utils." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Different bugs entirely: model loading/config mismatch vs xdist race on captured_info.txt." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "One is a test xdist race, the other is broken auto_mappings references causing CI failure." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Legacy preset loading for Beit segmentation is unrelated to the captured_info.txt race." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "Package version pinning problem vs docstring tooling printing diagnostics; no shared underlying bug." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python support regression vs missing import from image_utils; different failure modes." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on training failure is unrelated to Adafactor/deepspeed OOM." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading hang in sentence-transformers vs embedding reinitialization after resize; not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different behaviors and model families." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Dependency backend install issue is unrelated to leftover dummy classes and dir() leakage." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Config initialization defaults in Phi4Multimodal do not match a classifier output field mixup." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Attention mask construction and final-batch pipeline bookkeeping are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained file omission is unrelated to Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "Both mention FA2/generation, but one is a VRAM leak in dataloader threads and the other is a long-context performance regression." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Phi4 multimodal config defaults are unrelated to Whisper timestamp decoding on a trailing replacement character." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions for different models and symptoms; not one underlying bug." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Generic tokenizer loading issue vs add_special_tokens BOS/EOS behavior for mdeberta-v3-base." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error is unrelated to a documentation parameter-name mismatch." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are broken docs examples, but for different models and different specific errors." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config default initialization and ModelOutput key assignment are different bugs." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but the affected models and symptoms are different." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different import errors in different packages/modules; not the same issue." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to MLflow job reporting." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Failed MLflow reporting is unrelated to Llama 3.2 Vision model loading regression." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both are v5 regressions around tokenization, but one concerns clean_up_tokenization_spaces and the other processor.tokenizer/image passing behavior." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation crash in serve is unrelated to auto_docstring failing under future annotations." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet. The one accepted pair, issue:42673 and issue:43704, has identical titles and looks like the same VRAM-leak report, while the rest of the soft pairs are rejected conservatively based on different titles/symptoms. The summary stays appropriately cautious and does not overclaim broader duplication across the cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 48, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:36331", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43874", + "issue:44060", + "issue:44075", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45245", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46231", + "issue:46424", + "issue:46614", + "issue:46710", + "issue:46762", + "issue:46932" + ], + "soft_pairs": [ + "issue:43874|issue:45092", + "issue:42898|issue:45356", + "issue:44295|issue:45656", + "issue:30333|issue:36331", + "issue:22355|issue:28282", + "issue:45405|issue:45712", + "issue:43116|issue:44190", + "issue:44075|issue:46231", + "issue:44222|issue:44297", + "issue:44933|issue:45712", + "issue:44060|issue:45125", + "issue:42831|issue:44623", + "issue:42796|issue:43723", + "issue:44448|issue:46132", + "issue:44297|issue:45656", + "issue:45245|issue:46132", + "issue:43479|issue:43644", + "issue:44222|issue:44623", + "issue:44360|issue:46762", + "issue:46132|issue:46710", + "issue:41628|issue:42757", + "issue:44373|issue:44485", + "issue:44297|issue:45310", + "issue:43723|issue:44977", + "issue:45071|issue:46082", + "issue:46614|issue:46932", + "issue:44222|issue:44484", + "issue:43122|issue:46209", + "issue:44190|issue:46082", + "issue:43232|issue:46424" + ], + "prepared_review_unit_hash": "362df204c536ff55f0012c0b7b3f5ca16e965432e423cd2fcc84ea2871c3547a", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36466, + "estimated_input_tokens": 9117, + "estimated_eval_tokens": 18490 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated Transformers issues spanning tokenizer regressions, multimodal/model config bugs, save_pretrained problems, and environment/import errors. None of the soft pairs look like the same concrete bug or change, so all soft edges are rejected. Issue 43122 is the best single representative because it is the broadest tokenizer/v5 regression report in the set.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43122 is the broadest and most representative issue in this cluster, covering a general tokenization regression across a version upgrade rather than a narrowly scoped model-specific bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the best global representative because it captures the cluster\u2019s main recurring theme (tokenizer behavior changes in v5) while remaining broader than the other tokenizer-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Different subsystems and failures: multimodal token counting vs remote-code checkpoint/meta-init compatibility." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they describe different concrete bugs in different models and code paths." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Unrelated: buffer registration/position_ids issue vs optimizer stepping under deepspeed." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting on failed training is unrelated to CustomTrainer.compute_loss signature breakage." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "One is an ONNX import error; the other is a missing PyTorch dependency error." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version pinning is unrelated to leftover dummy classes and repo-check failures." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example scripts with different bugs; one is empty multi-label outputs, the other is local dataset loading." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer argument handling is unrelated to a documentation parameter-name mismatch." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Different save_pretrained problems: FP8 MOE serialization vs tokenizer class metadata mismatch." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Import surface cleanup in image_utils is not the same as dummy class leakage into dir(transformers)." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen3.5/Qwen3-Next issues: incorrect tied-weights warning vs missing tensor-parallel plan." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy regression and processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE-marker handling is a different bug from AutoTokenizer loading failure in v5." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "A Pegasus output regression is unrelated to AttentionInterface.register changing callback behavior." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config serialization has nothing to do with deepspeed optimizer double-stepping." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count runtime error and attention registration behavior are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config default initialization bug is unrelated to non-persistent buffer junk initialization." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Different serialization failures affecting different APIs and file sets." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "A DSA indexer discussion is unrelated to Minimax MSA attention numerical differences." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "AttentionInterface behavior and an accuracy regression in DeepSeek are different bugs." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Two distinct import errors from different packages and symbols." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring mismatch is not the same as a GLM-5 RoPE implementation issue." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch is different from Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading failure and flash-attention generation failure are different code paths." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type checking breakage is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer backend state is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MOE serialization bug is unrelated to the max_shard_size default question." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Generic tokenization regression is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs update bug is unrelated to cache max_length handling." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 49, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43644", + "issue:43824", + "issue:44038", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44623", + "issue:44829", + "issue:45092", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45753", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46431", + "issue:46655", + "issue:46909" + ], + "soft_pairs": [ + "issue:43232|issue:45834", + "issue:44263|issue:45092", + "issue:46209|issue:46431", + "issue:30990|issue:38175", + "issue:44295|issue:44623", + "issue:43475|issue:46305", + "issue:46305|issue:46655", + "issue:44263|issue:44373", + "issue:46369|issue:46909", + "issue:44263|issue:44360", + "issue:42907|issue:46050", + "issue:42831|issue:45310", + "issue:44279|issue:46328", + "issue:22355|issue:27957", + "issue:45092|issue:45357", + "issue:45381|issue:46305", + "issue:44483|issue:45406", + "issue:44829|issue:46002", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:43408|issue:46402", + "issue:43644|issue:46305", + "issue:44261|issue:45092", + "issue:22355|issue:28218", + "issue:42831|issue:45753", + "issue:39401|issue:44568", + "issue:42886|issue:42994", + "issue:42886|issue:43066", + "issue:42757|issue:45278", + "issue:44188|issue:44373", + "issue:27957|issue:30990", + "issue:43408|issue:46369" + ], + "prepared_review_unit_hash": "fafa7de4de743a4b4109349c920ad7a74a85018c9a5758ac1e946cf8179826b5", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36788, + "estimated_input_tokens": 9197, + "estimated_eval_tokens": 18650 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a grab bag of largely unrelated issue reports: import regressions, tokenizer bugs, quantization/save/load failures, and several model-specific vision/attention issues. None of the soft pairs look like the same underlying bug, so no duplicate edges should be accepted.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45278 is the broadest representative issue: it describes multiple import failures after upgrading Transformers, making it a reasonable umbrella for the import-regression subset.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most globally representative issue in this set because it captures a broad, user-facing regression pattern rather than a single model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Different subsystems and symptoms: generation kwargs handling after sync_gpus vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "Unrelated bugs: torch.split return values in a MoE indexer vs remote-code checkpoint/meta-init incompatibility." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 is a hardware/kernel issue; apply_chat_template missing a chat template is a processor API problem." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "SentenceTransformers loading hang and SigLIP2 zero probabilities are different models and failure modes." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading position_ids after buffer registration and processor.save_pretrained missing files are different save/load paths." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "Sam3 vision encoder attribute error and MoonshineStreaming sliding-window off-by-one are unrelated model bugs." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both touch video processing, but one is an attention-window off-by-one and the other is incorrect video padding calculation." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Indexer tensor-splitting behavior and a wrong docstring for position_ids are not the same underlying bug." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "Memory overflow in sam3-litetext is unrelated to a broken DIA documentation example." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "A torch.split value issue in GlmMoeDsaIndexer is different from the DSA indexer missing ReLU." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantized models and saving/loading, but they refer to different quantization flows and failure modes." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy concerns are unrelated to Qwen3.5 MoE from_pretrained errors." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Generic dependency issue vs a specific SequenceFeatureExtractor.pad performance regression; not the same bug." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Missing transformers.onnx import and XLMRoberta Flash Attention 2 are unrelated issues." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Remote-code/meta-init incompatibility is a load-time initialization bug; incorrect visual encoder keys on save_pretrained is a different serialization bug." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids bug and MoonshineStreaming windowing bug affect different models and code paths." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request rejection is an API/server issue, while Gemma4Processor missing _tokenizer is a processor attribute bug." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Degenerate training with flash_attention_3 and NaNs after checkout+init are both training issues but not the same concrete failure." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and likely different missing exports." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue is not the same as Qwen3-VL-Moe from_pretrained failure." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Model-type warning for sam3_video/sam3_tracker is unrelated to missing text encoder weight loading in Sam3Model." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk in Transformers 5.0.0 is a checkpoint/init bug, not a streaming attention mask off-by-one." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA q_a_layernorm epsilon precision issue and old InternVL2 meta-init incompatibility are separate model-specific bugs." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "ONNX import failure and tokenizer extra-space after added token are unrelated tokenizer/export issues." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy degradation is not the same as Qwen3_5 infinite-loop behavior on a specific image." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Wrong offset_mapping and missing BOS/EOS with add_special_tokens are both tokenizer issues but different concrete behaviors." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache loading failure and quantized model saving failure involve different components and symptoms." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline tokenizer cache loading and wrong tokenizer decoder type are different tokenizer regressions." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Hugging Face Hub offline import failure and broad Transformers import failures are related only at a very high level, not the same bug." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to a docstring problem for position_ids." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and SentenceTransformers loading hang are distinct issues with different triggers." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "A model-type mismatch warning for sam3_tracker is unrelated to memory overflow in sam3-litetext." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 50, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:22355", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42796", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43540", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45381", + "issue:45478", + "issue:45593", + "issue:45600", + "issue:46002", + "issue:46172", + "issue:46326", + "issue:46762", + "issue:46909" + ], + "soft_pairs": [ + "issue:42796|issue:43122", + "issue:43232|issue:45593", + "issue:45381|issue:46909", + "issue:43540|issue:46909", + "issue:43646|issue:46002", + "issue:30990|issue:33357", + "issue:42907|issue:44945", + "issue:44295|issue:44297", + "issue:43976|issue:44945", + "issue:42907|issue:44964", + "issue:43756|issue:44060", + "issue:43576|issue:43784", + "issue:39401|issue:44488", + "issue:41628|issue:45278", + "issue:42371|issue:44263", + "issue:42907|issue:43937", + "issue:43784|issue:45600", + "issue:44117|issue:44704", + "issue:46172|issue:46762", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:43408|issue:43475", + "issue:44704|issue:45290", + "issue:43122|issue:44521", + "issue:44360|issue:44485", + "issue:43122|issue:46326", + "issue:42907|issue:43452", + "issue:44038|issue:44297", + "issue:22355|issue:29159", + "issue:44038|issue:44295", + "issue:45216|issue:45478" + ], + "prepared_review_unit_hash": "7dba7c68910b222c842efcac6d7a2e19a6edf833651bbce646d775cffae4579c", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36526, + "estimated_input_tokens": 9132, + "estimated_eval_tokens": 18520 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very noisy: most items are unrelated issue reports across tokenizer regressions, multimodal loading, import errors, generation bugs, and model-specific behavior. The soft-similarity edges are overwhelmingly false positives, so no pair should be merged as a duplicate.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 43122 is the broadest and most representative of the few tokenizer-regression reports in the set, but the cluster overall is heterogeneous rather than a single duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43122 is the closest thing to a cluster anchor because it is comparatively generic; however, it should be treated as only a loose representative, not a true duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer-related, but 42796 is a specific Ministral BPE-marker bug while 43122 is a broader cross-version regression." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs after sync_gpus and D-FINE auxiliary-loss behavior are different subsystems and different bugs." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Qwen2.5-VL video position_ids and a broken DIA documentation example are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError is unrelated to a documentation example issue." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are different failure modes with no shared code-path evidence." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Sentence-Transformers loading hangs and a Mac bus error on a CLIP model are different runtime failures." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models is unrelated to incorrect output under pipeline parallelism." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "One is about reading a registered buffer, the other about tokenizer_class metadata saved to tokenizer_config.json." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility for Transformers 5.1.0 is unrelated to pipeline-parallel inference output corruption." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized save failures and loading Phi-4 multimodal with latest transformers are separate model/load-path problems." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE layer handling and Qwen3-Next tied-weights warnings are distinct model implementation issues." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "A broken env command and a NameError while importing sentence-transformers are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 offset_mapping errors and failure to load cjvt/sleng-bert are different tokenizer/model-loading bugs." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "A missing AutoImageProcessor import is not the same as a broad set of import errors after upgrading versions." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings guidance and a torch.split return-value issue in the DSA indexer are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized model saving and invalid GenerationConfig for GLM-5 do not share a concrete code path." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "The sentence-transformers import NameError and removed Sam3LiteText references in auto_mappings.py are separate regressions." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not forwarding kwargs to cached_file are both from_pretrained-related, but they are different bugs." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "A dtype/transpose bug in deepseek-v4 and numerical differences in Minimax attention are not the same underlying issue." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Qwen3 offset_mapping and apply_chat_template assistant_masks bugs are both tokenizer-adjacent but affect different APIs and behaviors." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 training degeneration are unrelated model/configuration bugs." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "The sam3_video/sam3_tracker warning and missing fpn_position_embeddings are different SAM 3 Video problems." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor cached_file kwargs and apply_chat_template crashing on tool-call messages are different processor/template bugs." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Cross-version tokenization regression and multimodal assistant_masks being all zero are different bugs." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A DSA indexer missing ReLU and GLM-5 RoPE implementation are unrelated technical issues." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both mention tokenization, but 43122 is a version-regression report while 46326 is a mistral_common continue_final_message bug." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and gguf_file breaking from_pretrained are different loading/saving paths." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "A Qwen3-VL-Moe bug and tokenizer_class mismatch on save_pretrained are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx and slow-vs-fast tokenizer inconsistency are unrelated issues." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe failure and buffer read errors for position_ids are not the same bug." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5, but one is a save_pretrained regression and the other is a from_pretrained error; they are different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 51, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:42175", + "issue:42673", + "issue:42757", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43493", + "issue:43611", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44075", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44355", + "issue:44485", + "issue:44610", + "issue:44625", + "issue:44779", + "issue:44936", + "issue:44938", + "issue:44945", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46726", + "issue:46877", + "issue:46909", + "issue:46981" + ], + "soft_pairs": [ + "issue:39401|issue:46614", + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:43116|issue:45200", + "issue:43122|issue:44779", + "issue:42757|issue:44351", + "issue:43278|issue:44945", + "issue:36296|issue:43116", + "issue:22355|issue:29127", + "issue:42175|issue:44938", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:46231|issue:46877", + "issue:42898|issue:46614", + "issue:38617|issue:45278", + "issue:43937|issue:44485", + "issue:43976|issue:45446", + "issue:42673|issue:45072", + "issue:43611|issue:46002", + "issue:43066|issue:44779", + "issue:44038|issue:45478", + "issue:43116|issue:43493", + "issue:44355|issue:46231", + "issue:44625|issue:46002", + "issue:45357|issue:45478", + "issue:45083|issue:45446", + "issue:44610|issue:46909", + "issue:46726|issue:46981", + "issue:44075|issue:44936" + ], + "prepared_review_unit_hash": "f7e3f814f9cdf10daccff026e6ccb087553f0b8310f9dd57801a42006a4fa091", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35352, + "estimated_input_tokens": 8838, + "estimated_eval_tokens": 17932 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a mix of unrelated Transformers issues (imports, tokenizer regressions, model-specific bugs, docs, training/runtime problems). No soft pair looks like the same concrete bug or change, so I rejected them all.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report here (many import errors after upgrading 4.57.0\u21925.5.0) and is the closest thing to a cluster representative, though the overall set is still heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most representative single issue because it captures the broad version-regression/import-breakage theme better than the narrower, model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Both are tokenizer-related, but one is Qwen3 offset mapping and the other is Wav2Vec2 phonemizer backend state; different code paths and symptoms." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention MoE, but one is a Qwen3-VL-Moe bug and the other is FP8 save_pretrained behavior; not the same underlying defect." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different modules, so they are not the same bug." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "One is an example script returning empty multi-label results; the other is a Gemma 4 config defaulting issue. Different failure modes." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but for different tokenizers and different incorrect outputs; too broad to merge." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Separate import failures from different packages and symbols; no clear shared code path." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "BF16-to-FP32 dtype drift in evaluation is unrelated to incorrect pipeline-parallel outputs." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug and empty multi-label classification results are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Missing transformers.onnx and a LayoutLMv3 validation error-message issue are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Install-time backend omission vs Python 3.14 load failure; different platform/setup problems." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different models and different issues: SigLIP2 JAX parity vs a Qwen3_5 infinite-loop bug." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to a padding performance issue." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Doc parameter mismatch and auto_docstring stdout diagnostics are both documentation-related but not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "A v5 tokenization-space behavior change is unrelated to stale phonemizer language state." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a specific missing symbol and the other is a broad upgrade regression; not clearly the same code-path issue." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Both mention GLM-5, but one is GenerationConfig validation and the other is RoPE implementation; different defects." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Version-compatibility problems, but in different areas and with different checks." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leakage in Qwen3ForCausalLM multi-threaded use is unrelated to bfloat16 dtype mismatches." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model-loading with base_model_prefix and NaNs in classification heads are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different tokenizers and likely different code paths." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3 MoE-related, but they concern different variants and different failure modes (general bug vs from_pretrained error)." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script classification output bug vs SigLIP2 implementation mismatch; unrelated." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python import/runtime errors and a documentation parameter typo are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation bug and NaNs in classification heads are different problems." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5 model-loading/saving issues, but one is incorrect saved visual encoder keys and the other is a from_pretrained error." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Unexpected feat-length helper behavior in qwen3_omni_moe is unrelated to an AuxRequest import version check." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "Processor input-size mismatch and a broken documentation example are not the same issue." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Missing-vision-backend handling and repeated HTTP 429 retries are both AutoProcessor-related, but they are different failure modes." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD args being ignored and trainer.evaluate() failing after train() are unrelated training issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 52, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:28348", + "issue:33453", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43618", + "issue:43673", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43992", + "issue:44117", + "issue:44263", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44704", + "issue:44779", + "issue:44995", + "issue:45071", + "issue:45092", + "issue:45310", + "issue:45405", + "issue:45446", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46655", + "issue:46697", + "issue:46710", + "issue:46752", + "issue:46762", + "issue:46829", + "issue:46981", + "issue:47000" + ], + "soft_pairs": [ + "issue:42371|issue:43874", + "issue:43618|issue:46829", + "issue:43116|issue:43825", + "issue:43992|issue:44704", + "issue:43066|issue:46710", + "issue:46614|issue:46752", + "issue:28348|issue:46640", + "issue:44995|issue:46697", + "issue:42673|issue:42796", + "issue:43827|issue:45446", + "issue:44263|issue:46762", + "issue:45092|issue:46762", + "issue:33453|issue:39401", + "issue:43064|issue:43673", + "issue:42222|issue:43441", + "issue:43824|issue:46981", + "issue:43673|issue:46328", + "issue:42222|issue:47000", + "issue:42673|issue:46655", + "issue:43937|issue:45563", + "issue:45405|issue:45446", + "issue:42222|issue:46752", + "issue:44291|issue:45071", + "issue:44117|issue:45588", + "issue:44380|issue:46077", + "issue:44466|issue:46002", + "issue:39401|issue:44779", + "issue:44410|issue:45310" + ], + "prepared_review_unit_hash": "218b183dd2c1f403ae509b894b0692b2bf3d9c51c03612383e0dd9250acfe4d6", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36022, + "estimated_input_tokens": 9006, + "estimated_eval_tokens": 18268 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose cluster of mostly unrelated Transformers issues that happen to share v5/tokenizer/attention themes. The soft pairs point to different models, APIs, or failure modes, so none should be merged as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45071 is the broadest, most cross-cutting regression in the set: a clear v5 API/type-checking break with wider applicability than the model-specific reports, making it the best cluster anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45071 is the strongest representative issue overall because it describes a version-wide regression rather than a narrow model bug, and it has a clean, actionable failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 settings control vs a missing image-processor method; different subsystems and failure modes." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "CLIP attentions assignment issue vs VideoPrism hidden_states mismatch; unrelated models and outputs." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Empty multi-label classification results vs pipeline translation messaging/docs regression; different code paths." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "UMT5 weight loading bug vs AutoProcessor kwarg forwarding; different components and symptoms." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder type regression vs DeepSeek accuracy regression; not the same bug or code path." + }, + { + "left": "issue:46614", + "right": "issue:46752", + "accept": false, + "reason": "Stale phonemizer language state vs empty chat-template IndexError; unrelated functionality." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Specific GPT2 FlashAttention 2 support request vs a vague Flash Attention issue; too different and too underspecified." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "GlmMoeDsa stale cache crash vs Swin2SR over-padding; different model families and bug types." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in multithreaded generation vs tokenizer BPE marker handling; unrelated areas." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() vs a PyTorch version check bug in flex_attention; unrelated changes." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "GlmMoeDsaIndexer tensor-split handling vs Minimax attention numerical differences; different concrete failures." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-initialization incompatibility for remote-code checkpoints vs attention output differences; unrelated bugs." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression vs wrong offset_mapping; both tokenizer-related, but not the same underlying defect." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state mismatch vs missing generation cache in chunked_prefill; training vs inference paths." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Broken vitpose models vs Ministral-3 FlashAttention failure; different model families and root causes." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "Missing Qwen2_5_VL import vs repeated 429 retries in AutoProcessor; unrelated network/loading behavior." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache bug vs a padding performance issue; not the same code path." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "vitpose breakage vs RTDetrLoss infeasible cost matrix; unrelated models and errors." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "VRAM leak in dataloader threads vs video padding calculation bug; different components." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig vs stale warning for num_return_sequences; both generation-related but different defects." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT version pin issue vs flex_attention import version check; unrelated dependency/version problems." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "vitpose model breakage vs empty-list chat template crash; unrelated areas." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights vs PretrainedConfig type checking; both v5-related but distinct API breakages." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None handling vs flash_attention s_aux AttributeError; different subsystems." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling ignored under backend kernels vs Gemma4 bidirectional mask bug; both attention issues but different models and mechanisms." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "lm_head serialization inconsistency vs NaNs in classification heads; unrelated failures." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Wrong Qwen3 offset_mapping vs DeepSeek tokenizer incorrect results; similar theme, but distinct model-specific tokenizer bugs." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing Qwen3Next projections vs Qwen3.5 MoE from_pretrained error; different model versions and failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 53, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43066", + "issue:43122", + "issue:43208", + "issue:43408", + "issue:43450", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44496", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45478", + "issue:45561", + "issue:45632", + "issue:45656", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46617", + "issue:46762", + "issue:46894", + "issue:46981" + ], + "soft_pairs": [ + "issue:43937|issue:44977", + "issue:43450|issue:43986", + "issue:45071|issue:46512", + "issue:45341|issue:46328", + "issue:45341|issue:45561", + "issue:45632|issue:46981", + "issue:44829|issue:45216", + "issue:44117|issue:45081", + "issue:42617|issue:45341", + "issue:43408|issue:43742", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:45362|issue:46328", + "issue:42222|issue:46178", + "issue:44877|issue:46231", + "issue:39401|issue:46209", + "issue:44484|issue:45310", + "issue:42371|issue:44261", + "issue:43937|issue:44496", + "issue:44261|issue:46762", + "issue:44933|issue:45278", + "issue:44410|issue:45478", + "issue:42371|issue:46617", + "issue:44075|issue:45656", + "issue:38617|issue:44220", + "issue:43066|issue:43122", + "issue:43208|issue:46894", + "issue:44263|issue:44485" + ], + "prepared_review_unit_hash": "80a043c86b15772b9a6b35d23527fe63a89faf60b4d017e914d8e45df2de7e06", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35719, + "estimated_input_tokens": 8930, + "estimated_eval_tokens": 18116 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. A few items are import/tokenizer regressions, but the soft pairs generally point to different code paths or different model-specific failures, so almost all should stay separate.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella in the set and best matches the import-regression subgroup, but the cluster overall is too mixed for a strong canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "45278 is the most suitable global representative because it describes the widest user-facing regression pattern among the candidates, even though it does not unify most of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failure modes: invalid GenerationConfig vs flash-attention generation behavior." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "One is a batched video-shape bug; the other is an AutoProcessor crash without torchvision." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Type-checking regression and stale config dtype are related to config handling, but not the same concrete bug." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Testing-utils note versus a SequenceFeatureExtractor.pad performance issue; unrelated symptoms and code paths." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both touch testing utils, but one is unspecified and the other is a specific xdist race on captured_info.txt." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Cache-path collision and repeated 429 retries are different request/cache behaviors." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Degenerate training with flash_attention_3 is not the same as save_pretrained checkpoint corruption." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None handling and Mistral regex patching are separate tokenizer-loading bugs." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "A 3d_parallel.py runtime issue is unrelated to a testing-utils bug." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Model-type warning in SAM3 is unrelated to a MobileLLM config-loading key error." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different export regressions." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer output changes and a noisy logging message are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Chat-generation crash for Qwen3.5-35B is unrelated to a padding performance issue." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Broken vitpose model loading and unsupported tensorflow_text backend are different loader failures." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading and a docs parameter mismatch are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset mapping and FP8 inference on B200 are separate subsystems." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Shard-size default behavior and Qwen3.5 MoE from_pretrained loading are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 settings guidance and MLA rms_norm_eps precision handling are different issues." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation and unrecognized model config are different model-loading problems." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both involve numerics, but one is a missing config epsilon and the other is a Minimax attention reference mismatch." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "The latter is a broad import-regression report, but not enough evidence shows it is the same specific missing import from image_utils." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3Next missing projections and Qwen3.5 MoE from_pretrained errors are different model-specific bugs." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 configuration guidance is unrelated to trust_remote_code cache FileNotFoundError." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args ignored and deepspeed double optimizer-step are distinct optimizer bugs." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer-related, but one is decoder-type metadata and the other is actual tokenization drift; not the same bug." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "xLSTM training blockers and CohereASR double-shift loss bug are unrelated training issues." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "A torch.split indexing bug and GLM-5 RoPE implementation discussion are different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 54, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42757", + "issue:42886", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44077", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46369", + "issue:46981" + ], + "soft_pairs": [ + "issue:43097|issue:44493", + "issue:44077|issue:46981", + "issue:43673|issue:45341", + "issue:44483|issue:45464", + "issue:43931|issue:44410", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:27957|issue:43352", + "issue:43441|issue:44829", + "issue:43012|issue:43577", + "issue:44484|issue:45478", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43874|issue:44261", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:43986|issue:45341", + "issue:45003|issue:45341", + "issue:42886|issue:46981", + "issue:44261|issue:44485", + "issue:45753|issue:46369", + "issue:43531|issue:45341", + "issue:44117|issue:44987", + "issue:43097|issue:45588", + "issue:43673|issue:46123", + "issue:45440|issue:46172", + "issue:43874|issue:44263", + "issue:44410|issue:45375", + "issue:43986|issue:45372", + "issue:43097|issue:46050", + "issue:38617|issue:42757", + "issue:44038|issue:44410", + "issue:43064|issue:44315" + ], + "prepared_review_unit_hash": "22061149a2eeae469fe0e06382c027bc8fa7ea8407ab607ea751aca601bb5f41", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36857, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster does not look like one duplicate set; it mixes many unrelated bug reports that only share broad Transformers v5 / model-loading / multimodal themes. No soft edge is strong enough to merge.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "One is about a removed config API; the other is a position-id key mismatch. Different failure modes." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "PatchTSMixer post_init validation and AutoProcessor 429 retry behavior are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Chunked-prefill cache handling is unrelated to a testing_utils bug." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both involve chat/completions, but one is a general API rejection and the other is a streaming inference failure on a specific Qwen model." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3Next missing projections are different model-specific issues." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "A type-checking regression is not the same bug as the TensorBoard-without-TF backend crash." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but they affect different models and likely different code paths." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "One is a model support/error path for FlashAttention; the other is a training-quality regression with FlashAttention 3." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A precision warning during compilation is not the same as incorrect dtype propagation when loading Blip2." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Max shard size question is unrelated to the Qwen3.5-Moe from_pretrained error." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different GLM/DeepSeek internals and different tensor-shape operations; not the same bug." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A missing ReLU in one indexer is unrelated to the DeepSeek tensor transpose issue." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch method and missing rms_norm_eps are separate multimodal/model-config bugs." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Same broad Qwen3-VL area, but weight mismatch and a generic Qwen3-VL-Moe bug are not the same code-path problem." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removed tie_embeddings API and gguf_file tokenizer/model loading are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video AutoProcessor crash without torchvision has nothing to do with testing_utils." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "sys.modules access bug and testing_utils bug are unrelated implementation areas." + }, + { + "left": "issue:42886", + "right": "issue:46981", + "accept": false, + "reason": "Offline cache loading failure and repeated 429 retries are both networking-related, but not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Both mention model internals, but one is a missing eps config and the other is a RoPE implementation issue." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Different multimodal models and different symptoms: infinite loop vs memory overflow." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to testing_utils." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "A tokenizer mapping None bug is not the same as the physical-intelligence/fast loading failure." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Removed API behavior and flash_attention.py s_aux=None crash are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Both touch runtime flow, but cache handling in GenerationMixin and MaskGenerationPipeline partial-batch handling are different bugs." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek model generations and different numerical issues; not mergeable as one fix." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Same GLM family, but one is an image-processor method gap and the other is a DSA indexer tensor-split issue." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3Next layer projections and Qwen3.5MoeVisionConfig field loss are different model/config bugs." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Missing torchvision dependency handling and a mistral_common import error are unrelated." + }, + { + "left": "issue:45753", + "right": "issue:46050", + "accept": false, + "reason": "An image-specific infinite loop is not the same as a quantized model save/load breakage." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportError reports, but from different modules and different missing symbols." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 55, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:38617", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44016", + "issue:44062", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45478", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46897" + ], + "soft_pairs": [ + "issue:43208|issue:46897", + "issue:43986|issue:44484", + "issue:46655|issue:46664", + "issue:46298|issue:46752", + "issue:42890|issue:46298", + "issue:38617|issue:44351", + "issue:43097|issue:43873", + "issue:43012|issue:46821", + "issue:44062|issue:44117", + "issue:44117|issue:46701", + "issue:46172|issue:46710", + "issue:43502|issue:43992", + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43986|issue:44016", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43825|issue:44655", + "issue:43012|issue:44368", + "issue:43208|issue:43550", + "issue:43992|issue:44484", + "issue:43352|issue:44380", + "issue:43352|issue:43976", + "issue:43066|issue:43906", + "issue:43097|issue:46298", + "issue:45584|issue:46365", + "issue:44162|issue:46172", + "issue:44380|issue:46132", + "issue:44077|issue:46365", + "issue:44222|issue:45478" + ], + "prepared_review_unit_hash": "c8c29df8b8d5a998ad732822763275d9024f1359d14529b1112a8afe949ba137", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37643, + "estimated_input_tokens": 9411, + "estimated_eval_tokens": 19078 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft links mostly connect superficially similar Transformers issues, but they do not appear to be the same underlying bug or change.", + "confidence": 0.86, + "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated areas (imports, model loading, quantization, processors, training, docs), so choosing one as the representative would be misleading.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for the cluster. If forced, 43502 is a clear concrete bug report, but it does not unify the rest of the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "Both mention training problems, but they are different models and different failure modes; not the same bug." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "One is an AutoProcessor/torchvision loading crash; the other is a save_pretrained shard-size question." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Same model family, but padding calculation and num_frames semantics are distinct video-processor bugs." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "A noisy logging message is unrelated to apply_chat_template crashing on an empty list." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Seed-related test flakiness is unrelated to a generic logging issue." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and different releases." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "A removed config argument and quantization/offloading behavior are not the same code-path problem." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "A bfloat16 precision warning is unrelated to a TimesFM window_size AttributeError." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer AddedToken keyword collision and TOKENIZER_MAPPING_NAMES returning None are different loader/tokenizer bugs." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "A tokenizer mapping issue is not the same as an image-text pipeline failure." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "Different model-specific issues: one is a tensor conversion/transpose bug, the other is an accuracy regression after upgrade." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only network leakage and missing embed_tokens.weight are both loading issues but not the same underlying defect." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer.evaluate failing after train is unrelated to being unable to import Trainer because of datasets." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwarg forwarding and auto_docstring crashes are different subsystems and different failures." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to chunked-prefill recompilation." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import/load failure and tensorflow_text backend mapping error are different compatibility issues." + }, + { + "left": "issue:43986", + "right": "issue:44016", + "accept": false, + "reason": "AutoProcessor/torchvision loading and a notebook syntax error are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Dequantized model save failures and infinite-loop generation are different bugs." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but one is about dequantized models and the other about Pipeline.save_pretrained." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A compile-time bfloat16 warning is unrelated to Bamba SDPA compile failure." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Left is dummy class cleanup/check_repo leakage; right is just a noisy logging message." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "A pipeline error message about translation support is unrelated to saving Pipeline objects." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "These are both warnings, but they concern different configs and different model behaviors." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and Bamba torch.compile SDPA failure are different model-specific issues." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "A missing weight on load and a shard-size default question are not the same bug." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Flash Attention 2 unsupported for NemotronH and GPT2 attention scaling under SDPA are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention support and Python-version compatibility are different issues." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer decoder type and a reproduction of another issue are not the same underlying defect." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed config behavior and noisy logging are unrelated." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription failure and Trainer import failure are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and deepseek tensor conversion bug are different model-specific failures." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Attention scaling being ignored is unrelated to AttentionInterface.register changing the registered function's behavior." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init validation and Trainer import failure are different issues." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both involve MoE models and save/load, but one is FP8 save_pretrained and the other is a from_pretrained error; not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 56, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:29870", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43582", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44355", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45479", + "issue:46077", + "issue:46082", + "issue:46365", + "issue:46877" + ], + "soft_pairs": [ + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:42757|issue:43824", + "issue:42175|issue:46365", + "issue:43064|issue:44380", + "issue:42490|issue:43012", + "issue:44483|issue:44514", + "issue:43618|issue:44380", + "issue:38617|issue:43502", + "issue:43208|issue:43526", + "issue:43756|issue:44485", + "issue:43618|issue:43761", + "issue:36010|issue:42757", + "issue:45276|issue:46077", + "issue:43299|issue:43867", + "issue:42994|issue:44655", + "issue:44625|issue:46365", + "issue:44483|issue:45290", + "issue:44038|issue:44230", + "issue:36683|issue:43475", + "issue:43352|issue:43937", + "issue:44355|issue:46877", + "issue:43611|issue:44655", + "issue:44625|issue:46077", + "issue:43901|issue:44655", + "issue:36683|issue:44077", + "issue:43976|issue:44938", + "issue:43867|issue:45216", + "issue:46077|issue:46082", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:36683|issue:44625", + "issue:29870|issue:36296", + "issue:43064|issue:44492" + ], + "prepared_review_unit_hash": "03b3a0d632dcd283dd5e7bcfdf83a51b722c27f0b5534cc03bad5e06c507e765", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37697, + "estimated_input_tokens": 9425, + "estimated_eval_tokens": 19106 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issue reports rather than one duplicate cluster. No soft pair looks like the same underlying bug/change, so all soft edges are rejected. I used the most active, concrete bug report as the issue anchor.", + "confidence": 0.77, + "canonical_issue_reason": "issue:36683 has the strongest signal (very high discussion activity) and a concrete, reproducible runtime bug, making it the best anchor despite the set being heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:36683 is the most representative/high-signal issue in this set: specific failure, active discussion, and broad practical impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Different components and symptoms: Gemma config attribute error vs Apple Silicon allocator TypeError." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Unrelated bugs: attention scaling/backend behavior vs zero-loss sequence-classification regression." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols from different packages." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Different problem types: backend install extras vs Trainer import conflict with datasets." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP/PEFT optimizer-state bug is unrelated to GPT-2 attention scaling behavior." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local path import warning and bfloat16 compile warning are distinct issues." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat/completions request validation is separate from apply_chat_template crashing on batched input." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP attentions regression and GPT-2 attention scaling are different model paths and failures." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Importing a removed helper is unrelated to unwanted network requests in offline mode." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and Beit image processor label reduction are different subsystems." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Different models and bugs: RoPE layer dropping vs GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both touch CLIP regressions, but one is missing attentions and the other missing hidden_states; not the same concrete bug." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different import failures from different modules and versions." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Same model family, but resize-token-embeddings behavior and causal-mask construction are separate defects." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL loading regression and state_dict sorting load error are not the same issue." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving and pipeline save_pretrained are different save-path problems." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Config propagation bug vs import failure due to datasets dependency conflict." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Server API rejection and chat-template crash with tool calls are different code paths." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "One is a loading bug, the other is fp8 inference support work; not duplicate concrete bugs." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different models and missing attributes: Gemma3 config vs SAM3 vision encoder output." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention support gate and invalid GenerationConfig are unrelated failures." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled Python file loading errors and import-time docstring diagnostics are different issues." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Loading models with base_model_prefix and saving Pipeline objects affect different APIs." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "num_labels propagation and bidirectional-attention masking are different model behaviors." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Documentation mismatch for return_all_scores is unrelated to pipeline serialization." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3 config attribute bug and patchtsmixer post_init validation are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are environment/version compatibility reports, but for different Python versions and failure modes." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "State-dict ordering load error and Qwen3.5 save_pretrained regression are different code paths." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 causal-mask bug and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP output regression and Qwen3.5 checkpoint save regression are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3 config vocab_size missing and Llama4 pad_token_id missing are different attribute bugs." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "No shared underlying bug: Gemma3 config missing vocab_size vs Qwen3.5 num_labels propagation." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Bart generate decoder_attention_mask bug and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP/optimizer-state corruption and a cache-strategy typo are not the same change or bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 57, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:28282", + "issue:29870", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43064", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44556", + "issue:44734", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46202", + "issue:46285", + "issue:46365", + "issue:46617", + "issue:46664", + "issue:46851", + "issue:47000" + ], + "soft_pairs": [ + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:44908|issue:46851", + "issue:43992|issue:45310", + "issue:44393|issue:47000", + "issue:44938|issue:45071", + "issue:29870|issue:33453", + "issue:44355|issue:44855", + "issue:43867|issue:46202", + "issue:36683|issue:43064", + "issue:43867|issue:45375", + "issue:42890|issue:45561", + "issue:43010|issue:45850", + "issue:36296|issue:43575", + "issue:41669|issue:44246", + "issue:43618|issue:44077", + "issue:43010|issue:43976", + "issue:43867|issue:45357", + "issue:43992|issue:45478", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:42898|issue:46664", + "issue:44734|issue:46617", + "issue:43723|issue:44556" + ], + "prepared_review_unit_hash": "d19357d250d55f8d84b11e9710573dc720d4d6d65c3ada5d2c498583d79a8b06", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36053, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is not a true duplicate set; it mixes many unrelated bugs and regressions across loading, training, tokenizer, import-time, and model-specific behaviors. No soft pair is close enough to merge as the same underlying change or defect.", + "confidence": 0.26, + "canonical_issue_reason": "Issue 45278 is the broadest representative of the cluster\u2019s recurring upgrade/regression theme and best captures the general v5 breakage context.", + "canonical_pr_reason": null, + "best_issue_reason": "45278 is the best single issue to stand in for the cluster because it is general enough to represent the shared version-regression pattern, even though most members are not actual duplicates of it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "One is a specific no_grad decoration request for cache updates; the other is a broad report of many import errors after upgrading versions." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "SGD optimizer args not being used is unrelated to a Trainer import failure involving datasets." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs being ignored is a different code path from Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "A missing embed_tokens.weight in UMT5Encoder is not the same defect as the Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Qwen3-VL bbox output issues are unrelated to RTDetrLoss cost-matrix infeasibility." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import failure and PretrainedConfig type-checking breakage are different regressions." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Bart generate() decoder_attention_mask misuse is unrelated to tokenizer loading regression." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled Python file errors and a Python 3.13 decorator-parsing IndentationError are different import-time failures." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Sorted state_dict loading failure is not the same as Gemma pipeline roundtrip tokenization issues." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Missing vocab_size on Gemma3Config is unrelated to wrong optimizer state/params under FSDP2+PEFT." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State_dict loading order problems are not the same as a missing deepstack_visual_indexes config field." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Flaky set_seed coverage in SamHQ tests is different from an xdist race on captured_info.txt." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A targeted no_grad decorator change is not the same as a broad complaint that v5 breaks too many models." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bugs are not the same as an OOM while loading a specific Qwen2 model with tp." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import-* cleanup causing import slowdown is not clearly the same as intermittent import-transformers slowness." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions assignment is unrelated to patchtsmixer post_init eligibility." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Missing no_grad on cache updates is unrelated to Python-version compatibility failures." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Loading a sorted state_dict is not the same bug as saving incorrect visual encoder keys in Qwen3.5." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight is unrelated to the Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Missing PyTorch import dependency is unrelated to tokenizer loading regression." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "CLIPOutput attentions not being assigned is unrelated to CLIPTextModel structural inconsistency." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A DSA indexer activation discussion is unrelated to DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Seed-related test flakiness is unrelated to loading Phi-4 multimodal-instruct." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "SamHQ set_seed flakiness is not the same as GraniteSpeech CI device-override failure." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Test seeding issues are unrelated to auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only API leakage is unrelated to AddedToken special-argument duplication." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization-space cleanup semantics and SmolVLM num_frames meaning are different behavior changes." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation indexing in serve is unrelated to trust_remote_code cache FileNotFoundError." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading in v5 and checkpoint reload compatibility from v4.57 are related only broadly, not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 58, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43576", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:46726" + ], + "soft_pairs": [ + "issue:44222|issue:45125", + "issue:43824|issue:46617", + "issue:43502|issue:44485", + "issue:43010|issue:43065", + "issue:43874|issue:46617", + "issue:43576|issue:46132", + "issue:44387|issue:44556", + "issue:30333|issue:33453", + "issue:45125|issue:45478", + "issue:44355|issue:44749", + "issue:42548|issue:44351", + "issue:30990|issue:31795", + "issue:45125|issue:45375", + "issue:43502|issue:44222", + "issue:43502|issue:44961", + "issue:43010|issue:43232", + "issue:43827|issue:44961", + "issue:46664|issue:46726", + "issue:30333|issue:36296", + "issue:29870|issue:31795", + "issue:43299|issue:44556", + "issue:33453|issue:34689", + "issue:44355|issue:45071", + "issue:43576|issue:45071", + "issue:42757|issue:43576", + "issue:44315|issue:44360", + "issue:31795|issue:38617", + "issue:43576|issue:43824", + "issue:44961|issue:45468", + "issue:44485|issue:44961", + "issue:44351|issue:46617", + "issue:36296|issue:43901", + "issue:43352|issue:44961", + "issue:43576|issue:44938", + "issue:43475|issue:46617", + "issue:46143|issue:46144", + "issue:41628|issue:42548", + "issue:44315|issue:46209", + "issue:44222|issue:44230" + ], + "prepared_review_unit_hash": "b3a5f810d1fe6cbd056e0418212eca6f26bdc709dbf36762916d145c1dcb4633", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 39, + "serialized_chars": 38290, + "estimated_input_tokens": 9573, + "estimated_eval_tokens": 19402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is heterogeneous: it mixes import/export regressions, loading failures, tensor-parallel bugs, docs issues, and unrelated model-specific problems. None of the soft pairs look like the same concrete underlying bug or change, so I would not merge any of them as duplicates. If one issue must act as the representative, 43576 is the broadest and most central loading/v5 regression item.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43576 is the closest representative because it is the broadest and most connected v5 regression/loading item in the set, but the overall cluster is still too mixed to treat as a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43576 is the best standalone representative: it is broad, central to the soft-similarity graph, and closest to the cluster's loading/import regression theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained/moe and missing _tp_plan for tensor parallelism are different bugs." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Missing Qwen2.5-VL import and trust_remote_code cache FileNotFoundError are unrelated failure modes." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only network leakage and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "no_grad decoration on cache updates and dummy Conv2d in Sam3PixelDecoder are different code paths." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing multimodal-token helper and cache FileNotFoundError are not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken env command and AttentionInterface.register behavior are separate issues." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "int4 OOM under v5 and checkpoint reload compatibility are different regressions." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failure and tokenizer loading regression are unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both touch Qwen3.5-Moe, but one is tensor-parallel support and the other is from_pretrained loading; not the same concrete bug." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-file runtime errors and slow filtering after upgrade are unrelated." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: PreTrainedModel vs HybridCache." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hang and forward-API docs confusion are unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing _tp_plan and missing deepstack_visual_indexes are different Qwen3.5-Moe config/model problems." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Network requests despite local_files_only and FP8 save_pretrained are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "local_files_only bug and an unrelated 'racoon' issue are not duplicates." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache update no_grad and generation kwargs after sync_gpus are different generation bugs." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() and 'racoon' are unrelated." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Video num_frames semantics and missing image backend handling are different processor issues." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow failure reporting and tensor parallel training are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "Bart generate UnboundLocalError and docs confusion in model.forward are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 loading regressions, but they affect different models and likely different root causes." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 vision model loading break are separate issues." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file errors and PretrainedConfig type-checking breakage are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:42757", + "accept": false, + "reason": "Broken env command and missing is_offline_mode import are different failures." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application under model_init and DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Docs confusion and missing layer_type_validation import are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Env command breakage and missing Qwen2.5-VL import are different issues." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Unrelated model-specific issues." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and 'racoon' are unrelated." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "HybridCache import failure and cache FileNotFoundError are not the same bug." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug and pipeline docs mismatch are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Flash Attention 2 support and 'racoon' are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Env command breakage and Python 3.14 loading failure are different regressions." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "Missing fpn_position_embeddings and cache FileNotFoundError are unrelated." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both are RoFormer-related, but one is kwargs propagation and the other is attention-interface usage; not the same concrete bug." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "AutoImageProcessor and PreTrainedModel import failures are different missing exports." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "model_init Liger Kernel issue and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained and FP8 inference support are related only broadly, not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 59, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45341", + "issue:45362", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328", + "issue:46655", + "issue:46664" + ], + "soft_pairs": [ + "issue:45362|issue:45850", + "issue:43673|issue:44492", + "issue:44485|issue:46664", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44273|issue:45003", + "issue:44360|issue:46664", + "issue:44038|issue:45125", + "issue:41669|issue:43673", + "issue:44393|issue:45071", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:43572|issue:45850", + "issue:44556|issue:45092", + "issue:44492|issue:45850", + "issue:45278|issue:45850", + "issue:42371|issue:44492", + "issue:44230|issue:46095", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:44492|issue:46328", + "issue:41669|issue:44351", + "issue:44704|issue:44908", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:43576|issue:44273", + "issue:44315|issue:44829", + "issue:43519|issue:46655" + ], + "prepared_review_unit_hash": "59a8fbaceca1837976fbbbf83919c7deadc1b7e6b833a1d68e5aad2c53e3f182", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 39087, + "estimated_input_tokens": 9772, + "estimated_eval_tokens": 19800 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of Transformers v5 regressions and model-specific bugs that only overlap thematically (imports, lazy loading, config, processors, cache, and model compatibility). I did not find any pair that clearly describes the same underlying bug/change.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45278 is the best representative because it most clearly captures the broad v4.57->v5.5 regression pattern and the import-related breakages that recur across the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most useful global anchor: it is broad enough to represent the cluster\u2019s dominant regression theme while still being concrete about the failure class.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Generic v5 breakage vs a specific Qwen3.5 chat crash; same theme, different failure." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked-prefill cache regression vs a cache-strategy typo; different code paths and symptoms." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM RoPE math issue vs SmolVLM video-frame handling; unrelated bugs." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy-loading/import problem vs TensorFlow backend dependency error; not the same root cause." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Concrete processor.save_pretrained file bug vs a placeholder bug report; no duplicate evidence." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch loading/import internals, but one is lazy loading and the other is unsafe sys.modules access." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA-indexer discussion vs video processor padding; unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL-MoE inference issue vs missing tensor-parallel plan; different problems." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-* performance cleanup vs generation cache missing; not the same bug." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Bounding-box hallucination vs PretrainedConfig type-checking regression; different code paths." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Bounding-box output issue vs infinite-loop-on-image bug; distinct failures." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken env command vs checkpoint reload incompatibility after upgrade; both v5-related but not duplicate." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is a specific config bug, not the generic v5 breakage claim." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is a separate config regression." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are upgrade incompatibilities, but one is checkpoint reload and the other is remote-code/meta-init incompatibility." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "Cache-strategy typo vs broad model-breakage report; different issues." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are v5 regressions, but one is import-error specific and the other is a vague broad complaint; not the same concrete bug." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings warning vs cache-strategy typo; unrelated." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support request vs weight conversion question; different feature requests." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-* slowdown vs missing Qwen3_5 module import; related only at a very high level." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type mismatch warning vs Liger-kernel application with model_init; unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Slow import sometimes vs lazy loading not working properly; same area, but not the same bug." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in tests vs scheduler kwargs ignored; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command vs inverse_sqrt scheduler kwargs issue; different components." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Nemotron Flash Attention 2 limitation vs Qwen3-VL bounding-box error; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility regression vs Qwen3-VL output bug; different problem classes." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs bug vs PretrainedConfig type checking regression; unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error vs generic bug report; no duplicate signal." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "tokenizer_class mismatch in save_pretrained vs generic bug report; no duplicate signal." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo vs NumPy conversion slowdown in SequenceFeatureExtractor.pad; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-* slowdown vs cannot import HybridCache; both import-related but not the same issue." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "cached_file kwargs forwarding bug vs scheduler kwargs ignored; different code paths." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-* performance issue vs a small testing_utils bug; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python compatibility regression vs broad v5 breakage complaint; not duplicate." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python compatibility regression vs Qwen3_5 import failure; unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "patchtsmixer post_init validation vs tied-weight key AttributeError; different bugs." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion vs tokenizer loading regression; one is docs-only, the other is functional." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command vs lazy-loading issue; different components." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger kernel not applied in model_init vs flash_attention_3 training degeneration; unrelated." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Qwen3VL timestamp calculation vs SmolVLM video padding; different models and bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 60, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43717", + "issue:44230", + "issue:44263", + "issue:44273", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218", + "issue:46894" + ], + "soft_pairs": [ + "issue:44360|issue:45468", + "issue:44273|issue:44908", + "issue:45230|issue:45310", + "issue:45468|issue:46894", + "issue:43519|issue:44485", + "issue:43576|issue:46218", + "issue:44655|issue:44861", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:46018|issue:46172", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:43525|issue:44861", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144" + ], + "prepared_review_unit_hash": "56a39d9a8edfb1fa99e4cb2b106d4307ceb53df7015efee5130b49d123584b31", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 43, + "serialized_chars": 39627, + "estimated_input_tokens": 9907, + "estimated_eval_tokens": 20070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most pairs are only loosely related by broad themes like model loading, tokenizers, or version-5 regressions, but not the same underlying bug/change. I reject all soft edges and treat the set as non-duplicate issues rather than a single coherent duplicate cluster.", + "confidence": 0.87, + "canonical_issue_reason": "No exact canonical issue stands out; the set is too mixed. If forced to pick an umbrella, issue 45850 is the broadest v5-regression report, but it is too vague to be a reliable duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45850 is the closest broad representative of the cluster, but it is not a strong canonical because it is generic and the surrounding issues span unrelated code paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "Different topics: DSA indexer/ReLU discussion vs Gemma4 audio positional encoding bug." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading bug and inverse_sqrt scheduler kwargs bug are unrelated code paths." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic 'Bug report' is too vague to match the specific Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma-4 audio positional encoding and CohereASR double-shift are different model failures." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are distinct bugs." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Transformers env CLI breakage and Qwen3_5ForCausalLM import failure are not the same issue." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving pipeline objects and _get_tied_weight_keys list handling are separate save/load problems." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/perf issue does not match a VRAM leak in Qwen3ForCausalLM." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion about forward args is unrelated to Llama 3.2 vision model loading." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM is not the same as GLM-5 RoPE logic." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Shared-expert gating and a dtype/transpose bug in DeepSeek-V4 are different code paths." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network access bug is unrelated to timestamp calculation." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API guidance and a Qwen3 VRAM leak are unrelated." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad v5 regression complaint does not match a specific Qwen3_5 import error." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp bug and missing save_pretrained files are different issues." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to Gemma4 audio encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU-offload device mismatch and audio positional encoding are unrelated." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching audio-model support and DeepSeek-V4 weight conversion are different requests." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp math bug and multi-thread VRAM leak are not the same defect." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "HybridCache import failure and Qwen3_5ForCausalLM import failure involve different symbols." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2.0 support for NemotronH is unrelated to a Qwen3_5 import error." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both mention tokenizer v5, but the reported symptoms are not concrete duplicates." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "GPT2LMHeadModel FlashAttention-2 support is too specific to merge with a generic Flash Attention 2.0 issue." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug and an unrelated generic complaint are not duplicates." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo and 'Unemployment' are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the generic placeholder issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "A placeholder issue is not the same as a broad v5 regression report." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure is unrelated to the placeholder issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key handling and chat template tool-call crashes are different bugs." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading and an ImportError are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx and tied-weight key handling are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Llama4Config pad_token_id absence is not the same as the tied-weights AttributeError." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support and missing processor save files are different issues." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both mention FlashAttention 2.0, but they target different model classes and code paths." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate() decoder_attention_mask bug is unrelated to slow checkpoint loading." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on failure and checkpoint loading performance are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow loading and tensor-parallel training bug are different failure modes." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Performance loading issue and documentation confusion are not duplicates." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 inference support and Qwen3.5 MoE from_pretrained error are different requests." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching support and Qwen3-VL/Qwen3.5 FP8 support are unrelated." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights usage and RoFormer attention interface are different model implementation issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 61, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-506", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43668|issue:43813", + "issue:43240|issue:43668", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "c6c832477bc337b748936b550a0697ffbdf2b3918258157d24ef8e43bdc1c8d9", + "component_budget": { + "node_count": 506, + "item_count": 506, + "soft_pair_count": 1859, + "serialized_chars": 964747, + "estimated_input_tokens": 241187, + "estimated_eval_tokens": 482630 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 11, + "serialized_chars": 7772, + "estimated_input_tokens": 1943, + "estimated_eval_tokens": 4142 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the issues cover unrelated models/components (norm layers, Mask2Former loss handling, ModernBERT config typing, tokenizer warnings, DeepSeek gating, RoFormer attention). I do not see a true duplicate group here.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Different bugs in different models: Mask2Former ignore_value handling vs DeepSeek-V4 shared expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "One is a config type-hint issue; the other is a tokenizer regex warning regression. No shared code-path bug." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value usage and kwargs propagation to loss functions are unrelated behaviors." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs forwarding is not the same underlying problem as RoFormer attention interface usage." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former loss-option handling and tokenizer regex warnings affect different subsystems." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "No overlap in code path: segmentation loss handling vs RoFormer attention implementation." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former ignore_value bug and a typo in a quantization attribute name are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Both are small correctness issues, but in different configs/modules and not the same bug." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs forwarding and ModernBERT norm_eps typing do not describe the same fix." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "RMSNorm-vs-L2Norm question is about model implementation semantics, not a ModernBERT config type hint." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former loss behavior and ModernBERT config typing are different artifacts and fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "d0189a0fb25da5358e9d669f271daf1fa632fea18fbfa5ab7e3283551742f456", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2878, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2878, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three issues are about unrelated topics: token truncation behavior in NLP, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word boundary offsets. No duplicate cluster is evident.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a clear canonical representative because the items do not describe the same underlying problem; they are distinct feature requests/questions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different domains and requests: truncation direction for tokenization vs word start/end offsets in Wav2Vec2." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated topics: token truncation behavior vs learning-rate scheduler functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Different concrete problems: scheduler-like behavior vs Wav2Vec2 time-offset extraction." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "e23a65404e3e1f16e84f8b3f6117e37e2843cf823eeb0616d8733aee3c736cb0", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "No strong duplicate cluster here. The issues are about different parts of the system: tokenization, private-model authentication/error messaging, and a generic model-loading failure. Neither soft pair looks like the same underlying bug.", + "confidence": 0.89, + "canonical_issue_reason": "Issue #16618 is the most broadly framed user-facing loading problem and is the closest representative of the cluster, but it is not clearly a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #16618 is the best issue candidate by scope and prominence; the others are narrower or unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tokenization mismatch vs. inability to load a model are different code paths and different failure modes; no evidence they describe the same bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "#15980 is specifically about a private model download/login error, while #16618 is a generic 'can't load bert-base-uncased' report; the scenarios and underlying bug are not clearly the same." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "e41c8af301eb8349a5ff4673d52393cdfe346ef4bcdffb8132506749b541f98f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are thematically similar community-contribution requests for broader architecture support, but they target different features and codepaths: Flash Attention 2 vs GGUF. They should not be treated as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #26350 is the stronger representative because it is older, has much higher discussion activity, and broader attention in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #26350 is the best issue to keep as the cluster representative due to higher activity and stronger community engagement.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Reject: both are architecture-support requests, but they concern different technologies and implementation paths (Flash Attention 2 vs GGUF), so they are not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-9", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226", + "issue:46931" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue:43834|issue:46931", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44365|issue:46931", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:44370|issue:46931", + "issue:46222|issue:46226", + "issue:46222|issue:46931", + "issue:46226|issue:46931" + ], + "prepared_review_unit_hash": "4e95dded31a6e626a61e884d990ed93acf6a5fdab189d0df0e8dc463d23f27c0", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15971, + "estimated_input_tokens": 3993, + "estimated_eval_tokens": 8242 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15971, + "estimated_input_tokens": 3993, + "estimated_eval_tokens": 8242 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated language-specific translation requests that should not be merged together. The only clear duplicates are the generic placeholder translation issues and the exact Thai duplicate pair; no PRs are present.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43834 is the earliest generic placeholder translation request and the best representative of the placeholder-duplicate subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "43834 is the most suitable single issue to keep because it is the broad template-like translation ticket and predates the near-identical copies.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different language-specific translation request; similar template wording is not enough to treat them as the same issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different language-specific translation request; not the same underlying task." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish-specific request vs generic placeholder template; not the same issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different target language and separate translation request." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different target language and separate translation request." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish-specific request vs generic placeholder template; not a duplicate." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different language-specific translation request." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different target languages; these are separate translation tasks." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different language-specific translation request." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian-specific request vs generic placeholder template; not the same issue." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Different language-specific translation request." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian-specific request vs generic placeholder template; not the same issue." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different titles and likely different translation requests; high textual similarity alone is insufficient." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and likely different translation requests; not a clear duplicate." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same generic placeholder title and near-identical body; looks like a duplicate copy of the same translation ticket." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same generic placeholder title and near-identical body; likely duplicate." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Different title and likely different language-specific request; not the same issue." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Different title and likely different language-specific request; not the same issue." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Different title and likely different translation request; not a duplicate." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Same generic placeholder title and near-identical body; clear duplicate of the placeholder ticket." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different title and likely different language-specific request; not a clear duplicate." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different title and likely different language-specific request; not a clear duplicate." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Different title and likely different translation request; not a duplicate." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Different title and likely different language-specific request; not a clear duplicate." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different title and likely different language-specific request; not a clear duplicate." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Different title and likely different translation request; not a duplicate." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Exact same Thai title and identical-looking content; clear duplicate." + }, + { + "left": "issue:46222", + "right": "issue:46931", + "accept": false, + "reason": "Different Thai title; likely a different request rather than the same issue." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Different Thai title; likely a different request rather than the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the placeholder translation issues share the same generic title and very high similarity, and the Thai pair has an exact title match with identical similarity evidence. The non-duplicate calls are conservative given the distinct language-specific titles. No PRs are present, so that part is also supported." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36718-21", + "nodes": [ + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:42954", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653", + "issue:47004" + ], + "soft_pairs": [ + "issue:36718|issue:47004", + "issue:36718|issue:41115", + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36817|issue:42954", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42954", + "issue:42738|issue:45027", + "issue:42503|issue:42738", + "issue:42738|issue:42954", + "issue:42738|issue:46653", + "issue:42954|issue:44205", + "issue:42954|issue:43671", + "issue:42954|issue:45177", + "issue:42954|issue:46653", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:43909|issue:46645", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "3097c5560ddb8a80355eb1a5f6cdfb3b932a3591bc3a45ab12f98c67dff6bd00", + "component_budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28616, + "estimated_input_tokens": 7154, + "estimated_eval_tokens": 14564 + }, + "budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28616, + "estimated_input_tokens": 7154, + "estimated_eval_tokens": 14564 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This is a loose topical cluster of model-request issues, not a duplicate set. The shared similarity is mostly generic \"add support for model X\" language, while the actual models, tasks, and code paths differ.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue: the issues span different models and even different modalities/tasks, so the soft similarity is too broad to represent one underlying request.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a safe global representative for this cluster; any one choice would misrepresent the others as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "RoMa keypoint matcher and LoMa keypoint detector/matcher are different models and requests." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "RoMa keypoint matching vs MiniCPM3 model architecture add are unrelated requests." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config support and DEIMv2 are different model additions." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config work and Qwen3-TTS support are different models and modalities." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config and RF-DETR are different architectures with no shared concrete change." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "EuroBert and XiaoMi MiMo are separate model requests." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct detection models, not the same fix." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR and LFM2.5 Audio are unrelated model families." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and weight-sparse transformer support are different concrete changes." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are unrelated model requests." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are different tasks and code paths." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated models." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and OpenAI weight-sparse transformer are different model changes." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio request different architectures and modalities." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are separate model additions." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different models, not one duplicate request." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 and Qwen3-ASR are different model support requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and weight-sparse transformer support are unrelated changes." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are different models." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS support are different code paths and modalities." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are unrelated model additions." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS do not describe the same underlying change." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT and XiaoMi MiMo are separate requests." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE and Voxtral TTS support are not the same bug or feature." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models and BERT-like models with RoPE overlap only broadly, not as one concrete request." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "RoPE support for BERT-like models and XiaoMi MiMo are different requests." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like RoPE support and Mirko Privitera are unrelated." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "XiaoMi MiMo and SAM3-LiteText are different models and tasks." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "XiaoMi MiMo and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are different model additions." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "XiaoMi MiMo and Mirko Privitera are not the same underlying issue." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related by family name but are different modality support requests." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different model integrations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated modalities/models." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and weight-sparse transformer support are different concrete code changes." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are distinct audio-model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support and weight-sparse transformer support are different changes." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different tasks and models." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio and Granite SWA+sink are unrelated model features." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE are different model requests." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different audio-model integrations." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated models." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities/models." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are distinct vision-language model requests." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT and Mirko Privitera are unrelated." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and Mirko Privitera are unrelated requests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "b2e78a3c4f7af48497afef063cd1d77bc5106b202dbeec87e41b65584bb898b5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates or closely related: one is a docs-only request to add Pruna as an optimization framework, while the other is a Vision RoPE refactor. There is no clear canonical cluster item here.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46443 is the more substantive technical issue in the set; #38740 is a separate documentation request and does not represent the same underlying task.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different topics and work types: a documentation addition request versus a Vision RoPE code refactor. No shared underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "cf8d435d1601b699d2e71fdad27be1b9de29a9b480a57eedbdd5a97074104cde", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one is about block decoding behavior, the other is a request for DeepSeek v3.2 support. They do not describe the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different topics and outcomes: decoding logic vs. model/version support. No shared code path or concrete duplicate signal." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41306-2", + "nodes": [ + "issue:41306", + "issue:41826" + ], + "soft_pairs": [ + "issue:41306|issue:41826" + ], + "prepared_review_unit_hash": "22a80cd867fc0e2b3d1dae245f9b93bbd3f10fb8d69b5e767dae6f460f262083", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both memory-efficiency related feature requests, but they target different components and changes: one is about enabling TiledFusedLogitsLoss/FLCE via `from_pretrained()`, the other is about integrating TiledMLP. They do not look like the same underlying bug or patch.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 41306 is the more concrete, narrowly scoped request; issue 41826 is a separate enhancement for a different module and should not be treated as the same ticket.", + "canonical_pr_reason": null, + "best_issue_reason": "41306 is the better representative if one issue must anchor the cluster because it has a specific API/flag request and a clearer implementation target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different requested changes in different subsystems: FLCE/from_pretrained support versus TiledMLP integration. Shared memory-footprint theme is too broad to consider them the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "40303d0fa97ea5f9b4938943739a0ab357fd7af9d85bd46bbbdda515df2ef6af", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are both about Trainer customization, but they target different problems: `remove_unused_column` behavior versus FLOPS estimation for custom trainers. They are related at a subsystem level, not the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the more concrete and self-contained topic, so it would be the better representative if a single issue had to anchor this cluster, but the pair does not look like duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different Trainer concerns and code paths: one is about unused-column removal customizability, the other about FLOPS estimation for custom trainers. Broad thematic overlap is not enough to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "d1d88c2b46e4438fb35482cedf9972e75780ad07f558143e28b8397de761742c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are about different model families and different auto-class tasks: Qwen3-Omni generation model registration vs Qwen3.5 sequence-classification support. They are not the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different requested capabilities and code paths: one asks for AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni, the other asks for AutoModelForSequenceClassification support for Qwen3.5. They are not mergeable into a single fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "e32e3d306225239478fe9d3613f4dee2b160c1cc48f0220a93dcb2c2332870f3", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three issues titled \"huggingface \" appear to be the same low-information duplicate cluster; \"Fett\" looks unrelated and should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43845 is the best canonical issue because it is the earliest of the near-identical \"huggingface \" reports and is representative of the duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43845 is the best overall issue representative: it matches the other two identical-titled reports and gives the clearest anchor for deduping.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Titles differ completely and there is no shared concrete problem description; this looks unrelated rather than a duplicate." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "\"Fett\" does not match the repeated \"huggingface \" issue pattern and no issue details indicate the same bug." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "No substantive overlap beyond being short, sparse issues; the titles point to different topics." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same near-identical title and similarly empty bodies; they look like duplicate reports of the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same title and no distinguishing technical details; likely the same underlying report." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same title and same low-information content, with no evidence of a different problem." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 43845, 43846, and 43859 share the exact same title, while 43835 has a different title and no other evidence ties it to that cluster. The canonical choice of 43845 as the earliest of the repeated-title issues is reasonable. The soft-edge verdicts stay conservative given the limited evidence, so I accept." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-6", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937", + "issue:47036" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:47036", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:47036", + "issue:44572|issue:44937", + "issue:44573|issue:47036", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "c20b45ca0cfa4aa6fc9bb6de26886d650ca461c1c72d69c7fc11c8e851a0bd70", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7355, + "estimated_input_tokens": 1839, + "estimated_eval_tokens": 3934 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7355, + "estimated_input_tokens": 1839, + "estimated_eval_tokens": 3934 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These look like unrelated low-information/spam issues rather than duplicates of one concrete bug or change. No PRs are present.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are generic spam placeholders with no concrete bug, change, or shared target to unify." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "No substantive content beyond a spam title; nothing shows the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam and the other is a documentation suggestion; these are not the same problem." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "Generic spam versus a community benchmark tip; no shared code-path or change request." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Generic spam versus a topical but unrelated issue title; no evidence they describe the same thing." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation enhancement request and spam placeholder are unrelated." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Documentation request does not match a spam placeholder or any concrete duplicate target." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like, but there is no evidence they report the same underlying issue or change." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder versus benchmark tip; no common bug or fix path." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "No substantive overlap beyond being low-information titles." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "A spam placeholder and a benchmark tip are not the same underlying issue." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No evidence of a shared defect or change request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "257983a2c6555fddc44148f5df7062e047e48fee7af36907245ff94fe274d30b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are near-duplicates with the exact same title and very similar bodies, describing the same energy-reduction proposal. Issue #45145 is the better canonical issue because it was created first and already has an inbound reference.", + "confidence": 0.99, + "canonical_issue_reason": "#45145 is the earliest instance of the duplicated report and already has an inbound reference, so it is the best single place to keep the discussion.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest representative of the cluster because it predates #45151 and appears to be the original submission of the same issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title and highly similar issue content; both describe the same underlying energy-reduction proposal, so this is a clear duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both issues share the exact same title, have close body lengths, and the pair is flagged by soft similarity. The canonical issue choice is conservative and supported by the earlier creation time plus the inbound reference on #45145." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "8aeb279b3a05d2df3b4ac0fe5fe334b9015c807abe301aea079d6dc48f43e8da", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicate issue reports in any meaningful product sense; both are empty, person-name-only issues with no bug/change description, so there is no evidence they refer to the same underlying problem.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue can be identified because neither issue describes a product problem or actionable report; they are just unrelated personal-name titles.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical candidate; both have no substantive content, so there is no meaningful 'best' issue to keep.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Reject: the titles are different personal names with different dates and there is no issue body or other evidence tying them to the same underlying bug or request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "fdad32a46430f4043c45693a9c38e58f4a661af8edc72f5df85920cf5240c38c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated, containing only different personal-name titles and no shared technical context, targets, or discussion. This looks like accidental clustering rather than a duplicate bug report pair.", + "confidence": 0.98, + "canonical_issue_reason": "Neither issue is a better canonical technical report; both lack body content and any issue-specific context, and the titles indicate unrelated personal-name entries.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is suitable as a global best issue because there is no discernible bug, feature request, or shared problem statement to canonicalize.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Reject: the titles refer to different people/dates and there is no shared technical subject, body text, or linked target indicating the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "7d39c794ed66802fe3350ae35a7bf6bb93ca022b3f1883b1e029a5809978e74a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one requests a new Qwen3_5 token-classification/value-model head, while the other asks for FP8 training support. They address different features in different parts of the stack.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue; the issues are unrelated feature requests.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue for the cluster, since 45810 and 46295 concern different changes (model head support vs FP8 training).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different underlying requests: adding a token-classification/value-model class versus enabling FP8 training support. They do not describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "ab83e8f880803f7b7a16d8653060a284ad2caec8a7bfc5e13ae6e772581cddb9", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The set splits into two separate duplicate pairs: 45870/45871 and 45872/45873. Issue 45869 is a different dataset-promo item and does not match either pair.", + "confidence": 0.98, + "canonical_issue_reason": "There is no single canonical issue for the whole set because it contains two distinct duplicate requests; the clearest duplicate anchors are 45870/45871 and 45872/45873, with 45869 unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "45872 is the strongest representative overall because its title is the most concrete and it forms an exact duplicate pair with 45873.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different artifacts: a financial data bundle promo vs an example for time-series prediction." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different artifacts: a financial data bundle promo vs an example for time-series prediction." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same title and same underlying example request; these look like exact duplicates." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both are financial/DataForge-themed, but one is an example for prediction and the other is about a scraping service; not the same request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different underlying requests: prediction example vs scraping service integration." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different underlying requests: prediction example vs scraping service integration." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different underlying requests: prediction example vs scraping service integration." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Same title and same underlying DataForge scraping-service request; these are exact duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative: 45870/45871 and 45872/45873 are exact title matches, while 45869 is a different title/domain and is not treated as a duplicate. No soft-edge verdict appears overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "6cc33f34af0f653402d50622e03a627f086b373773579eb331965a646e6b8a8a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues point to static-cache failures around `linear_attention`, but they describe different failure modes (`wrong shapes`/`RuntimeError` vs `KeyError: 'linear_attention'`). They look related at the subsystem level, not clearly the same underlying bug.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 46439 is the better canonical because it describes the broader, likely root-level failure in `early_initialization` corrupting linear-attention shapes, which could explain downstream crashes.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the strongest standalone report: it names the offending path (`early_initialization`) and the concrete symptom (`wrong shapes` leading to `RuntimeError`), making it more actionable than the narrower Qwen3.5 KeyError report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Both involve static cache and linear-attention, but the reported failures differ materially (`shape corruption` vs missing `linear_attention` key). Not enough evidence they are the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "b5d26d127e2a1f0317ad02d05824f46129c5f6b4f240ccd4a9d213139e1f96d0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1705, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1705, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are near-perfect duplicates with identical titles and bodies about the Wav2Vec2CTCTokenizer v5 special-token regression. The open issue is the better canonical target.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46552 is open and has inbound references, so it is the better living tracker for this duplicate report.", + "canonical_pr_reason": null, + "best_issue_reason": "#46552 best represents the cluster because it is open and already referenced, making it the most useful issue to keep as the canonical record.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title, same underlying tokenizer bug, and matching report details indicate these are duplicates of the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet: the issues share the same title, same body length, and soft-similarity evidence with Jaccard 1.0. Choosing the open issue #46552 as canonical is reasonable and conservative." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "7d9f6e965a736d79eeef62868c878aaec8ec54731a16e9e303d7861859d3118d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are about training failures, but they describe different underlying problems: a tensor shape mismatch in object detection training versus out-of-memory after several epochs in RT-DETR v2. They are related by broad training context only, not by the same bug.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #46657 is the better canonical representative only because it is the more concrete and generalizable training bug report; however, it is not the same problem as #46692.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46657 is the best single issue to anchor the cluster if one must be chosen: it has a specific failure mode and a clearer bug description, while #46692 is a different OOM symptom with a different likely root cause.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Do not merge: #46657 reports a tensor size mismatch during object detection training, while #46692 reports out-of-memory after some epochs in RT-DETR v2. Same broad training domain, but different failure modes and likely different fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "dc0996677310aa9a41cf02883b3f87e2d688cebd06f85dee31f2db320c469d8d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one reports a ZeRO-3 zero.Init sharding/OOM problem in a composite multimodal model, while the other reports an unrelated 4-bit device_map/max_memory dispatch-to-CPU ValueError. They share only a broad theme of model loading behavior.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical duplicate candidate: the failure modes, code paths, and user-visible errors are different (ZeRO-3 partitioning/OOM vs 4-bit auto device placement ValueError).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46822 is the stronger representative report: it names the affected submodule, the deployment context, and the concrete OOM symptom more clearly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different bugs and different mechanisms; sharing 'model load' behavior is too broad to treat as the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 24, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46906-7", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969", + "issue:46985", + "issue:46998", + "issue:47037" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46906|issue:46969", + "issue:46906|issue:46985", + "issue:46906|issue:47037", + "issue:46940|issue:46948", + "issue:46940|issue:46969", + "issue:46940|issue:46985", + "issue:46940|issue:46998", + "issue:46948|issue:46969", + "issue:46948|issue:46985", + "issue:46948|issue:46998", + "issue:46969|issue:46985", + "issue:46969|issue:47037", + "issue:46969|issue:46998", + "issue:46985|issue:47037", + "issue:46985|issue:46998", + "issue:46998|issue:47037", + "issue:46948|issue:47037", + "issue:46940|issue:47037" + ], + "prepared_review_unit_hash": "e4d8550ac8b52cde9a8111494eb645c2c109427190784ec32ace86cc2646385f", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 20, + "serialized_chars": 11156, + "estimated_input_tokens": 2789, + "estimated_eval_tokens": 5834 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 20, + "serialized_chars": 11156, + "estimated_input_tokens": 2789, + "estimated_eval_tokens": 5834 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues appear to be a repeated daily triage series with the same template/title pattern, not evidence of the same underlying defect. I would not deduplicate them as hard duplicates; at most, 46906 is the best representative because it is the earliest and most referenced thread.", + "confidence": 0.78, + "canonical_issue_reason": "If a representative is needed, issue 46906 is the best anchor: it is the earliest in the series and has the highest inbound references/discussion activity among the set.", + "canonical_pr_reason": null, + "best_issue_reason": "46906 is the strongest single issue to keep visible because it appears to be the original/earliest triage thread and has the most external attention. It is the best summary node for this recurring daily pattern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same triage-series title pattern, but different dates strongly suggest separate daily reports rather than the same underlying issue." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "These look like separate day-specific triage threads, not duplicate reports of one bug." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "The shared wording is generic; the date-stamped triage framing indicates distinct instances/work items." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Likely separate daily triage issues, not the same defect or change request." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "Same recurring triage label, but no evidence they refer to one concrete underlying problem." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Adjacent daily triage entries are more likely related in theme than duplicate in substance; no concrete same-bug evidence." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Different dates and generic triage wording make these distinct issues, not duplicates." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "No evidence of the same underlying failure; these appear to be separate daily triage reports." + }, + { + "left": "issue:46940", + "right": "issue:46998", + "accept": false, + "reason": "The titles are templated and date-stamped, which is not enough to merge as duplicates." + }, + { + "left": "issue:46940", + "right": "issue:47037", + "accept": false, + "reason": "These look like successive triage notes rather than one fixed bug report." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Likely separate daily triage threads with similar subject matter but different report context." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "The available metadata supports a recurring series, not one shared underlying bug." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "No concrete shared code-path or exact failure details are available to justify deduping." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Same template/title, but the day-to-day triage pattern indicates separate instances." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "These are best treated as distinct daily triage issues, not the same bug." + }, + { + "left": "issue:46969", + "right": "issue:46998", + "accept": false, + "reason": "No strong evidence they describe the same concrete failure." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "The date-stamped triage format suggests different reports, so do not merge." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Insufficient evidence of a shared underlying defect; these appear to be separate triage entries." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "Although titles match, the different dates and recurring triage context point to distinct issues." + }, + { + "left": "issue:46948", + "right": "issue:47037", + "accept": false, + "reason": "No concrete overlap beyond the generic triage label; likely separate daily reports." + }, + { + "left": "issue:46940", + "right": "issue:47037", + "accept": false, + "reason": "These appear to be successive entries in a triage series, not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 25, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46983-2", + "nodes": [ + "issue:46983", + "issue:46984" + ], + "soft_pairs": [ + "issue:46983|issue:46984" + ], + "prepared_review_unit_hash": "64ced8c9f9ce384b0a3966c2be3525a935ce8147fae1865a0f4f9f9d3c1267b6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1489, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1489, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are the same feature request for RWKV7 model support; they are very likely duplicates.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46984 is the better canonical because it is still open and can serve as the active tracking thread for the request.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46984 is the best issue overall since it is open, current, and directly matches the duplicated request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same title, same requested support, and highly similar issue content; these are the same underlying feature request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both issues have the exact same title, and the only pair evidence is high soft similarity. Treating #46984 as the canonical active thread is reasonable since it is open. The duplicate assessment is conservative enough." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 26, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47007-2", + "nodes": [ + "issue:47007", + "issue:47015" + ], + "soft_pairs": [ + "issue:47007|issue:47015" + ], + "prepared_review_unit_hash": "974255f26bb39997d1a25fdabe5266eea34d62272cfc842a6673ba4ac43da7eb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are broad AI/cybersecurity topic posts rather than concrete bug reports, and they overlap only at a high thematic level. I do not consider them the same underlying issue.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 47015 is the more concise and general representative of the topic, but it is not a true duplicate of 47007.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47015 is the cleanest stand-in for this cluster because its title is shorter and more generic, making it a better representative if one is needed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "Same broad AI vulnerability-discovery theme, but no concrete shared bug, change, or target; these read like distinct writeups/topics rather than duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-38", + "nodes": [ + "pull_request:43451", + "pull_request:44517", + "pull_request:45694", + "pull_request:46196", + "pull_request:46266", + "pull_request:46658", + "pull_request:46707", + "pull_request:46836", + "pull_request:46903", + "pull_request:46907", + "pull_request:46908", + "pull_request:46912", + "pull_request:46926", + "pull_request:46927", + "pull_request:46928", + "pull_request:46941", + "pull_request:46949", + "pull_request:46950", + "pull_request:46951", + "pull_request:46954", + "pull_request:46957", + "pull_request:46958", + "pull_request:46961", + "pull_request:46965", + "pull_request:46968", + "pull_request:46970", + "pull_request:46971", + "pull_request:46974", + "pull_request:46986", + "pull_request:46995", + "pull_request:47003", + "pull_request:47006", + "pull_request:47019", + "pull_request:47025", + "pull_request:47034", + "pull_request:47035" + ], + "soft_pairs": [ + "pull_request:46903|pull_request:46958", + "pull_request:46950|pull_request:46951", + "pull_request:46927|pull_request:46950", + "pull_request:46950|pull_request:47006", + "pull_request:46927|pull_request:46951", + "pull_request:46951|pull_request:46971", + "pull_request:46949|pull_request:46971", + "pull_request:46927|pull_request:47006", + "pull_request:46951|pull_request:47006", + "pull_request:46971|pull_request:47006", + "pull_request:46941|pull_request:46970", + "pull_request:46908|pull_request:47006", + "pull_request:46908|pull_request:46928", + "pull_request:46907|pull_request:46926", + "pull_request:46970|pull_request:46971", + "pull_request:46926|pull_request:46928", + "pull_request:46927|pull_request:46986", + "pull_request:46941|pull_request:46986", + "pull_request:46926|pull_request:46941", + "pull_request:46928|pull_request:46941", + "pull_request:46907|pull_request:46928", + "pull_request:46928|pull_request:47006", + "pull_request:46941|pull_request:47006", + "pull_request:46907|pull_request:46908", + "pull_request:46908|pull_request:46951", + "pull_request:46907|pull_request:46941", + "pull_request:46926|pull_request:46927", + "pull_request:46954|pull_request:46961", + "pull_request:46954|pull_request:46968", + "pull_request:46954|pull_request:46958", + "pull_request:46958|pull_request:46961", + "pull_request:46961|pull_request:46974", + "pull_request:46958|pull_request:46974", + "pull_request:46954|pull_request:46971", + "pull_request:46971|pull_request:46974", + "pull_request:46958|pull_request:46968", + "pull_request:46968|pull_request:46974", + "pull_request:46961|pull_request:46968", + "pull_request:46961|pull_request:46971", + "pull_request:46949|pull_request:46968", + "pull_request:46266|pull_request:46957", + "pull_request:47034|pull_request:47035", + "pull_request:47019|pull_request:47025", + "pull_request:46957|pull_request:46965", + "pull_request:46266|pull_request:46707", + "pull_request:46196|pull_request:46995", + "pull_request:46707|pull_request:46961", + "pull_request:46968|pull_request:47019", + "pull_request:46707|pull_request:46968", + "pull_request:46707|pull_request:46957", + "pull_request:46912|pull_request:47025", + "pull_request:46196|pull_request:46965", + "pull_request:46961|pull_request:47019", + "pull_request:46707|pull_request:47019", + "pull_request:46266|pull_request:47034", + "pull_request:46836|pull_request:46961", + "pull_request:43451|pull_request:47019", + "pull_request:46836|pull_request:46965", + "pull_request:46957|pull_request:46961", + "pull_request:43451|pull_request:46995", + "pull_request:43451|pull_request:46266", + "pull_request:46266|pull_request:47003", + "pull_request:46961|pull_request:47035", + "pull_request:46836|pull_request:46995", + "pull_request:46961|pull_request:46965", + "pull_request:46658|pull_request:46961", + "pull_request:46658|pull_request:46965", + "pull_request:46196|pull_request:47025", + "pull_request:43451|pull_request:44517", + "pull_request:46707|pull_request:47025", + "pull_request:45694|pull_request:47035", + "pull_request:46995|pull_request:47003" + ], + "prepared_review_unit_hash": "861e0ca27de43fb4e2bf8907aff39c9fdd844dcd8d38202dc5de02d3550b3175", + "component_budget": { + "node_count": 38, + "item_count": 38, + "soft_pair_count": 125, + "serialized_chars": 137708, + "estimated_input_tokens": 34427, + "estimated_eval_tokens": 69110 + }, + "budget": { + "node_count": 36, + "item_count": 36, + "soft_pair_count": 72, + "serialized_chars": 104757, + "estimated_input_tokens": 26190, + "estimated_eval_tokens": 52636 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "A mostly unrelated PR cluster with model additions, docs, test fixes, and separate bug fixes. The CohereASR pair is not strong enough to call a duplicate: 46903 is tied to PPFormulaNet/issue 46901 and only overlaps in some CohereASR edits, while 46958 is a separate CohereASR-specific loss fix with a different implementation.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "46958 is the cleaner representative of the actual CohereASR loss bugfix: it is narrowly scoped to CohereASR, changes the loss computation directly, and is less mixed than 46903, which is issue-targeted to 46901 and spans PPFormulaNet plus shared CohereASR edits.", + "best_issue_reason": null, + "best_pr_reason": "46958 is the best global PR representative because it is a concrete, self-contained fix in a single model code path. The rest of the cluster is dominated by unrelated model additions, docs, tests, or distinct bug fixes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": false, + "reason": "Too weak for a duplicate: 46903 is issue-targeted to 46901 and framed around PPFormulaNet, while 46958 is a separate CohereASR-specific loss fix using a different implementation." + }, + { + "left": "pull_request:46950", + "right": "pull_request:46951", + "accept": false, + "reason": "Mamba2 OOM/runtime fix vs PEFT loading behavior; unrelated code paths and bug types." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46950", + "accept": false, + "reason": "GLM46V integration/load fix and Mamba2 OOM fix are different models and different failures." + }, + { + "left": "pull_request:46950", + "right": "pull_request:47006", + "accept": false, + "reason": "Mamba2 OOM/test-loading fix vs Gemma3 generation/output-mismatch fix; not the same bug." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46951", + "accept": false, + "reason": "Different models and failure modes; only generic test-fix similarity." + }, + { + "left": "pull_request:46951", + "right": "pull_request:46971", + "accept": false, + "reason": "PEFT loading fix and Mamba2 test dtype/OOM-related fix are unrelated." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46971", + "accept": false, + "reason": "Whisper/audioflamingo cache handling vs Mamba2 test-loading/OOM changes; no shared concrete bug." + }, + { + "left": "pull_request:46927", + "right": "pull_request:47006", + "accept": false, + "reason": "Different model families and distinct failures; no duplicate evidence." + }, + { + "left": "pull_request:46951", + "right": "pull_request:47006", + "accept": false, + "reason": "PEFT integration loading fix and Gemma3 generation fix are unrelated." + }, + { + "left": "pull_request:46971", + "right": "pull_request:47006", + "accept": false, + "reason": "Test fixture/load fix vs generation logic fix; different code paths." + }, + { + "left": "pull_request:46941", + "right": "pull_request:46970", + "accept": false, + "reason": "Both are output-mismatch themed, but they target different models and different underlying code paths." + }, + { + "left": "pull_request:46908", + "right": "pull_request:47006", + "accept": false, + "reason": "DeepSeekV32 load-error test fix vs Gemma3 generation bug fix; unrelated." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46928", + "accept": false, + "reason": "DeepSeekV32 integration/load fix vs BLIP-2 tokenizer registration; unrelated." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46926", + "accept": false, + "reason": "EdgeTam processor kwarg cleanup and MiniMax-M3-VL load-offload test fix are different issues." + }, + { + "left": "pull_request:46970", + "right": "pull_request:46971", + "accept": false, + "reason": "MusicGen Melody output mismatch vs Mamba2 OOM/test-loading fix; different bug classes." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46928", + "accept": false, + "reason": "MiniMax load-offload test fix vs BLIP-2 tokenizer registration; not the same change." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46986", + "accept": false, + "reason": "GLM46V integration/load fix and GLM-OCR output mismatch are different concrete issues." + }, + { + "left": "pull_request:46941", + "right": "pull_request:46986", + "accept": false, + "reason": "Different models and different output mismatch fixes; not one underlying bug." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46941", + "accept": false, + "reason": "MiniMax load-offload test fix vs DAC output mismatch fix; unrelated." + }, + { + "left": "pull_request:46928", + "right": "pull_request:46941", + "accept": false, + "reason": "Tokenizer registration for BLIP-2 variant vs DAC model-output fix; different scopes." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46908", + "accept": false, + "reason": "EdgeTam processor kwarg cleanup and DeepSeekV32 load-error fix are unrelated." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46951", + "accept": false, + "reason": "Different models and failure modes; no same code path." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46941", + "accept": false, + "reason": "EdgeTam processor/backbone kwarg fix and DAC output mismatch are unrelated." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46927", + "accept": false, + "reason": "Different models and distinct failures; no shared bug." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46961", + "accept": false, + "reason": "GLM-ASR pytest compatibility fix vs workflow automation for Serge patches; unrelated." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46968", + "accept": false, + "reason": "Model class-attribute cleanup vs docs autolink cleanup; different scopes." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46958", + "accept": false, + "reason": "GLM-ASR pytest compatibility and CohereASR loss computation are unrelated bugs." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46961", + "accept": false, + "reason": "CohereASR training-loss fix vs workflow normalization helper; no overlap in code path." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46974", + "accept": false, + "reason": "Automation workflow PR and MusicGen generate typo fix are unrelated." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46974", + "accept": false, + "reason": "CohereASR training-loss bug vs MusicGen generation cache calculation; different bugs." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46968", + "accept": false, + "reason": "Model loss fix vs docs autolink cleanup; unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46968", + "accept": false, + "reason": "Workflow automation and docs cleanup are not the same change." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46971", + "accept": false, + "reason": "Serge workflow normalization and Mamba2 test OOM fix are unrelated." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46968", + "accept": false, + "reason": "Audio/attention-cache fix vs docs autolink cleanup; unrelated." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46957", + "accept": false, + "reason": "Dino modernization/conversion-mapping work vs finegrained FP8/generation optimizations; unrelated." + }, + { + "left": "pull_request:47034", + "right": "pull_request:47035", + "accept": false, + "reason": "Neuron training script work and torch-compile default change are not the same concrete bug or change." + }, + { + "left": "pull_request:47019", + "right": "pull_request:47025", + "accept": false, + "reason": "Masking utility correctness guard vs Diffusion Gemma test adjustments; unrelated." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46965", + "accept": false, + "reason": "Broad generation/kernel optimization vs specific DeepSeek V4 use_cache=False support fix; different changes." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46968", + "accept": false, + "reason": "Model modernization/conversion mapping work vs docs autolink cleanup; no shared bug." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47019", + "accept": false, + "reason": "Model addition PR vs masking correctness fix; unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46965", + "accept": false, + "reason": "Unlimited OCR model addition vs DeepSeek V4 cache-behavior fix; different underlying changes." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46961", + "accept": false, + "reason": "Finegrained FP8/generation optimization work vs workflow normalization; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46995", + "accept": false, + "reason": "Molmo2 model addition vs import-utility feature support; different changes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46266", + "accept": false, + "reason": "Two different model additions/registrations; not the same feature." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47003", + "accept": false, + "reason": "Dino modernization/conversion mapping work vs OpenVINO exporter addition; unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:47035", + "accept": false, + "reason": "Workflow automation and Neuron compile-backend default are unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46995", + "accept": false, + "reason": "Unlimited OCR model addition vs flash-linear-attention availability change; different areas." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46965", + "accept": false, + "reason": "Workflow automation and DeepSeek V4 cache support are unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46961", + "accept": false, + "reason": "Step-3.7-Flash model build/convert work vs workflow normalization; different changes." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46965", + "accept": false, + "reason": "Step-3.7-Flash model infrastructure vs DeepSeek V4 cache behavior; unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47025", + "accept": false, + "reason": "Wav2Vec2 SDPA dispatch support vs Diffusion Gemma test tweaks; different code paths." + }, + { + "left": "pull_request:43451", + "right": "pull_request:44517", + "accept": false, + "reason": "Model-addition PRs for different models (Molmo2 vs Qwen3-TTS), not duplicates." + }, + { + "left": "pull_request:46707", + "right": "pull_request:47019", + "accept": false, + "reason": "FSDP2 module/migration and masking-utils correctness guard are unrelated changes." + }, + { + "left": "pull_request:45694", + "right": "pull_request:47035", + "accept": false, + "reason": "TrainingArguments split-batches fix vs Neuron compile-backend default; different problems." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47003", + "accept": false, + "reason": "Flash-linear-attention availability check vs OpenVINO exporter implementation; unrelated feature work." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly conservative, but it overstates the one accepted pair. The packet does not ground 46903 and 46958 as the same duplicate bugfix: 46903 is issue-targeted to 46901, has a PPFormulaNet-focused title, and only shares some CohereASR file edits; 46958 is a separate CohereASR-specific fix using a different implementation. That is enough to keep the duplicate claim soft, not definitive. The rest of the rejections look conservative and grounded." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 32, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-38", + "nodes": [ + "pull_request:40546", + "pull_request:43451", + "pull_request:44517", + "pull_request:45694", + "pull_request:46196", + "pull_request:46658", + "pull_request:46707", + "pull_request:46836", + "pull_request:46895", + "pull_request:46907", + "pull_request:46908", + "pull_request:46912", + "pull_request:46926", + "pull_request:46927", + "pull_request:46949", + "pull_request:46950", + "pull_request:46951", + "pull_request:46957", + "pull_request:46958", + "pull_request:46961", + "pull_request:46968", + "pull_request:46970", + "pull_request:46971", + "pull_request:46986", + "pull_request:47003", + "pull_request:47006", + "pull_request:47025", + "pull_request:47034", + "pull_request:47035" + ], + "soft_pairs": [ + "pull_request:44517|pull_request:46836", + "pull_request:45694|pull_request:46707", + "pull_request:44517|pull_request:47003", + "pull_request:43451|pull_request:47025", + "pull_request:43451|pull_request:46957", + "pull_request:46196|pull_request:46961", + "pull_request:43451|pull_request:46961", + "pull_request:46961|pull_request:47003", + "pull_request:46961|pull_request:47034", + "pull_request:46912|pull_request:46961", + "pull_request:46658|pull_request:46895", + "pull_request:43451|pull_request:45694", + "pull_request:43451|pull_request:46895", + "pull_request:45694|pull_request:47003", + "pull_request:46895|pull_request:47003", + "pull_request:45694|pull_request:46836", + "pull_request:46836|pull_request:46895", + "pull_request:46912|pull_request:47034", + "pull_request:43451|pull_request:46968", + "pull_request:46968|pull_request:47003", + "pull_request:46895|pull_request:46958", + "pull_request:46950|pull_request:46971", + "pull_request:46949|pull_request:46950", + "pull_request:46949|pull_request:46951", + "pull_request:46927|pull_request:46949", + "pull_request:46907|pull_request:46927", + "pull_request:46927|pull_request:46971", + "pull_request:46908|pull_request:46926", + "pull_request:46986|pull_request:47006", + "pull_request:46907|pull_request:46949", + "pull_request:46970|pull_request:47006", + "pull_request:46970|pull_request:46986", + "pull_request:46907|pull_request:47006", + "pull_request:46907|pull_request:46970", + "pull_request:46907|pull_request:46986", + "pull_request:46707|pull_request:47034", + "pull_request:46658|pull_request:46836", + "pull_request:43451|pull_request:46836", + "pull_request:46836|pull_request:47003", + "pull_request:40546|pull_request:43451", + "pull_request:43451|pull_request:46658", + "pull_request:46658|pull_request:47003", + "pull_request:43451|pull_request:46196", + "pull_request:43451|pull_request:47003", + "pull_request:43451|pull_request:47034", + "pull_request:43451|pull_request:47035", + "pull_request:43451|pull_request:46912", + "pull_request:46196|pull_request:47003", + "pull_request:47003|pull_request:47034", + "pull_request:47003|pull_request:47035", + "pull_request:46912|pull_request:47003", + "pull_request:46836|pull_request:47035", + "pull_request:46836|pull_request:46912" + ], + "prepared_review_unit_hash": "d67d4fa946da5a1048aecd7e600fdef20e2a50c3f3f5293d21626683610cb63c", + "component_budget": { + "node_count": 38, + "item_count": 38, + "soft_pair_count": 125, + "serialized_chars": 137708, + "estimated_input_tokens": 34427, + "estimated_eval_tokens": 69110 + }, + "budget": { + "node_count": 29, + "item_count": 29, + "soft_pair_count": 53, + "serialized_chars": 84925, + "estimated_input_tokens": 21232, + "estimated_eval_tokens": 42720 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs mostly split into unrelated model-addition/docs work and separate model-specific bugfix clusters. The only clear duplicate pair is the CohereASR training-loss double-shift fix; the rest should stay separate.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46895 is the best canonical anchor because it directly targets issue 46894 and implements the CohereASR double-shift training-loss fix with the model/test changes in one place.", + "best_issue_reason": null, + "best_pr_reason": "PR 46895 is the strongest representative of the only true duplicate cluster in this set; it is explicit about the underlying bug and has the clearest issue linkage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44517", + "right": "pull_request:46836", + "accept": false, + "reason": "Different model additions (Qwen3-TTS vs Unlimited OCR); shared docs/auto-mapping files do not indicate the same underlying change." + }, + { + "left": "pull_request:45694", + "right": "pull_request:46707", + "accept": false, + "reason": "Unrelated changes: a TrainingArguments formatting tweak vs native FSDP2 infrastructure." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47003", + "accept": false, + "reason": "Different features in different subsystems: Qwen3-TTS model support vs OpenVINO exporter support." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47025", + "accept": false, + "reason": "Molmo2 model addition is unrelated to DiffusionGemma test cleanup." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46957", + "accept": false, + "reason": "Molmo2 model support and RoPE-related implementation/test changes are not the same bug or feature." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46961", + "accept": false, + "reason": "Wave2Vec2 SDPA dispatch work is unrelated to the serge normalization workflow PR." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46961", + "accept": false, + "reason": "Molmo2 model support and CI/workflow normalization are unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:47003", + "accept": false, + "reason": "Cleanup workflow vs OpenVINO exporter are unrelated changes." + }, + { + "left": "pull_request:46961", + "right": "pull_request:47034", + "accept": false, + "reason": "Workflow normalization is unrelated to the Neuron SFT experiment." + }, + { + "left": "pull_request:46912", + "right": "pull_request:46961", + "accept": false, + "reason": "RoPE test/model changes are unrelated to the workflow PR." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46895", + "accept": false, + "reason": "Step 3.7 Flash model integration and CohereASR loss handling are completely different changes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45694", + "accept": false, + "reason": "Molmo2 model support is unrelated to the batch-size/TrainingArguments fix." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46895", + "accept": false, + "reason": "Molmo2 model support is unrelated to the CohereASR training-loss bug." + }, + { + "left": "pull_request:45694", + "right": "pull_request:47003", + "accept": false, + "reason": "TrainingArguments batch-size behavior and OpenVINO exporter support are unrelated." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47003", + "accept": false, + "reason": "CohereASR loss bugfix and OpenVINO exporter work touch different code paths and cannot be merged as one fix." + }, + { + "left": "pull_request:45694", + "right": "pull_request:46836", + "accept": false, + "reason": "TrainingArguments batch-size fix is unrelated to Unlimited OCR model support." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46895", + "accept": false, + "reason": "Unlimited OCR model support is unrelated to the CohereASR loss bug." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47034", + "accept": false, + "reason": "RoPE test changes and the Neuron finetuning experiment are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46968", + "accept": false, + "reason": "Molmo2 model support and docs autolink cleanup are unrelated." + }, + { + "left": "pull_request:46968", + "right": "pull_request:47003", + "accept": false, + "reason": "Docs autolink cleanup and OpenVINO exporter support are unrelated." + }, + { + "left": "pull_request:46895", + "right": "pull_request:46958", + "accept": true, + "reason": "Both PRs fix the same CohereASR training-loss double-shift bug; they differ only in implementation style and target the same underlying code path, with the same issue target 46894." + }, + { + "left": "pull_request:46950", + "right": "pull_request:46971", + "accept": false, + "reason": "Both mention Mamba2 OOM, but one changes model code while the other is a test loading tweak; they are not the same concrete fix and are not one mergeable PR." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46950", + "accept": false, + "reason": "Different models and failure modes: AudioFlamingo3/Whisper cache handling vs Mamba2 OOM behavior." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46951", + "accept": false, + "reason": "Whisper/AudioFlamingo3 test fixes are unrelated to the PEFT integration loading change." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46949", + "accept": false, + "reason": "GLM46V input-id handling is unrelated to Whisper/AudioFlamingo3 cache/test fixes." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46927", + "accept": false, + "reason": "EdgeTam processor kwarg cleanup and GLM46V dtype/input handling are unrelated." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46971", + "accept": false, + "reason": "GLM46V fixes and Mamba2 test changes are unrelated." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46926", + "accept": false, + "reason": "DeepseekV32 test offload changes and MiniMax-M3-VL test offload changes are separate model-specific test fixes." + }, + { + "left": "pull_request:46986", + "right": "pull_request:47006", + "accept": false, + "reason": "GLM OCR model fixes and Gemma3 generation-cache fixes are different code paths." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46949", + "accept": false, + "reason": "EdgeTam kwarg cleanup is unrelated to AudioFlamingo3/Whisper cache handling." + }, + { + "left": "pull_request:46970", + "right": "pull_request:47006", + "accept": false, + "reason": "MusicGen Melody test/model mismatch fixes and Gemma3 generation-cache changes are unrelated." + }, + { + "left": "pull_request:46970", + "right": "pull_request:46986", + "accept": false, + "reason": "MusicGen Melody and GLM OCR are unrelated model-specific fixes." + }, + { + "left": "pull_request:46907", + "right": "pull_request:47006", + "accept": false, + "reason": "EdgeTam processor kwarg cleanup and Gemma3 generation-cache logic are unrelated." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46970", + "accept": false, + "reason": "EdgeTam and MusicGen Melody target different models and failures." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46986", + "accept": false, + "reason": "EdgeTam and GLM OCR are unrelated model fixes." + }, + { + "left": "pull_request:46707", + "right": "pull_request:47034", + "accept": false, + "reason": "Native FSDP2 migration and the Neuron training experiment are unrelated infrastructure efforts." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46836", + "accept": false, + "reason": "Step 3.7 Flash model implementation and Unlimited OCR model implementation are unrelated additions." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46836", + "accept": false, + "reason": "Molmo2 and Unlimited OCR are separate model additions, not the same change." + }, + { + "left": "pull_request:40546", + "right": "pull_request:43451", + "accept": false, + "reason": "VibeVoice and Molmo2 are distinct model integration PRs." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46658", + "accept": false, + "reason": "Molmo2 and Step 3.7 Flash are unrelated model additions." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46196", + "accept": false, + "reason": "Molmo2 model support is unrelated to wav2vec2 SDPA dispatch." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47003", + "accept": false, + "reason": "Molmo2 model support is unrelated to OpenVINO exporter work." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47034", + "accept": false, + "reason": "Molmo2 model support is unrelated to the Neuron finetuning experiment." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47035", + "accept": false, + "reason": "Molmo2 model support is unrelated to the torch-compile Neuron backend default." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47003", + "accept": false, + "reason": "wav2vec2 SDPA dispatch and OpenVINO exporter support are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47034", + "accept": false, + "reason": "OpenVINO exporter support is unrelated to the Neuron finetuning experiment." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47035", + "accept": false, + "reason": "OpenVINO exporter support is unrelated to torch-compile Neuron backend defaults." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47003", + "accept": false, + "reason": "RoPE test improvements are unrelated to OpenVINO exporter support." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47035", + "accept": false, + "reason": "Unlimited OCR model integration is unrelated to torch-compile backend selection." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46912", + "accept": false, + "reason": "Unlimited OCR model support is unrelated to RoPE test changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "16b406ad0da32ea3f89d6fd63e3a453e92fbe06ed7c32c9bb1a9eea8fe275263", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated pull requests: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They do not look like the same underlying change or bug fix.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the two PRs target different models, different code paths, and different user-facing features.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:41224 is the cleaner representative only by being narrower and more self-contained, but it is not a duplicate of the TimesFM PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different features in different subsystems (TimesFM covariates vs DINOv3 image classification); no shared concrete bug or mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41855-13", + "nodes": [ + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267" + ], + "soft_pairs": [ + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "2d951fdf0d508923761257f881842a2fa41bb94567d00203bd4b486a8dcb27a4", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34782, + "estimated_input_tokens": 8696, + "estimated_eval_tokens": 17648 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34782, + "estimated_input_tokens": 8696, + "estimated_eval_tokens": 17648 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only one true duplicate pair stands out: the two `fixed_cross_entropy` PRs (#43251 and #43254). The rest are broad-similarity matches across unrelated model additions, refactors, or docs/tests and should stay separate.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43251 is the best canonical PR for the duplicate loss fix: it directly targets issue #43240, makes the concrete `cross_entropy` kwarg passthrough change, and has the strongest discussion/review signal among the pair.", + "best_issue_reason": null, + "best_pr_reason": "PR #43251 is the strongest global representative because it fixes a specific code-path bug in `fixed_cross_entropy`, is narrowly scoped, and has explicit issue linkage; #43254 is effectively the same change but less clearly anchored.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Unrelated PRs: Mistral tokenizer helper methods vs adding a new MobileLLM model; only broad API/model work similarity." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated: tokenizer method additions vs ExecuTorch dynamic-shape export test." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Different changes: processor auto-loading robustness vs new model implementation." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Different areas: loss utility kwargs passthrough vs adding MobileLLM." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Same loss utility file is not enough; one is cross-entropy kwargs, the other is Mistral4 test/model work." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Different bugs: ExecuTorch export dynamic shapes vs Mistral4 test fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Different changes: export test coverage vs new model addition." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "Unrelated model addition vs class config resolution ordering fix." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "Different subsystems: MobileLLM model addition vs Falcon output-collection refactor." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Different work: Falcon forward/refactor vs model-creation skill/documentation bundle." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Both touch model code, but they fix different concrete models and code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes are unrelated to the `layrnorm`->`layernorm` naming typo." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 tests are unrelated to chat response parsing changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Different features: Mistral4 tests vs adding a TDT loss kernel." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Different code paths: Mistral4 fixes vs config resolution order in `modeling_utils`." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Unrelated: Mistral4 tests vs model-creation skill and assorted scaffold files." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Different scope: MobileLLM model addition vs a draft model-creation skill/tooling PR." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same underlying bug and same file: both add supported `cross_entropy` kwargs (`weight`, `label_smoothing`) to `fixed_cross_entropy` and pass them through to `nn.functional.cross_entropy`." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the soft-edge judgments stay conservative. The only accepted pair, #43251 and #43254, is a true duplicate/mergeable bugfix in the same file with the same issue target and the same `cross_entropy` kwargs passthrough change. The other pairs are reasonably rejected as unrelated or only superficially similar." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "895bc03c7b864165ebe6507fec67e0fd7b8bde310d9490e3e1223c2db3102b72", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are broad GitHub Actions dependency bumps, but they target different underlying changes: PR 42975 upgrades core workflow actions for Node 24 compatibility, while PR 42976 mainly upgrades docker/build-push-action and a few other actions to latest versions. They overlap in workflow files but are not the same concrete fix.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the more canonical representative because it has a clearer, specific purpose (Node 24 compatibility) and a more cohesive set of workflow-action upgrades.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best standalone PR candidate because it is narrower and more directly tied to a concrete compatibility goal, whereas PR 42976 is a broader dependency refresh with mixed action upgrades.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Reject: they are both workflow-maintenance PRs, but they upgrade different actions and address different change sets. Shared workflow filenames alone are not enough to treat them as the same underlying fix or safely merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:45490", + "pull_request:46562" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:45490", + "pull_request:45490|pull_request:46562" + ], + "prepared_review_unit_hash": "35fca5c7dff0830e3bab3111a14db49b8f59f5b27183a157924f8adbc4d0401c", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13044, + "estimated_input_tokens": 3261, + "estimated_eval_tokens": 6778 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13044, + "estimated_input_tokens": 3261, + "estimated_eval_tokens": 6778 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four PRs are separate model-addition efforts with overlapping boilerplate (docs, auto mappings, tests) but different model names, architectures, and codepaths. They are similar in shape, not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models and implementations: ViT NEPA vs Molmo. Shared docs/auto-registry edits are generic model-addition boilerplate, not the same bug/change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model families and codepaths: ViT NEPA vs CTSM. The overlap is only in common registration/docs files." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are distinct model additions with unrelated modeling files; shared auto-mapping and docs changes are not enough to merge as duplicates." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 are different model integrations touching different modeling/processing stacks. Similar registry/docs churn does not indicate the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-7", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380", + "pull_request:46539", + "pull_request:46886", + "pull_request:46922" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43291|pull_request:46922", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46922", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46922", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46922", + "pull_request:46539|pull_request:46922", + "pull_request:46886|pull_request:46922" + ], + "prepared_review_unit_hash": "667eb7856c4f3b4b3f51a999aba5ff0bc3be46244db1e02749f9d34f4bf6030a", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly unrelated PRs that only share superficial title similarity. The only strong duplicate-like pair is the two YOLOS fixes, which address the same device-mismatch bug and could plausibly be merged together.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46922 is the best representative overall because it fixes the concrete YOLOS runtime mismatch in the forward path and is tied to the explicit issue target; 46886 is a narrower companion sharding fix rather than the clearest standalone representative.", + "best_issue_reason": null, + "best_pr_reason": "PR 46922 is the strongest single PR here: it directly addresses the device placement bug that triggers the YOLOS mismatch, while the other items are unrelated test/config/infra changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both are test-focused, but they touch unrelated models (Whisper vs CLIP/ViT) and different issues; no same underlying bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenizer test changes and FP8 dequant logic are unrelated code paths and bugs." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper decoding/tests and generation watermarking validation are different subsystems and failure modes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper tokenization/tests and YOLOS device-mismatch fixes are unrelated models and fixes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Generic test edits for CLIP/ViT are unrelated to Phimoe CI/device-map integration changes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Model test tweaks and FP8 dequantization changes do not address the same bug or code path." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "These are different classes of changes: test-only fixes versus generation config validation and generation-time behavior." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "CLIP/ViT test-only changes are unrelated to the YOLOS runtime device mismatch fix." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 quantization/dequant changes and Phimoe CI runner memory patching are different problems." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "These fix separate areas: FP8 kernel/dequant behavior versus generation config watermarking validation." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "FP8 dequant logic and YOLOS device placement are unrelated bugs in different models/subsystems." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation-config validation and CI/device-memory handling are not the same underlying issue." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Watermarking-config validation and YOLOS device mismatch are unrelated fixes." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "Phimoe integration test infrastructure changes are unrelated to the YOLOS model runtime bug." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both target the same YOLOS device-mismatch problem and same issue target; one fixes sharding placement, the other fixes mid-position embeddings on the correct device, so they could plausibly be merged together." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, the non-YOLOS pairs are conservatively rejected, and the YOLOS pair is a plausible single-bugfix merge candidate based on the shared file, shared issue target, and complementary device-placement fixes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:46747" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46747", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46747" + ], + "prepared_review_unit_hash": "b27043461a7add63fabf9f5faf3f648f527de446e36ca4908188f1fec56afc16", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6350, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6350, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate '[don't merge]' test/CI PRs with only superficial similarity. They touch different files and implement different behaviors, so none should be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the three PRs address different non-overlapping test or workflow tweaks rather than the same concrete change.", + "best_issue_reason": null, + "best_pr_reason": "PR 43532 is the most representative of the cluster by breadth and discussion activity, but it is still a distinct change from the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different underlying changes: 43488 modifies setup/versioning and a ViT test, while 46747 changes the PR security-gate workflow trigger. They do not fix the same code path." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Only overlap is a shared ViT test file, but 43488 is about setup/dependency/version plumbing and 43532 is about workflow/comment CI and test harness behavior. Not the same change." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch workflows, but they change different CI jobs and different trigger logic. They are not the same concrete bug or mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "b8e595f41ff478d1f8aba27abb011ad037d3336278dd9a85ef09fd4ec33a71f2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are pull requests adding new segmentation pipelines, but they target different features and different concrete code paths: promptable concept segmentation vs promptable visual segmentation. They share infrastructure and docs updates, but they are not duplicates and should not be merged into one PR.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43613 is the broader and more central segmentation-pipeline addition in this pair, with more associated model/test coverage and a wider implementation footprint.", + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the stronger representative of the cluster because it has the larger, more complete feature surface and broader validation coverage.", + "soft_edge_verdicts": [ + { + "left": "Add Promptable Concept Segmentation pipeline", + "right": "Add Promptable Visual Segmentation pipeline", + "accept": false, + "reason": "Different pipeline features with different implementation targets and test/model coverage; shared docs and infrastructure are not enough to treat them as the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "1c9671817a8054ecae7bd21f5db145ee4914ad7dd8f4737d82b58aa5c464e942", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch `src/transformers/trainer.py` but address different trainer extensibility points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers/PEFT models. They are not the same underlying change and should not be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true duplicate PR exists here. If one PR must be treated as the canonical representative of the cluster, PR #43651 is the more concrete bugfix-oriented change, with a narrowly defined runtime behavior update in `training_step`.", + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the better standalone representative because it targets a specific correctness issue in loss scaling and includes the direct behavioral change, whereas PR #43663 is a refactor/helper extraction for column filtering.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Both touch `trainer.py`, but one fixes gradient-accumulation loss normalization and the other adds `_get_signature_columns` for custom column filtering. Different code paths, different behaviors, not plausibly one merged PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "48ae5a824445a4236ea8534e15fe2e9795f8085820d2dbe4f364ee099e8e5599", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same CLI file and both mention TypeAdapter-related NameErrors, but they target different concrete causes and fixes. They are related, not duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 43656 is the better representative of the cluster because it is the broader CLI TypeAdapter NameError fix and has an explicit issue link; PR 43842 is a narrower pydantic-not-installed variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Same file and similar symptom, but the fixes are not the same concrete bug: 43656 adds future-annotations/typing cleanup for CLI annotations, while 43842 specifically avoids evaluating TypeAdapter when pydantic is absent. They are related but not mergeable as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + 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"summary": "This cluster is mostly a wave of unrelated model-by-model output-tracing refactors sharing the same umbrella issue. The only true duplicate/overlapping PRs are the GPT-J/CodeGen variants and the GPT-Neo pair; the cross-model pairs should stay separate.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the strongest canonical PR here: it is the latest GPT-J/CodeGen output-tracing refactor, explicitly tied to the tracking issue, and it overlaps with the earlier GPT-J variants that look like revisions of the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the best representative of the duplicated GPT-J/CodeGen fix: it has the clearest overlap with the other accepted duplicates and appears to be the most complete/latest version of that concrete code-path change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different models/code paths (CVT/FNet vs GPT-J); same umbrella theme is not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Unrelated model families and code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor in the same file; 44085 looks like a narrower version of the same change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model implementations (ResNet/RegNet/RT-DETR vs EfficientNet); not the same concrete fix." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet output tracing vs GPT-J/CodeGen output tracing are unrelated changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen and EfficientNet are separate code paths." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are unrelated model changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen change vs MGP-STR change; not the same bug." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "Different models and different forward paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo output-tracing refactor in the same model/file; these look like duplicate revisions." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo are different concrete code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are separate model fixes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet output tracing vs GPT-J/CodeGen output tracing; unrelated implementations." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J fixes are unrelated." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are different models with different changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet vs MPT; same broad refactor theme only." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are separate concrete fixes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are different model code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44116", + "accept": false, + "reason": "ResNet and Flaubert/XLM are unrelated." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are different implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo vs GPT-J; same pattern, different model." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are different code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 and MGP-STR are unrelated fixes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 vs GPT-J/CodeGen; different model code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44098", + "accept": false, + "reason": "SegFormer and ViLT are different model families." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert/XLM are unrelated." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are unrelated fixes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 and MPT are different code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert and LongT5 are unrelated." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT2 are separate model changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are different concrete fixes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT2 and GPT-Neo are different model code paths." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are unrelated." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are different models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are separate model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are unrelated." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are different models." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated fixes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are unrelated model changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet and LongT5 are unrelated." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and SegFormer are different model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa are different code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are unrelated fixes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing change; 44722 is the later overlapping revision." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both target the same GPT-J output-tracing refactor in the same file; 44722 subsumes the narrower GPT-J-only version." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "Different model families and concrete code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are different fixes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and VITS are unrelated model implementations." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the accepted overlaps are limited to the GPT-J/CodeGen revisions and the GPT-Neo revisions, and the rejected pairs are conservatively treated as different model/code-path fixes. The canonical PR choice of 44722 is also supported as the later, broader GPT-J/CodeGen revision." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 32, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "108c1a79e8a374de69f21ee627cdf56aa0569df821430c86ad3b185ceaa8e863", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84903, + "estimated_input_tokens": 21226, + "estimated_eval_tokens": 42708 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17125, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs all apply the same standardized output-capture refactor pattern, but to different model implementations (RegNet, SqueezeBert, FocalNet, MPNet, VisualBert, TextNet, ImageGPT, SpeechT5). They are thematically related, not duplicates of the same concrete change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the cluster is a set of separate model-specific refactors, not one duplicate change.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the strongest standalone candidate: it has an explicit issue target and a more concrete, self-contained SpeechT5 refactor than the other narrowly scoped per-model output-tracing migrations.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are output-tracing refactors, but they touch different models and distinct code paths (FocalNet vs ImageGPT); not the same mergeable fix." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same refactor theme, but VisualBert and TextNet are separate implementations with different files and APIs; not one underlying bug/change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert are unrelated model code paths; similar decorator migration does not make them duplicates." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Different model families and different forward/output plumbing; these are separate refactors, not one PR." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert changes are model-specific output-tracing updates, not the same concrete bug or change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Both adjust output handling, but they affect different architectures (SqueezeBert vs SpeechT5) and are not mergeable as one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "e695d71d42edc4d65f6a1ab1ba4c911050afe07fc0fa68699defc78a9d2c9c7a", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40174, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40174, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of model-specific PRs all doing the same general output-tracing refactor pattern, but they are not duplicates of one another. They target different model implementations and concrete code paths, so the soft edges should be rejected.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "If a representative is needed, PR 44003 is the best anchor because it is the broadest self-contained refactor in the set, spanning both `mamba` and `falcon_mamba` and introducing the new tracing helpers. It is still only a thematic exemplar, not a true duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the strongest cluster representative for the same reason: it is the most substantial and cross-file example of the shared tracing refactor theme, while the rest are separate model-specific ports.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and code paths; same refactor theme only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different models; not the same concrete bug or change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Unrelated model implementations; only share output-tracing terminology." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different subsystems (`timm_backbone` vs `mamba`); cannot be one merged fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Separate model code paths; the similarity is only at the refactor pattern level." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Different models and tracing implementations; not a duplicate." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Separate model families; same broad theme but no shared code path." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families; these are independent model-specific refactors." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Distinct encoder/decoder vs MobileNet code paths; not mergeable as one PR." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different architectures and files; only the output-tracing pattern matches." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Unrelated models; same tracing refactor idea, but not the same fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model implementations and concrete forward paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families; too broad to treat as one duplicate PR." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Different code paths (`vision_text_dual_encoder` vs `codegen`); not the same underlying change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Separate models with unrelated forward logic; only the refactor pattern is shared." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families; no shared concrete bug." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Distinct model implementations; cannot plausibly be merged into one PR." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model code paths; similar tracing cleanup only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Separate model families and files; not a duplicate fix." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models; the shared theme is too generic to merge." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Different architectures and concrete implementations; not the same change." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families and code paths; no single underlying bug." + }, + { + "left": "pull_request:44004", + "right": "pull_request:44001", + "accept": false, + "reason": "Different models; same kind of refactor, but not the same PR." + }, + { + "left": "pull_request:44004", + "right": "pull_request:44002", + "accept": false, + "reason": "Unrelated model implementations; cannot be combined as one fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model families (`depth_anything` vs encoder-decoder); not duplicates." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Separate model-specific refactors with no shared code path." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Different architectures; only the output-tracing pattern matches." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Distinct models and forward implementations; not the same change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Different code paths and model families; too broad to merge." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Encoder-decoder variants, but still separate model implementations and PRs." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model classes; same refactor theme only." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Different concrete code paths; not a duplicate bug or change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Separate model families; cannot be merged into one PR." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models and files; shared theme is insufficient for duplicate triage." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Unrelated architectures; not the same underlying fix." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model implementations; no shared concrete code path." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "Separate model code paths; only broad tracing refactor similarity." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different architectures and implementations; not a duplicate." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families and forward logic; same pattern, not same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "15f188186d0e9c34f7eb983fd10aceb83790b2ea6632158d0fb723b79638782f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated model-addition PRs. They share some auto-registration/docs plumbing, but one implements PenguinVL and the other adds Voxtral TTS support, so they should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45401 is the cleaner representative: it has an explicit issue target and a focused implementation for a single model family.", + "best_issue_reason": null, + "best_pr_reason": "PR 45401 is the best-fit PR in the cluster because it is more clearly scoped and explicitly tied to a tracked issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different underlying changes: PenguinVL implementation vs. Voxtral TTS support. Shared auto files are expected for separate model integrations, not evidence of the same bug or mergeable fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "172e7520053d8e05b1587810b91d03ebb60bb922bd4a2cb631994a886675bd86", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related in theme (fusion), but they target different layers and concrete changes: #44979 adds a general module-fusion API, while #45363 implements a specific n-to-1 kernel fusion flow via KernelConfig and related integration points. They should not be treated as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #45363 is the more concrete end-to-end feature implementation, with multiple integration files and a runnable example demonstrating the new KernelConfig-based fusion path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Different underlying changes: #44979 introduces a standalone module fusion API, while #45363 wires KernelConfig-based kernel fusion into model loading and integrations. Same broad topic, but not the same code-path fix and not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "94a912b50a9c7b53ba86a97c8009a4960e6ded386645bbff1671ad1e4aba40be", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests fix the same Mistral regex patch AttributeError in `src/transformers/tokenization_utils_tokenizers.py`; 45317 is the more complete version because it includes the code fix plus a test update.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "`pull_request:45317` is the better canonical PR: it implements the same `_patch_mistral_regex` AttributeError fix as 45086 and also adds test coverage, making it the more complete representative.", + "best_issue_reason": null, + "best_pr_reason": "`pull_request:45317` is the strongest overall PR for this cluster because it addresses the same concrete bug and includes validation in tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError fix in the same code path; 45317 looks like a superset with tests, so they are reasonable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "b5b5b4508077e385414e94543a502292dc941705d988b603009e144c693af283", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two NemotronH pull requests overlap on the core model files, but they address different scopes: one refactors NemotronH to inherit GraniteMoeHybrid/conversion mappings, while the other splits NemotronH into dense/sparse variants and updates docs/autos. They are related, not duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the stronger canonical PR because it is the broader, more complete architecture change and includes the NemotronH model rework plus the new dense/sparse variants; #45115 is a narrower refactor focused on inheritance/conversion mapping.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the best representative of the cluster overall because it covers the larger end-state change and subsumes more of the visible NemotronH restructuring work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Not the same concrete change: #45115 is a targeted refactor to make NemotronH inherit GraniteMoeHybrid and adjust conversion mappings, while #45569 introduces separate NemotronH Dense/Sparse model families, docs, and auto-mapping updates. Shared files alone are not enough to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "f1eb2830f81e14c4bfd1ceb76949930c981096589e6221cf018a476db6d05a16", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6091, + "estimated_input_tokens": 1523, + "estimated_eval_tokens": 3302 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6091, + "estimated_input_tokens": 1523, + "estimated_eval_tokens": 3302 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are closely related but not duplicates: #45333 is a narrower per-layer configuration change, while #45332 extends into broader heterogeneous modeling support (cache, masking, modeling utilities, etc.). They share some docs/config files, but they do not appear to fix the same concrete code-path problem.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45332 is the broader, more complete heterogeneous-support implementation; #45333 is a focused subset on configuration only.", + "best_issue_reason": null, + "best_pr_reason": "#45332 is the strongest representative of the cluster because it covers the end-to-end feature area, not just the config layer.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related feature work, but not the same change: #45332 adds heterogeneous modeling support beyond config, whereas #45333 only adds per-layer configuration support." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "49b93ce15c0090d5919f22e427236cad8d67b98b679b1b9b020dad9d50d811e2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both typing-related PRs, but they address different changes: one is a broad type-checking sweep across many Transformers modules, while the other adds specific typing helper protocols and targeted fixes around PEFT/modeling utilities. They should not be treated as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more focused change set: it introduces concrete typing helpers and targeted fixes in a small set of files, whereas 45415 is a broad repo-wide type-checking sweep with many unrelated edits.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the best representative for the cluster because it has a narrower, more coherent code change; 45415 is too broad and appears to be a general typing pass rather than the same underlying fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are about typing, but they do not fix the same concrete code-path problem. 45415 is a wide type-checking cleanup across many files; 45425 adds specific typing protocols and targeted modeling/PEFT adjustments. They could not plausibly be merged as one PR without conflating distinct changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "45df15bc7bdc56b4bffd47a85af15da52f76f057251c31d5a67319d1d22372e6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two separate EP-related pull requests: one fixes loading/config serialization for accelerate + DeepSpeed ZeRO-3, the other fixes expert parameters being overwritten in FSDP2/rank-0 broadcast. They share a subsystem but not the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the broader and more concrete fix, centered on the actual runtime overwrite problem in the loading path, with coordinated changes across loading and MoE/tensor-parallel code.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the strongest representative of the cluster because it addresses a specific, user-visible EP failure mode with a focused code-path fix rather than just adjusting serialization metadata.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both involve expert parallelism, but they fix different failures: 45548 is about preserving distributed_config/has_ep for accelerate + ZeRO-3 loading, while 45662 prevents expert weights from being overwritten in FSDP2/rank-0 broadcast. Not the same bug or mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "5b9c7fa3bcb3030068a6b7ed4667ea72f28014b5e505b9a3167b460005045504", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist/captured_info debugging-log collision problem under issue #45561. PR 45639 is the smaller library-side fix; PR 45645 appears to be the more complete version that also updates CI artifact collection so the new per-worker logs are preserved and displayed correctly.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the broader, more complete implementation: it includes the xdist-safe output handling in `testing_utils.py` plus the workflow change needed to collect multiple `captured_info*.txt` files in CI.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best representative for the cluster because it covers the full end-to-end fix, not just the library-side file naming change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying bug: xdist workers colliding on patched testing debug logs/captured_info artifacts. The diffs overlap on the same testing utility path and the workflow change in 45645 is a natural extension of the same fix, so they could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "60a7caa7a2466a43dfd2345effa59899f4e26bcef8e9a785c53692a3f51e452f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are unrelated and should not be clustered as duplicates: #45932 is a mixed Grafana/CI and model-config change, while #46100 is a focused test migration with new kernel/DDP test files.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs do not fix the same concrete problem or implement the same change.", + "best_issue_reason": null, + "best_pr_reason": "#46100 is the better representative PR because it is more focused and internally coherent; #45932 is a broad, mixed-purpose change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Different underlying changes: #45932 touches CI secrets, a Grafana/test-caller workflow, and unrelated model code tweaks; #46100 adds kernel/DDP test migration files. They are not the same code-path fix and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "f12b7d8a171614ca2219f59a1417a3073ff20a78f3ef803e98a62b304eb64e67", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: PR #46126 is a focused EP/Trainer integration feature, while PR #46269 is a broad distributed-branch base PR touching many unrelated areas. The overlap in distributed filenames is too generic to treat them as the same change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46126 is the more specific, self-contained change centered on EP/Trainer integration and the shared distributed code paths.", + "best_issue_reason": null, + "best_pr_reason": "PR #46126 is the best representative of the cluster because it has a clear, narrow purpose; PR #46269 is too broad and mixes many unrelated distributed updates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "They share some distributed files, but the titles, scope, and diffs differ substantially. #46126 targets EP routing/trainer integration; #46269 is a large base branch with many unrelated distributed and CI changes, so they are not the same concrete fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-10", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563", + "pull_request:46716" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46716", + "pull_request:46138|pull_request:46504", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46554|pull_request:46716", + "pull_request:46558|pull_request:46563", + "pull_request:46558|pull_request:46716", + "pull_request:46563|pull_request:46716", + "pull_request:46504|pull_request:46563", + "pull_request:46432|pull_request:46563", + "pull_request:46504|pull_request:46716", + "pull_request:46432|pull_request:46716" + ], + "prepared_review_unit_hash": "1107a1832624fffbb760312e8d07b2a3788e7d3bdbeb23a66db3a0f8c29f946e", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26671, + "estimated_input_tokens": 6668, + "estimated_eval_tokens": 13592 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26671, + "estimated_input_tokens": 6668, + "estimated_eval_tokens": 13592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all small workflow-maintenance changes, but they split across distinct files and distinct operational concerns. The high soft-similarity scores are mostly driven by generic chore titles and shared CI/security themes, not the same underlying fix, so I would not merge any of the proposed pairs as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a true canonical duplicate representative here: the set contains several unrelated workflow edits, and even the closest matches in .github/workflows/pr-ci-security-gate.yml alter different behavior.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the strongest standalone change and the closest anchor to the only repeated sub-area (.github/workflows/pr-ci-security-gate.yml), but it still is not a duplicate of the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different bugs: stdin quoting for self-comment CI vs security-gate logic in pr-ci-security-gate.yml." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Same only at the very broad CI-workflow level; one changes self-comment CI command piping, the other changes PR CI security-gate permissions/approval flow." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated changes: self-comment CI input handling versus a reusable security-gate workflow reference/comment update." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and different intent; no shared concrete code-path problem." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Both touch shell handling, but in different workflows and contexts; not the same underlying fix." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH runner hardening versus benchmark trigger expansion; unrelated changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflows and different concerns: SSH runner secrets/download safety vs anti-slop permissions." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "SSH runner hardening is unrelated to assign-reviewers checkout ref selection." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "No shared concrete bug/change; one hardens SSH runner, the other changes PR CI security checks." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow edits with different behavior changes; not duplicates." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Anti-slop permissions and benchmark dispatch behavior are separate workflow changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Same broad CI area, but one changes anti-slop permissions while the other changes reviewer assignment checkout target." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and different fixes; only generic chore similarity." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Anti-slop permission scoping is unrelated to PR CI security-gate file scanning." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Assign-reviewers checkout ref and benchmark workflow_dispatch support solve different problems." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and different code paths; not the same change." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Checkout base ref for reviewer assignment is unrelated to security-gate behavior." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Both are workflow tweaks, but one adds manual benchmark dispatch while the other fixes shell handling in build-ci-docker-images." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Benchmark triggering and security-gate checks are distinct behaviors." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Shell quoting fix in build-ci-docker-images is not the same as PR CI security-gate hardening." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and different fixes; no shared concrete bug." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but different changes: one adds checkout/diff-based security checks, the other changes permissions and approval gating." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Both touch the security-gate workflow, but one modifies logic while the other adds notes around a reusable workflow call." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Security-gate logic changes versus swapping secrets inheritance for an include; not the same fix." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but one edits permissions/approval flow and the other changes the reusable workflow invocation commentary; not duplicates." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Permissions/approval changes are different from secrets inheritance changes." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Both concern the reusable security-gate call, but one only adds explanatory comments while the other changes secrets handling; distinct changes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows and unrelated fixes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "SSH runner hardening is unrelated to security-gate workflow commentary." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and different underlying behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "No shared concrete bug/change; unrelated workflow hardening vs secrets handling." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46174-2", + "nodes": [ + "pull_request:46174", + "pull_request:46780" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780" + ], + "prepared_review_unit_hash": "a48ce4ca162f555682f79411d7229ac1ccc08d7822dfab654bb881639fccddbc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same reported MPS crash in the sinusoidal position embedding helper, but they implement different fixes and are not safe to treat as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46174 is the broader, more complete fix for the float64-on-MPS crash: it updates the helper across all affected model files and keeps the internal math on CPU float64 before casting back.", + "best_issue_reason": null, + "best_pr_reason": "PR 46174 is the best representative of the cluster because it is the original, more comprehensive fix and has more discussion/review context than the narrower follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46780", + "accept": false, + "reason": "They share the same issue target and helper, but the patches are different solutions: 46174 avoids float64 on MPS by doing the arithmetic on CPU first, while 46780 switches the helper to use dtype for internal arithmetic. Those are alternative implementations, not one mergeable duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46281-2", + "nodes": [ + "pull_request:46281", + "pull_request:46890" + ], + "soft_pairs": [ + "pull_request:46281|pull_request:46890" + ], + "prepared_review_unit_hash": "74420008b3ec7dc87373e44a743fc383383ff12244483133d9314073cb616601", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4280, + "estimated_input_tokens": 1070, + "estimated_eval_tokens": 2396 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4280, + "estimated_input_tokens": 1070, + "estimated_eval_tokens": 2396 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are thematically similar security hardenings, but they fix different path-traversal surfaces: one in sharded checkpoint filename resolution from `weight_map`, the other in `transformers_weights` explicit archive-path handling. They are related by subsystem, not the same underlying bug.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46281 is the clearer representative fix: it patches the sharded-checkpoint loader directly and validates index-derived shard paths against traversal outside the model directory.", + "best_issue_reason": null, + "best_pr_reason": "PR 46281 is the stronger standalone representative for this cluster because it addresses a concrete loader-path traversal bug with a focused, self-contained fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46281", + "right": "pull_request:46890", + "accept": false, + "reason": "Reject: both are path-traversal mitigations, but they protect different inputs and code paths (`weight_map` shard filenames vs `transformers_weights` archive filenames). They are not the same bug and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "5c182884cbbfe51be49ad95d3a28f469927e72b72a2949dfe19634073256c8ea", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are unrelated: one fixes CodeLlama decode stripping, the other fixes DeepSeek tokenizer-class resolution. They should not be clustered as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR: 46574 addresses CodeLlama decoding, while 46580 addresses DeepSeek checkpoint-to-tokenizer routing; different bugs and code paths.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good global representative for the pair because they solve separate model-specific issues rather than the same underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different problems and different affected paths/models: CodeLlama decode-space stripping vs DeepSeek tokenizer-class selection." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46781-3", + "nodes": [ + "pull_request:46781", + "pull_request:46993", + "pull_request:46994" + ], + "soft_pairs": [ + "pull_request:46781|pull_request:46993", + "pull_request:46993|pull_request:46994" + ], + "prepared_review_unit_hash": "e541af88cc8e88f5b9e0f3a223f23b5b2f0b908b2056ab2d6b129b21a8b7634c", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6603, + "estimated_input_tokens": 1651, + "estimated_eval_tokens": 3558 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6603, + "estimated_input_tokens": 1651, + "estimated_eval_tokens": 3558 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three unrelated pull requests in generation and cache validation; they are not duplicate fixes and should stay separate.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR stands out because the three PRs fix different bugs in different code paths (cache validation, prompt lookup decoding, and generation logits validation).", + "best_issue_reason": null, + "best_pr_reason": "PR 46993 is the clearest self-contained bug fix with an explicit regression test, but it is not a better representative of the whole cluster than the others because the cluster is not a duplicate set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46781", + "right": "pull_request:46993", + "accept": false, + "reason": "Different subsystems and failures: QuantizedCache layer-type validation versus prompt lookup decoding max_length handling. No shared code path or same underlying bug." + }, + { + "left": "pull_request:46993", + "right": "pull_request:46994", + "accept": false, + "reason": "Distinct generation behaviors: one fixes prompt lookup decoding length budgeting, the other tightens validation for empty bad_words_ids/sequence_bias inputs. They are separate bugs, not one change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47026-2", + "nodes": [ + "pull_request:47026", + "pull_request:47046" + ], + "soft_pairs": [ + "pull_request:47026|pull_request:47046" + ], + "prepared_review_unit_hash": "73330786e4e73816eb5cb59518c6990ae55ac98c848e0c999e894c200ff5f8b0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4442, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4442, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two xLSTM PRs target the same tracked issue, but they appear to be related rather than exact duplicates: one is a narrow fix for train_with_padding/return_last_states, while the other broadens the fix to additional train-mode/use_cache crashes and tests.", + "confidence": 0.74, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47046 is the better canonical PR because it is broader, appears to subsume the narrower crash fix, and includes additional handling/tests around the same xLSTM forward path.", + "best_issue_reason": null, + "best_pr_reason": "PR #47046 is the strongest representative of the cluster since it addresses the same xLSTM training crash family but more completely than #47026.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47026", + "right": "pull_request:47046", + "accept": false, + "reason": "Related, but not the same concrete change: #47026 fixes the train_with_padding + return_last_states=False crash, while #47046 also covers use_cache and broader train-mode behavior. They share a file and issue target, but this is not a strict duplicate pair." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47032-2", + "nodes": [ + "pull_request:47032", + "pull_request:47045" + ], + "soft_pairs": [ + "pull_request:47032|pull_request:47045" + ], + "prepared_review_unit_hash": "113991df05eec3e65fbbfe11e1eb3c1a8e1b37e04ccfcfe5a61ffc804e8f8dbb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4345, + "estimated_input_tokens": 1087, + "estimated_eval_tokens": 2430 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4345, + "estimated_input_tokens": 1087, + "estimated_eval_tokens": 2430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests address unrelated bugs in different components: image-text-to-text stop sequence handling vs. Voxtral audio format validation/encoding.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for duplication: the PRs target different code paths and solve unrelated problems.", + "best_issue_reason": null, + "best_pr_reason": "PR #47045 is the stronger standalone fix because it addresses a concrete validation/runtime failure in Voxtral transcription requests with a clear, self-contained change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47032", + "right": "pull_request:47045", + "accept": false, + "reason": "Different subsystems and behaviors: one changes pipeline stop-sequence handling, the other adds Voxtral audio-format validation and soundfile encoding checks. They are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260704T000723Z/analysis-runs/hybrid-model-20260704t000723z/manifest.json b/snapshots/20260704T000723Z/analysis-runs/hybrid-model-20260704t000723z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..a44f956f66291408efad327a8e6b2f7ee80233ef --- /dev/null +++ b/snapshots/20260704T000723Z/analysis-runs/hybrid-model-20260704t000723z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260704t000723z", + "artifacts": { + "hybrid": "snapshots/20260704T000723Z/analysis-runs/hybrid-model-20260704t000723z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260704T000723Z/analysis-runs/hybrid-model-20260704t000723z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-04T00:12:23Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260704T000723Z", + "variant": "hybrid" +} diff --git a/snapshots/20260704T000723Z/manifest.json b/snapshots/20260704T000723Z/manifest.json index 9190c2f6f74c4ca94c247d81f30b5f3eb2ff790f..949b542a6347f1fc7d4efd3b1542e97d74b3d3ac 100644 --- a/snapshots/20260704T000723Z/manifest.json +++ b/snapshots/20260704T000723Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 0 }, "extracted_at": "2026-07-04T00:07:23Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260704t000723z", + "runs": { + "hybrid-model-20260704t000723z": { + "analysis_id": "hybrid-model-20260704t000723z", + "artifacts": { + "hybrid": "snapshots/20260704T000723Z/analysis-runs/hybrid-model-20260704t000723z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260704T000723Z/analysis-runs/hybrid-model-20260704t000723z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260704T000723Z/analysis-runs/hybrid-model-20260704t000723z/manifest.json", + "model": null, + "published_at": "2026-07-04T00:12:23Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260704T000723Z", "watermark": {