diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 7bdb3eef0a4683c90b09d97aab37bc4a415acc89..7634f8815f1c5d48393a49ea971acdeef413babc 100644 --- a/analysis/current/analysis-report-hybrid.json +++ b/analysis/current/analysis-report-hybrid.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260502T120033Z", - "generated_at": "2026-05-02T12:03:59Z", + "snapshot_id": "20260502T180031Z", + "generated_at": "2026-05-02T18:03:23Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1426,7 +1426,7 @@ "cluster_id": "cluster-43824-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43824.", "status": "open", - "confidence": 0.55, + "confidence": 0.75, "canonical_issue_number": 43824, "canonical_pr_number": 43836, "issue_numbers": [ @@ -1437,7 +1437,8 @@ 43842 ], "evidence_types": [ - "closing_reference" + "closing_reference", + "shared_issue_target" ], "pr_comparisons": [ { @@ -2004,7 +2005,7 @@ 43842 ], "target_issue_number": 43824, - "reason": "PRs in cluster-43824-3 are treated as duplicates because they converge on issue #43824 with closing_reference evidence." + "reason": "PRs in cluster-43824-3 are treated as duplicates because they converge on issue #43824 with closing_reference, shared_issue_target evidence." }, { "cluster_id": "cluster-43979-11", diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 82d35a48be8a7a5c9e6b2ffc252bf773dc4bf6c0..af62a895bf36b3a8d666fe28fcd4d86f5523e708 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": "20260502T120033Z", - "generated_at": "2026-05-02T12:03:59Z", + "snapshot_id": "20260502T180031Z", + "generated_at": "2026-05-02T18:03:23Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -621,8 +621,8 @@ "review_unit_count": 44, "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-15354-382", "nodes": [ @@ -1949,8 +1949,8 @@ "review_unit_count": 44, "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-15354-382", "nodes": [ @@ -7406,8 +7406,8 @@ "review_unit_count": 44, "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-15354-382", "nodes": [ @@ -8055,8 +8055,8 @@ "review_unit_count": 44, "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-15354-382", "nodes": [ @@ -8652,8 +8652,8 @@ "review_unit_count": 44, "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-15354-382", "nodes": [ @@ -15709,148 +15709,148 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "8345d2bda63cb33d9deef20b9b326915525b8f990b52bfa5ab0de9994f702afc", + "prepared_review_unit_hash": "add8eb458bee2a574f59a52641f7a7ae6ad23d40908338ef84cbe232a7c7110f", "component_budget": { "node_count": 12, "item_count": 12, "soft_pair_count": 18, - "serialized_chars": 32878, - "estimated_input_tokens": 8220, - "estimated_eval_tokens": 16696 + "serialized_chars": 32876, + "estimated_input_tokens": 8219, + "estimated_eval_tokens": 16694 }, "budget": { "node_count": 12, "item_count": 12, "soft_pair_count": 18, - "serialized_chars": 32878, - "estimated_input_tokens": 8220, - "estimated_eval_tokens": 16696 + "serialized_chars": 32876, + "estimated_input_tokens": 8219, + "estimated_eval_tokens": 16694 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is heterogeneous: most PRs are unrelated model additions or refactors. The only true duplicate-like pair is the two `fixed_cross_entropy` fixes (43251 and 43254), which address the same kwargs-forwarding bug in the same code path.", - "confidence": 0.91, + "summary": "The cluster is mostly heterogeneous and not duplicate-like overall. The only true duplicate candidate is the pair of cross-entropy PRs 43251 and 43254; all other soft pairs are unrelated changes in different models, docs, or test areas.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for the whole set because the items span unrelated changes. The closest duplicate pair is 43251/43254, and 43251 is the slightly better anchor because it is issue-linked and includes the broader kwargs plumbing change.", + "canonical_pr_reason": "No single cluster-wide canonical PR exists because the items are unrelated overall. Within the only real duplicate pair, PR 43251 is the better representative: it has the explicit issue link and the fuller fixed_cross_entropy kwargs change.", "best_issue_reason": null, - "best_pr_reason": "If one PR must represent the cluster, 43251 is the best fit because it is the clearest concrete bug fix in the only near-duplicate pair; the rest are mostly unrelated feature/model work.", + "best_pr_reason": "PR 43251 is the best PR fit among the items because it is the only one that clearly resolves a concrete bug in the shared code path and is substantially the same change as 43254.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Unrelated model additions: VideoPrism implementation/docs vs an ExecuTorch dynamic-shape test." + "reason": "Different changes: adding VideoPrism vs an executorch dynamic-shape export test. Same broad ML stack, but not the same underlying bug or patch." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Different bugs/features in different subsystems: Mistral tokenizer methods vs adding MobileLLM." + "reason": "Mistral tokenizer methods vs adding a new MobileLLM model. No shared concrete code-path problem." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API fix vs ExecuTorch export test; no shared concrete code-path problem." + "reason": "Tokenizer API fix and executorch export test are unrelated changes." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor-loading robustness changes vs a new model implementation; not the same fix." + "reason": "Processor robustness changes are unrelated to introducing a new model family." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss helper kwargs fix and MobileLLM addition are unrelated." + "reason": "Loss utility kwargs support vs MobileLLM model addition; different subsystems and different fixes." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "`cross_entropy` kwargs fix vs Mistral4 test/model work; no overlap in concrete bug." + "reason": "Cross-entropy kwargs support is unrelated to Mistral4 test/model changes." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch dynamic-shape test and Mistral4 test fixes are different test concerns, not one bug." + "reason": "Executorch dynamic-shape testing is unrelated to Mistral4 test fixes and MoE contiguity changes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "ExecuTorch export test vs MobileLLM model addition; unrelated." + "reason": "Dynamic-shape export tests and adding MobileLLM are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model vs config-resolution ordering fix; different code paths." + "reason": "Adding MobileLLM is unrelated to fixing config resolution order in modeling_utils." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM addition vs Falcon output-interface refactor; not the same change." + "reason": "New model addition vs Falcon output-interface refactor; not the same bug/change." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-capture refactor vs Mistral4 test fixes; different models and different problems." + "reason": "Falcon refactor and Mistral4 fixes do not target the same concrete issue." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor and model-creation skill content are unrelated." + "reason": "Falcon output-capture refactor is unrelated to the model-creation skill PR." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes vs CLIP-like `layrnorm` renaming; different bug domains." + "reason": "Mistral4 test/model fixes vs CLIP-like weight-renaming/conversion mapping; different underlying changes." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 work vs class-attribute/config resolution fix; unrelated." + "reason": "Mistral4 changes are unrelated to config resolution ordering in modeling_utils." }, { "left": "pull_request:43823", "right": "pull_request:44827", "accept": false, - "reason": "New MobileLLM model vs Mistral4 test/model fixes; no common concrete bug." + "reason": "MobileLLM addition and Mistral4 fixes are distinct model-specific PRs." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 fixes vs model-creation skill draft; not a duplicate or mergeable single fix." + "reason": "Mistral4 fixes are unrelated to the model-creation skill content and scaffolding." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "New model implementation vs skill/documentation content; unrelated." + "reason": "New model implementation vs an internal skill/documentation PR; not the same code-path problem." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both fix the same `fixed_cross_entropy` kwargs-handling bug in `src/transformers/loss/loss_utils.py`, same issue target, and could be merged into one PR." + "reason": "Same file, same function, same issue target, and near-identical change to fixed_cross_entropy; these are duplicate fixes for the same underlying bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is conservative and grounded in the packet. It correctly identifies the cluster as heterogeneous, avoids claiming unsupported duplicates, and the only accepted soft-edge pair (43251/43254) is well supported by the shared issue target, same file, and same kwargs-forwarding bug. The rejection reasons for the other pairs stay within the evidence and do not overstate similarity." + "feedback": "The assessment is well grounded in the packet. The only clearly mergeable duplicate-like pair is 43251/43254, which share the same file, function, and issue target. The other soft-edge rejections stay conservative and are supported by the diffs/titles, which span unrelated models, docs, tests, and refactors." }, "evaluator_used": true, "retried": false, @@ -15877,7 +15877,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "766f13ea4e75cb2023a49652e469eb8a94bd65187e9a6eb29f422cf3985d25b8", + "prepared_review_unit_hash": "8f6abb067874afa376ace00824ff4578297c5befa73c76a38bcd0d33c0d758b0", "component_budget": { "node_count": 2, "item_count": 2, @@ -15899,18 +15899,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related VibeVoice PRs, but they are not the same change: one is the base VibeVoice implementation, the other adds VibeVoice Realtime plus an acoustic tokenizer and related generation changes. Shared model files/docs indicate overlap in subsystem, not a duplicate fix/change.", - "confidence": 0.89, + "summary": "Two open VibeVoice PRs overlap heavily in model-family files, but they appear to target different scopes: a general VibeVoice integration versus a separate realtime variant with additional tokenizer/feature-extractor/generation changes. I would not deduplicate them.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 40546 is the broader, earlier base VibeVoice implementation with substantial review activity and it establishes the core model integration that the later realtime work builds on.", + "canonical_pr_reason": "PR 40546 is the cleaner canonical PR for the base VibeVoice implementation: it is the earlier, non-draft integration and centers on the core model/docs/auto-registration set rather than the expanded realtime stack.", "best_issue_reason": null, - "best_pr_reason": "PR 40546 is the best representative of the cluster because it is the primary full VibeVoice integration; PR 42781 is a narrower realtime extension and draft work.", + "best_pr_reason": "PR 40546 is the best single PR in the cluster because it represents the main VibeVoice feature addition with a more focused scope; PR 42781 is draft and broader, with realtime-specific changes that make it a different change set.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "They share the VibeVoice namespace and some auto/doc files, but 42781 adds realtime-specific functionality and an acoustic tokenizer rather than fixing or implementing the same concrete code path as 40546. The overlap is too broad to treat as duplicates." + "reason": "They share VibeVoice infrastructure files, but the second PR adds a separate realtime-oriented feature set (including acoustic tokenizer and generation/feature-extraction changes). This looks like related work in the same model family, not the same underlying bug or mergeable change." } ] }, @@ -15940,12 +15940,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "abb7a99da4302d379494c6279535d36bf7cdfbd5bf8584073bbf4b94cd3907a9", + "prepared_review_unit_hash": "2027221a45e3e5836765588eae3234ba8dc3beea6d4c453f10cd435fa2c93c55", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4674, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -15953,7 +15953,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4674, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -15962,18 +15962,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster contains two unrelated open pull requests: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support/docs. They target different models, different code paths, and different user-facing changes, so they should not be merged as duplicates.", - "confidence": 0.98, + "summary": "The two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They share only a broad pattern of adding model capability and docs/tests, not the same underlying code path.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 41224 is the more narrowly scoped, self-contained change; PR 40755 is a larger cross-file feature addition. Neither is a duplicate of the other, so there is no meaningful canonical PR for this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models and features (TimesFM covariate forecasting vs DINOv3 image classification). No shared concrete bug/change path, so this is not a duplicate pair." + "reason": "Different models and different problems: TimesFM covariate forecasting vs. DINOv3 image classification support. No shared concrete code path or mergeable single fix." } ] }, @@ -16066,7 +16066,7 @@ "soft_pairs": [ "pull_request:41797|pull_request:45186" ], - "prepared_review_unit_hash": "8d99faedc8354ed61acad2450451229f84f723c1736a6e8e60ea8425d57d2725", + "prepared_review_unit_hash": "7a654e774eed6b1659c58d8dd1e6b2a144cbbdc417817aa1495927ccc85bb8b4", "component_budget": { "node_count": 2, "item_count": 2, @@ -16088,18 +16088,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate model-integration PRs for different architectures (DeepSeek OCR vs Isaac). They overlap on generic Transformers scaffolding, but they do not fix or add the same underlying feature/change.", - "confidence": 0.98, + "summary": "Two pull requests that both add new model integrations, but for different models and different code paths; overlap is mostly generic boilerplate for model registration and docs.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No duplicate PR relationship here; if a representative is needed, PR 45186 is slightly more comprehensive and touches additional core utilities/tests, but it is still a distinct Isaac integration.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a duplicate of the other, so there is no single canonical PR for this cluster; both are independent model additions.", + "best_pr_reason": "Neither PR is a good duplicate target for the other because they implement separate model additions (DeepSeek OCR vs Isaac) rather than the same bug or change.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model additions with distinct configs, modeling, processors, and docs. Shared files are generic integration points, not evidence of the same concrete code-path change." + "reason": "They add different models with different model-specific files and implementations; shared files are just framework registration/doc/test boilerplate, not the same underlying change." } ] }, @@ -16129,7 +16129,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "aff7986b01930bdec38a08594693892c7c62a1c7daee029d47ee417f86f8027e", + "prepared_review_unit_hash": "b599897c110059e6550f2ee6a361faf0aed37c675f48f9d7d35d005d39b7dd66", "component_budget": { "node_count": 2, "item_count": 2, @@ -16151,18 +16151,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs both update GitHub Actions dependencies, but they target different action families and different upgrade goals, so they are not duplicates.", - "confidence": 0.93, + "summary": "Two unrelated GitHub Actions maintenance PRs: one upgrades core workflow actions for Node 24 compatibility, the other bumps Docker build actions to newer versions. They overlap on workflow files but not on the same concrete fix.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #42975 is the better canonical representative because its title and diff show a focused compatibility sweep for core GitHub Actions used across many workflows (checkout/cache/upload-artifact), which is a clearer cluster anchor than a generic version bump.", + "canonical_pr_reason": "PR 42975 is the better canonical representative because its title and diff align around a clear, specific maintenance goal: updating common GitHub Actions dependencies for Node 24 compatibility across many workflows.", "best_issue_reason": null, - "best_pr_reason": "PR #42975 is the best PR overall for this cluster since it most clearly represents the underlying maintenance theme and has the broader, more specific compatibility motivation.", + "best_pr_reason": "PR 42975 is the stronger global representative for this cluster because it has the broader, clearer CI-actions upgrade scope; PR 42976 is a separate Docker-action version bump with a different purpose.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Same broad area (workflow action upgrades), but different concrete changes: #42975 targets Node 24 compatibility for core actions, while #42976 bumps docker/build-push-action and related workflow pins. They do not fix the same underlying bug/change and would not be merged as one PR." + "reason": "Both touch workflow YAMLs, but they update different action families for different reasons: checkout/cache/upload-artifact Node 24 compatibility versus docker/build-push-action version bumps. Not the same underlying change and not safely mergeable into one PR." } ] }, @@ -16201,76 +16201,76 @@ "pull_request:43451|pull_request:45490", "pull_request:45490|pull_request:45630" ], - "prepared_review_unit_hash": "f0aeae20b77157e558d97023261055871d8fdf7290d887390c95011bfb781619", + "prepared_review_unit_hash": "9572214d11447745c2f60f41c67a0e93ae1571313dd54bcf050a5c2bddd61900", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 7, - "serialized_chars": 17634, - "estimated_input_tokens": 4409, - "estimated_eval_tokens": 9074 + "serialized_chars": 17566, + "estimated_input_tokens": 4392, + "estimated_eval_tokens": 9040 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 7, - "serialized_chars": 17634, - "estimated_input_tokens": 4409, - "estimated_eval_tokens": 9074 + "serialized_chars": 17566, + "estimated_input_tokens": 4392, + "estimated_eval_tokens": 9040 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All items are distinct model-addition pull requests. They share broad boilerplate patterns (docs, auto-registry, tests), but none appear to fix the same underlying code-path problem or be mergeable into one PR. Treat as separate changes, not duplicates.", - "confidence": 0.95, + "summary": "These PRs are not duplicates: each adds a different model family (ViT NEPA, Molmo, Molmo2, CTSM, Kimi2-6). Their overlap is mostly standard integration boilerplate like docs/_toctree and auto-mapping updates, not the same underlying code change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the cluster contains separate model integrations (ViT NEPA, Molmo, Molmo2, CTSM, Kimi2-6), not alternate implementations of one change.", + "canonical_pr_reason": "No canonical PR for deduping: the PRs implement different models and code paths, so shared files are just routine integration scaffolding.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a better canonical duplicate representative because these are unrelated integrations rather than one shared fix; if forced, each stands on its own.", + "best_pr_reason": "If one had to be picked as the most substantial standalone PR, 43451 (Molmo2) is the broadest, but it is still not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model families (ViT NEPA vs Molmo); shared registry/docs edits are generic scaffolding, not the same change." + "reason": "Different model additions: ViT NEPA vs Molmo. Shared docs/auto files are boilerplate only." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA and Molmo2 are separate model additions with different files and implementation paths." + "reason": "Different model families and implementations; no same concrete bug or change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are unrelated model integrations; only overlap is generic Transformers boilerplate." + "reason": "ViT NEPA and CTSM are unrelated model additions with only shared integration files." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are distinct models and codebases; similar naming does not make them the same underlying PR." + "reason": "Molmo and Molmo2 are separate model releases with distinct code paths and files." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are different model additions, not one shared bug fix or feature change." + "reason": "Molmo and CTSM are unrelated model additions; overlap is limited to standard registry/docs updates." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are separate integrations with no concrete shared code-path issue." + "reason": "Molmo2 and CTSM are different models, not the same underlying fix or feature." }, { "left": "pull_request:45490", "right": "pull_request:45630", "accept": false, - "reason": "CTSM and Kimi2-6 are different model additions; shared auto-mapping/doc updates are too generic to merge as duplicates." + "reason": "CTSM and Kimi2-6 are separate model integrations; shared auto/docs edits do not make them duplicates." } ] }, @@ -16303,52 +16303,52 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "0e41b3e1d0a6128ccd5f3848f6cdd222fd547f94c6a488b0e8a9a60998de07dc", + "prepared_review_unit_hash": "e539b0a2269394294c20a2e99a5e1ea6969239ca8b6bbc0e4a7dd26711369188", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7089, - "estimated_input_tokens": 1773, - "estimated_eval_tokens": 3802 + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7089, - "estimated_input_tokens": 1773, - "estimated_eval_tokens": 3802 + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three PRs are not duplicates: one is a Whisper tokenizer/test fix, one is mostly test assertions in CLIP/ViT, and one is a substantive FP8 dequantization fix. The FP8 PR is the strongest representative of the cluster\u2019s actual bug-fix work.", - "confidence": 0.95, + "summary": "The cluster is not a duplicate set: one PR is a substantive FP8 dequant/loading fix, while the others are unrelated Whisper/test-only changes. The best canonical PR is the FP8 fix PR.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44815 is the best canonical PR because it contains the clearest, substantive code-path fix (FP8 dequant/loading logic) across implementation files, whereas 43291 is Whisper-specific and 43665 is just test changes.", + "canonical_pr_reason": "PR 44815 is the only clearly substantive change: it adjusts core model loading and fine-grained FP8 integration to pass loading_info through and fix dequant/padding behavior, with matching model tests.", "best_issue_reason": null, - "best_pr_reason": "PR 44815 is the most suitable representative change: it fixes a concrete runtime path in core loading/FP8 integration and has the broadest, most coherent code impact. The other PRs are unrelated or test-only.", + "best_pr_reason": "PR 44815 is the strongest representative because it fixes a concrete code-path bug in FP8 dequantization/loading rather than just adjusting tests or unrelated tokenizer logic.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different models and different problems: Whisper tokenizer decoding vs CLIP/ViT test edits. They do not fix the same underlying bug or change." + "reason": "Whisper tokenizer decoding changes vs. CLIP/ViT test edits are unrelated; they do not fix the same underlying bug or change." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decode/timestamp handling is unrelated to FP8 dequantization and model-loading logic. No shared concrete code-path problem." + "reason": "Whisper timestamp decoding and FP8 model-loading/dequantization are different subsystems and different bug classes." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Test assertion edits in CLIP/ViT are unrelated to the FP8 loading/dequant fix. They would not plausibly merge into one PR." + "reason": "The left PR is test-only and even contains unrelated failing assertions; it does not appear to fix the same concrete code-path problem as the FP8 dequant/loading PR." } ] }, @@ -16381,12 +16381,12 @@ "pull_request:43488|pull_request:45476", "pull_request:43532|pull_request:45476" ], - "prepared_review_unit_hash": "22fef3c0a65f96787e3442ba86b9378ecbe4c48d293c400102a5f9af14e0b4db", + "prepared_review_unit_hash": "219408c45adc08fa50054de6eaf846f370a4c036220acc6ce87347c6426a178f", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7468, + "serialized_chars": 7467, "estimated_input_tokens": 1867, "estimated_eval_tokens": 3990 }, @@ -16394,7 +16394,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7468, + "serialized_chars": 7467, "estimated_input_tokens": 1867, "estimated_eval_tokens": 3990 }, @@ -16403,30 +16403,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests are synthetic, unrelated changes that only overlap on a shared test file. They do not fix the same underlying bug or implement the same change, so none of the soft duplicate edges should be accepted.", - "confidence": 0.96, + "summary": "These are three unrelated open PRs with placeholder edits; the only overlap is an incidental shared test file. They do not look like duplicates of the same code change or bug fix.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43532 is the most representative of the cluster because it centers on CI/test infrastructure changes and touches multiple related workflow/helper files, whereas the other two are equally synthetic but more isolated to different mock edits.", + "canonical_pr_reason": "No canonical PR: 43488 changes packaging/setup, 43532 rewires comment-driven CI/workflow behavior, and 45476 adds a CI caller plus unrelated tokenization/test edits. The shared `tests/models/vit/test_modeling_vit.py` touch is incidental.", "best_issue_reason": null, - "best_pr_reason": "PR 43532 is the best single representative if one must be chosen, but it is not a true duplicate of the others; the overlap is only superficial via shared test-file edits.", + "best_pr_reason": "43532 is the most coherent representative of the cluster because it has the broadest CI/workflow-focused change set and the most discussion, but it is still not a duplicate of the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Different targets and intent: one is a setup/version formatting change, the other rewires comment-based CI and testing utilities. Shared vit test filename is incidental." + "reason": "Different underlying changes: setup/package versioning versus workflow/notification logic. Shared Vit test file does not indicate the same fix." }, { "left": "pull_request:43488", "right": "pull_request:45476", "accept": false, - "reason": "These modify different code paths and workflows: repo packaging/versioning versus adding a PR CI caller and unrelated tokenizer/test edits. No common underlying bug." + "reason": "Unrelated PRs: packaging/setup edits versus CI workflow caller plus CLIP/Chinese-CLIP test tweaks. No shared concrete bug or code path." }, { "left": "pull_request:43532", "right": "pull_request:45476", "accept": false, - "reason": "Both touch workflow/test files, but they implement different CI plumbing changes and different model/test edits. They are not the same concrete fix and would not naturally merge into one PR." + "reason": "Both touch CI/testing infrastructure, but they fix different areas and mechanisms; the overlap in `test_modeling_vit.py` is not enough to merge them as one change." } ] }, @@ -16456,7 +16456,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "c75b7d2f2036b53a794d1253cd62bc13f5de089d25925f5e443997cd9b5a5b65", + "prepared_review_unit_hash": "92652be86e2fb8f3176b5fed5ad3b375b216af7da34ffa535d930e927c58ea2a", "component_budget": { "node_count": 2, "item_count": 2, @@ -16478,18 +16478,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs add different segmentation pipelines: one for promptable concept segmentation and one for promptable visual segmentation. They share documentation and pipeline plumbing, but they target distinct features and code paths, so they are related but not duplicates.", + "summary": "The two PRs are superficially similar pipeline-addition changes, but they implement different features: promptable concept segmentation vs promptable visual segmentation. They share scaffolding files, but they target different code paths, docs, and model integrations, so they should not be merged as duplicates.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43613 is the broader/more concrete change set: it adds the promptable visual segmentation pipeline plus multiple model integrations and tests, making it a better representative of this cluster.", + "canonical_pr_reason": "No canonical PR: these are separate feature PRs with different pipeline names, different model integrations, and different added files.", "best_issue_reason": null, - "best_pr_reason": "PR #43613 is the stronger standalone candidate because it covers a larger end-to-end feature addition with model, pipeline, and test coverage.", + "best_pr_reason": "No single best PR for a duplicate cluster here; the pair is not a true duplicate and both are distinct feature additions.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different features and likely different code paths: concept segmentation vs visual segmentation. The shared docs/pipeline scaffolding is not enough to treat them as the same underlying change, and they would not plausibly be merged into one PR without conflating two separate tasks." + "reason": "Different pipelines and feature targets: concept segmentation vs visual segmentation. Shared scaffolding does not make them the same underlying change, and they would not plausibly be merged into one PR." } ] }, @@ -16519,7 +16519,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "9cc0c6bca686bcc02f6b72eb9f6a5f2856d8d365bd09a77515910a9e028b9d16", + "prepared_review_unit_hash": "f4476aab5b5086ea4602a2df89902fca7659be3a439bd0390269932decfe9bea", "component_budget": { "node_count": 2, "item_count": 2, @@ -16541,18 +16541,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate trainer-extension PRs: one changes gradient-accumulation loss scaling, the other extracts signature-column inspection for overrideability. They share a file but not the same underlying fix.", - "confidence": 0.96, + "summary": "Two independent trainer extensibility PRs in the same file: one adds `_loss_is_scaled_for_ga` for gradient-accumulation loss scaling, the other adds `_get_signature_columns` to customize column filtering. They are related only by subsystem, not the same change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR: the two PRs modify different code paths and solve different problems in `trainer.py`.", + "canonical_pr_reason": "PR #43651 is the more concrete change to an existing training bug/behavior, with a direct code-path adjustment in `training_step`; PR #43663 is also valid but addresses a separate override point for input-column filtering.", "best_issue_reason": null, - "best_pr_reason": "PR 43651 is the stronger standalone anchor because it addresses a concrete training correctness behavior, whereas PR 43663 is a refactor/extension-point change.", + "best_pr_reason": "PR #43651 is the best representative of the cluster because it targets a specific, user-visible training behavior change and has the clearer standalone fix path. PR #43663 is a separate trainer API refactor rather than the same underlying problem.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Both touch `trainer.py`, but one is about loss scaling during gradient accumulation and the other is about signature-column filtering; they are not the same bug or change and would not plausibly merge into one PR." + "reason": "Different underlying changes: one controls loss scaling during gradient accumulation, the other extracts signature-column logic for filtering. Same file/subsystem, but not the same bug or mergeable into one PR." } ] }, @@ -16584,56 +16584,56 @@ "pull_request:43656|pull_request:43842", "pull_request:43836|pull_request:43842" ], - "prepared_review_unit_hash": "5121db7b9e55483a03f887faf2eac1df115623c285577a7a7aea5d4986cd248b", + "prepared_review_unit_hash": "c850ec3bcfe5d3014fc73b547ebc8f70e32fbddf3e06a9018764d7a511b3d2a5", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5992, - "estimated_input_tokens": 1498, - "estimated_eval_tokens": 3252 + "serialized_chars": 5993, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5992, - "estimated_input_tokens": 1498, - "estimated_eval_tokens": 3252 + "serialized_chars": 5993, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three PRs are related to `src/transformers/cli/serve.py` and all touch TypeAdapter/annotation handling, but the packet does not justify treating them as the same concrete fix. #43842 is the cleanest focused patch for the runtime `TypeAdapter` NameError, while the other two look like adjacent or broader annotation cleanups rather than definite duplicates.", - "confidence": 0.67, + "summary": "`43842` is the clearest representative for the `TypeAdapter` NameError in `src/transformers/cli/serve.py`. `43836` appears to overlap the same runtime typing issue closely enough to treat as the same fix family, but `43656` looks more like a broader annotation-cleanup change and is not well-supported as the same concrete bug fix.", + "confidence": 0.69, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43842 is the best canonical representative because it is the most narrowly scoped patch for the specific `TypeAdapter` NameError/annotation-import issue, with the least extra refactor churn.", + "canonical_pr_reason": "PR `43842` is the most focused fix: it directly addresses the `TypeAdapter` NameError with a minimal, targeted change in `serve.py` and is more narrowly scoped than the other candidates.", "best_issue_reason": null, - "best_pr_reason": "PR #43842 is the best global representative because it most directly and cleanly addresses the concrete runtime `TypeAdapter` problem in `serve.py`.", + "best_pr_reason": "PR `43842` is the best overall representative because it is the most explicit and narrowly scoped fix for the `pydantic`/`TypeAdapter` runtime failure in `serve.py`.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "The packet only shows soft similarity and a shared file; the PRs have different explicit issue targets and different fix shapes, so this is not enough to confirm the same underlying bugfix." + "reason": "Both touch `serve.py`, but `43656` is mainly a broader `from __future__ import annotations` / typing cleanup and targets a different issue number. The evidence is not strong enough to say it is the same concrete bug fix as `43842`." }, { "left": "pull_request:43836", "right": "pull_request:43842", - "accept": false, - "reason": "They share issue target 43824 and the same file, but the preview does not establish the same concrete workaround; #43836 appears broader and cannot be confidently merged with #43842 as a duplicate change." + "accept": true, + "reason": "These two PRs both point at the same `TypeAdapter`/annotation NameError in `serve.py` and are plausible alternative fixes for the same runtime code path, even though `43836` is broader in scope." } ] }, "evaluator_result": { "accept": false, - "feedback": "The summary and soft-edge verdicts are a bit too strong for the packet. The evidence only clearly supports that all three PRs touch the same file and are related to TypeAdapter/annotation handling, but it does not firmly establish that 43656 and 43842 are the same bugfix: they have different explicit issue targets and different fixes, and the packet only gives soft similarity. Likewise, 43836 and 43842 share issue target 43824, but the preview does not show enough to confidently say they are the same concrete workaround. Please keep the cross-PR equivalence claims more conservative." + "feedback": "The conclusions are a bit too strong for the packet. `43836` and `43842` are plausibly overlapping fixes in the same file and likely the same bug family, but `43656` is not well-grounded as the same TypeAdapter/pydantic issue: its diff preview shows a broader `from __future__ import annotations` / annotation cleanup, and its explicit issue target differs. The summary and the `43656`\u2194`43842` soft-edge verdict overstate the evidence; this should be phrased more conservatively or split by bugfix confidence." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -16794,8 +16794,8 @@ "pull_request:43997|pull_request:44056", "pull_request:44071|pull_request:44076", "pull_request:44074|pull_request:44101", - "pull_request:43997|pull_request:44018", "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", "pull_request:43997|pull_request:44161", "pull_request:44074|pull_request:44161", "pull_request:43997|pull_request:44071", @@ -16819,334 +16819,472 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "3645733da16eb6f879d97aa27b233c39d5a650d9711d6f30f339bbf62d8d2fbc", + "prepared_review_unit_hash": "63f167b6144e812fec0ad7d640a21cf055d3ac270e3ca332a02cd9bf32b8175f", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84503, - "estimated_input_tokens": 21126, - "estimated_eval_tokens": 42508 + "serialized_chars": 84505, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76936, - "estimated_input_tokens": 19234, - "estimated_eval_tokens": 38724 + "serialized_chars": 76939, + "estimated_input_tokens": 19235, + "estimated_eval_tokens": 38726 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of independent model-by-model refactors to a shared output-tracing pattern. Only PRs that touch the same model/code path as later revisions look like true duplicates; shared issue target #43979 alone is not enough.", - "confidence": 0.87, + "summary": "This cluster is mostly a set of model-specific output-tracing refactors. Only the same-model GPT-J and GPT-Neo variants look like true duplicates; the cross-model PR pairs are generally just similar pattern work, not the same underlying change.", + "confidence": 0.62, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44066 is the best canonical representative: it has the explicit target #43979 and the broadest GPT-J/CodeGen output-tracing refactor, with later GPT-J follow-ups (44085, 44722) appearing to be the same underlying change.", + "canonical_pr_reason": "PR 44722 is the clearest and most complete representative of the standardized output-tracing refactor line: it explicitly targets the shared issue, touches the concrete GPT-J/CodeGen code paths, and overlaps directly with the other GPT-J variants.", "best_issue_reason": null, - "best_pr_reason": "PR 44066 is the strongest cluster anchor for the same reason: it is central to the GPT-J output-tracing refactor line and is the broadest instance of that concrete change.", + "best_pr_reason": "PR 44722 is the strongest single anchor for this cluster because it is explicit about the refactor goal, covers the core GPT-J/CodeGen implementation, and best subsumes the close GPT-J duplicates.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families/code paths; CVT/FNet is unrelated to GPT-J." + "reason": "Different models and different code paths; same tracking issue and refactor theme are not enough to make these duplicates." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different models and different output-tracing implementations." + "reason": "CVT/FNet output-tracing refactors are separate model changes from DeBERTa V2." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both are GPT-J output-tracing refactors in the same code path/file, so they look like the same underlying change." + "reason": "Same GPT-J output-tracing refactor family, same file, and highly overlapping changes; these could plausibly be merged into one PR." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "ResNet and EfficientNet are separate model implementations; same theme, not the same change." + "reason": "ResNet/RegNet/RT-DETR vs EfficientNet are separate model implementations, not one shared bug/change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet vs GPT-J/CodeGen are unrelated code paths." + "reason": "Different model families and code paths; broad standardized-output work is not enough to treat them as duplicates." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen refactor vs EfficientNet refactor; different models." + "reason": "GPT-J/CodeGen refactor is unrelated to EfficientNet output tracing." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa v2 are unrelated model paths." + "reason": "MobileNetV2 and DeBERTa V2 are unrelated concrete implementations." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J output tracing vs MGP-STR output tracing; different models and code changes." + "reason": "GPT-J/CodeGen refactor is unrelated to MGP-STR output handling." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are different architectures and fixes." + "reason": "GPT-J/CodeGen and MPT are separate model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both target GPT-Neo output tracing in the same file/test area, indicating the same underlying refactor." + "reason": "Both are GPT-Neo output-tracing refactors against the same model file and same underlying change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo are different model code paths." + "reason": "GPT-J/CodeGen and GPT-Neo are different implementations despite similar refactor style." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J are separate model implementations." + "reason": "Different model families and code paths." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated." + "reason": "ResNet output tracing and GPT-J/CodeGen output tracing are separate concrete changes." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are unrelated changes." + "reason": "MGP-STR and GPT-J/CodeGen are unrelated model paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet vs GPT-J; different model code paths." + "reason": "ResNet and GPT-J are unrelated concrete code-path changes." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated model fixes." + "reason": "GPT-Neo and ResNet are different models and different fixes." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet vs MPT; different models and changes." + "reason": "ResNet and MPT are separate model implementations." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo refactor vs Flaubert refactor; not the same change." + "reason": "GPT-Neo and Flaubert are unrelated output-tracing changes." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model paths." + "reason": "GPT-Neo and GPT-J/CodeGen are different model code paths." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT vs GPT-J/CodeGen are unrelated code paths." + "reason": "MPT and GPT-J/CodeGen are separate model changes." }, { - "left": "pull_request:44059", + "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT2 and Flaubert are different model implementations." + "reason": "GPT-Neo and Flaubert are different model implementations." }, { - "left": "pull_request:44085", + "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J vs MGP-STR; different models and fixes." + "reason": "GPT-Neo and MGP-STR do not share the same concrete bug/change." }, { - "left": "pull_request:44085", + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are separate model paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are different models with different implementation details." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 and MGP-STR are unrelated model changes." + }, + { + "left": "pull_request:44059", "right": "pull_request:44722", - "accept": true, - "reason": "Both are GPT-J output-tracing refactors in the same code path, so they look like the same underlying change." + "accept": false, + "reason": "GPT2 and GPT-J/CodeGen are separate model code paths." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert are unrelated model changes." + "reason": "ViLT and Flaubert/XLM are different model families and fixes." }, { "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo vs MPT; different code paths." + "reason": "GPT-Neo and MPT are not the same underlying change." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "Segformer vs GPT-J are unrelated model refactors." + "reason": "Segformer and GPT-J/CodeGen are separate model implementations." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "Segformer and LongT5 are different model changes." + "reason": "Segformer and LongT5 are different model code paths." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "Segformer vs VisualBert; different code paths." + "reason": "Segformer and VisualBert are unrelated model-specific output tracing changes." }, { "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are unrelated model fixes." + "reason": "GPT-Neo and MPT are different models." }, { "left": "pull_request:44071", "right": "pull_request:44086", "accept": false, - "reason": "MPT vs MGP-STR; different models." + "reason": "MPT and MGP-STR are separate code paths." }, { "left": "pull_request:43997", "right": "pull_request:44073", "accept": false, - "reason": "RegNet and VisualBert are unrelated." + "reason": "RegNet and VisualBert are unrelated concrete changes." }, { "left": "pull_request:44017", "right": "pull_request:44071", "accept": false, - "reason": "Segformer vs MPT; different models." + "reason": "Segformer and MPT are different models." }, { "left": "pull_request:44073", "right": "pull_request:44101", "accept": false, - "reason": "VisualBert and Flaubert are different model paths." + "reason": "VisualBert and Flaubert/XLM are separate model-specific refactors." }, { "left": "pull_request:44059", "right": "pull_request:44071", "accept": false, - "reason": "GPT2 vs MPT; unrelated fixes." + "reason": "GPT2 and MPT are unrelated implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT2 and GPT-Neo are different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT2 are separate model-specific changes." }, { "left": "pull_request:44056", "right": "pull_request:44101", "accept": false, - "reason": "MPNet and Flaubert are different model changes." + "reason": "MPNet and Flaubert/XLM are different model refactors." }, { "left": "pull_request:44073", "right": "pull_request:44161", "accept": false, - "reason": "VisualBert vs LongT5; unrelated models." + "reason": "VisualBert and LongT5 are unrelated model-specific changes." }, { "left": "pull_request:44101", "right": "pull_request:44161", "accept": false, - "reason": "Flaubert and LongT5 are different code paths." + "reason": "Flaubert/XLM and LongT5 are separate model code paths." }, { "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "RegNet vs Segformer; different models." + "reason": "RegNet and Segformer are different models." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet vs MPNet; unrelated changes." + "reason": "RegNet and MPNet are unrelated output-tracing refactors." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT vs ImageGPT; different model implementations." + "reason": "MPT and ImageGPT are different model implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are separate concrete changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated model-specific refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are separate model-specific changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet and MPT are different implementations." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert vs MPT; unrelated." + "reason": "SqueezeBert and MPT are unrelated model changes." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert vs VisualBert; different code paths." + "reason": "SqueezeBert and VisualBert are separate output-tracing refactors." }, { "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo vs SpeechT5; different model changes." + "reason": "GPT-Neo and SpeechT5 do not share the same underlying bug/change." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are different model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are unrelated." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are separate model-specific fixes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are unrelated models." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", "accept": false, - "reason": "TextNet vs Flaubert; unrelated." + "reason": "MPT and SpeechT5 are different concrete code paths." }, { "left": "pull_request:43996", "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet vs LongT5; different model refactors." + "reason": "CVT/FNet and LongT5 are unrelated model changes." }, { "left": "pull_request:43996", "right": "pull_request:44017", "accept": false, - "reason": "CVT/FNet vs Segformer; different model code paths." + "reason": "CVT/FNet and Segformer are different model-specific refactors." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert vs DeBERTa v2; unrelated." + "reason": "SqueezeBert and DeBERTa V2 are separate model implementations." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa v2 vs TextNet; different model changes." + "reason": "DeBERTa V2 and TextNet are unrelated changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen standardized output-tracing refactor with highly overlapping file changes; one PR could plausibly subsume the other." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both edit GPT-J output tracing in the same model file and are close enough to be one merged refactor." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are different model code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and ResNet/RegNet/RT-DETR are different model families." + }, + { + "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 V2 and SpeechT5 are separate model-specific changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa V2 and VITS are different concrete code paths." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet vs ImageGPT; same theme but not the same concrete change." + "reason": "FocalNet and ImageGPT are separate model implementations." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative: it treats the cluster as mostly independent model-specific refactors and only accepts pairs that clearly appear to be the same model/code-path revision series. The accepted pairs (GPT-J/GPT-Neo follow-ups) are plausibly mergeable into a single bugfix PR, and the rejected pairs are appropriately framed as related-theme but different code paths. No evident overstatement." + "feedback": "The summary is well grounded in the packet and stays conservative: it treats most cross-model pairs as similar refactors rather than duplicates, and the accepted pairs are the clearly overlapping same-model cases (GPT-J/CodeGen and GPT-Neo). The anchor choice of PR 44722 is also supported by the shared filenames and explicit issue linkage." }, "evaluator_used": true, "retried": false, @@ -17181,20 +17319,20 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "cbdc247a5f9b4710b80b04bf85d08a216d19842d6fc0e3cc9cb544f52685630b", + "prepared_review_unit_hash": "10f4a87f48777ed9486ea991017b5b8962761d84725a31e26b0c91a62d705b6a", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84503, - "estimated_input_tokens": 21126, - "estimated_eval_tokens": 42508 + "serialized_chars": 84505, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13067, + "serialized_chars": 13066, "estimated_input_tokens": 3267, "estimated_eval_tokens": 6790 }, @@ -17203,42 +17341,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are related model-specific refactors around standardized output capturing, but they are not duplicate PRs. Each one targets a different model/code path, so the soft links should be rejected.", - "confidence": 0.9, + "summary": "These PRs all refactor model-specific output tracing toward the new capture_outputs/can_return_tuple pattern, but they target different architectures and code paths. They are related thematically, not duplicates of the same underlying change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the clearest representative: it has an explicit issue target and a concrete SpeechT5 output-tracing refactor. The other PRs are separate model-specific migrations, not the same change.", + "canonical_pr_reason": "PR 44074 is a good cluster representative because it shows the output-tracing migration clearly and includes both implementation and test updates for one model.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the best overall anchor because it is the most clearly scoped and explicitly tracked change, whereas the others are independent refactors in different model implementations.", + "best_pr_reason": "PR 44129 is the strongest single PR to keep on its own: it has an explicit issue target and a concrete SpeechT5 output-tracing refactor in one code path.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Same broad output-tracing refactor theme, but different models and files (VisualBert vs TextNet). They are not the same underlying fix and would not be merged as one PR." + "reason": "Same refactor theme, but different models (VisualBert vs TextNet) and different implementation details; not one mergeable change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both migrate output tracing, but MPNet and VisualBert are distinct model implementations with different concrete code paths." + "reason": "Both migrate output tracing, but MPNet and VisualBert are separate model-specific code paths." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Same standardized-tracing pattern, but MPNet and TextNet are separate model-specific changes rather than one shared bug fix." + "reason": "Related standardized-output refactors, but they touch different model implementations and cannot plausibly be merged into one PR." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model code paths; the similarity is only at the refactor pattern level, not the same underlying change." + "reason": "RegNet and SqueezeBert are unrelated concrete model paths; the similarity is only the broad output-tracing migration pattern." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Both touch output capture, but SqueezeBert and SpeechT5 are different model paths, and 44129 is tied to a specific SpeechT5 issue/refactor." + "reason": "SqueezeBert and SpeechT5 are distinct model-specific refactors; same subsystem theme is not enough to treat them as duplicates." } ] }, @@ -17289,13 +17427,16 @@ "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:44000|pull_request:44026", "pull_request:44001|pull_request:44002", - "pull_request:44001|pull_request:44003", "pull_request:44001|pull_request:44025", + "pull_request:44001|pull_request:44026", "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44025", + "pull_request:44001|pull_request:44003", "pull_request:44002|pull_request:44003", + "pull_request:44000|pull_request:44003", "pull_request:44003|pull_request:44028", "pull_request:44003|pull_request:44004", "pull_request:43998|pull_request:44004", @@ -17318,274 +17459,292 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "1b5eebe857388e42816b08bf1ef76d37aba13cb2b6bf722c82a1abe3f3f8a66c", + "prepared_review_unit_hash": "ec1c77a882b5cb7e3f10abb5bf27e5f099aa8ff5f295f4fba15e81c464da9b1b", "component_budget": { "node_count": 13, "item_count": 13, - "soft_pair_count": 40, - "serialized_chars": 40166, - "estimated_input_tokens": 10042, - "estimated_eval_tokens": 20340 + "soft_pair_count": 43, + "serialized_chars": 41322, + "estimated_input_tokens": 10331, + "estimated_eval_tokens": 20918 }, "budget": { "node_count": 13, "item_count": 13, - "soft_pair_count": 40, - "serialized_chars": 40166, - "estimated_input_tokens": 10042, - "estimated_eval_tokens": 20340 + "soft_pair_count": 43, + "serialized_chars": 41322, + "estimated_input_tokens": 10331, + "estimated_eval_tokens": 20918 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are all closely themed output-tracing refactors, but they target different model families and code paths, so I would not treat any pair as duplicates. PR 44003 is the best representative anchor because it is the broadest and most infrastructural of the set.", - "confidence": 0.96, + "summary": "These are not duplicate PRs; they are a batch of model-specific output-tracing refactors with similar naming and shared helper usage, but they affect different code paths and should stay separate.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the broadest representative: it spans both Mamba and FalconMamba and introduces the shared output-capturing plumbing, whereas the others are narrower per-model refactors.", + "canonical_pr_reason": "PR 44003 is the broadest and most representative single change in the set (it spans `mamba` and `falcon_mamba` and adds output-capture plumbing), so it best anchors the cluster even though it is not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "Same as canonical: it is the most representative and infrastructural PR in this cluster, but the set is still not duplicate-equivalent.", + "best_pr_reason": "PR 44003 is the strongest exemplar of the theme because it makes the most substantial tracing-related change, but the rest are distinct per-model refactors rather than one mergeable fix.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same refactor theme, but different model code paths (`timm_backbone` vs `upernet`), so not the same underlying change." + "reason": "Different models (`timm_backbone` vs `upernet`); same refactor pattern, not the same concrete bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Both are output-tracing refactors, but for different models (`timm_backbone` vs `vision_text_dual_encoder`)." + "reason": "`timm_backbone` and `vision_text_dual_encoder` touch unrelated forward paths and model outputs." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different model implementations and outputs; only the refactor pattern matches." + "reason": "`timm_backbone` vs `univnet`; shared helper style, but no shared code path or mergeable fix." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different families and mechanics: `timm_backbone` output handling vs Mamba/FalconMamba output-capture plumbing." + "reason": "`timm_backbone` output handling is unrelated to the `mamba/falcon_mamba` tracing plumbing." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different models and code paths; same high-level topic only." + "reason": "`timm_backbone` and `rwkv` are different models with different forward signatures and tracing behavior." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "`mobilenet_v1` and `univnet` are unrelated implementations; not one shared bug/change." + "reason": "`mobilenet_v1` and `univnet` are separate model families; not one concrete duplicate fix." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different models (`mobilenet_v1` vs `upernet`), so this is just a similar refactor style." + "reason": "`mobilenet_v1` output tracing is unrelated to `upernet`'s segmentation forward path." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and files; no single concrete code-path problem." + "reason": "`mobilenet_v1` and `depth_anything` are different models and different refactors, despite similar helper usage." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "`mobilenet_v1` and `vision_encoder_decoder` are unrelated code paths." + "reason": "`mobilenet_v1` vs `vision_encoder_decoder`; same theme, but distinct model code and behavior." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Same refactor motif, but the underlying models and changes are distinct." + "reason": "`mobilenet_v1` and `speech_encoder_decoder` are separate encoder/decoder vs classifier-style paths." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Different models (`vision_text_dual_encoder` vs `univnet`) and different output types." + "reason": "`vision_text_dual_encoder` and `univnet` do not share the same underlying bug or fix." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Same tracing refactor style, but different model code paths and outputs." + "reason": "`vision_text_dual_encoder` vs `upernet`; different architecture, different output contract." }, { "left": "pull_request:44000", - "right": "pull_request:44003", + "right": "pull_request:44025", "accept": false, - "reason": "Different subsystems: dual-encoder forward refactor vs Mamba output-capture changes." + "reason": "`vision_text_dual_encoder` and `depth_anything` are unrelated model refactors." }, { "left": "pull_request:44000", - "right": "pull_request:44025", + "right": "pull_request:44026", "accept": false, - "reason": "Different model families and filenames; not mergeable as one concrete fix." + "reason": "`vision_text_dual_encoder` and `vision_encoder_decoder` are both multimodal, but the changed code paths are distinct." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "`univnet` and `upernet` are unrelated models; only the generic refactor pattern overlaps." + "reason": "`univnet` audio generation and `upernet` segmentation are unrelated changes." }, { "left": "pull_request:44001", - "right": "pull_request:44003", + "right": "pull_request:44025", "accept": false, - "reason": "Different implementation families and different output-handling mechanisms." + "reason": "`univnet` vs `depth_anything`; same refactor motif, not one mergeable fix." }, { "left": "pull_request:44001", - "right": "pull_request:44025", + "right": "pull_request:44026", "accept": false, - "reason": "Different models (`univnet` vs `depth_anything` / `prompt_depth_anything`), so not the same bug/change." + "reason": "`univnet` and `vision_encoder_decoder` affect different model families and output APIs." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "Different model families (`upernet` vs `rwkv`) and different forward/output plumbing." + "reason": "`upernet` and `rwkv` are different models and do not fix the same concrete issue." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44025", + "accept": false, + "reason": "`upernet` vs `depth_anything`; different dense prediction models, different forward changes." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "`univnet` and `mamba/falcon_mamba` are unrelated model implementations." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "`upernet` and Mamba-family output refactors are distinct code paths." + "reason": "`upernet` segmentation refactor is not the same code-path change as `mamba/falcon_mamba` tracing." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "`vision_text_dual_encoder` and `mamba/falcon_mamba` are entirely different model stacks." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Both touch output tracing, but in unrelated model families (`mamba` vs `superpoint`)." + "reason": "`mamba/falcon_mamba` vs `superpoint`; shared tracing theme, but different model code and outputs." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different model families and concrete changes; not one shared PR-worthy fix." + "reason": "`mamba/falcon_mamba` tracing changes are unrelated to the `codegen` forward signature refactor." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "`timm_backbone` and `codegen` are unrelated code paths with different output semantics." + "reason": "`timm_backbone` and `codegen` change different models and different output-return behavior." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Different model implementations and output contracts." + "reason": "`univnet` and `codegen` are separate model families with no shared bug." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "`upernet` and `codegen` are unrelated; same refactor theme only." + "reason": "`upernet` and `codegen` are unrelated refactors across segmentation vs language modeling." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Different model families and output paths; not the same underlying change." + "reason": "`vision_text_dual_encoder` and `codegen` do not look like one fix to one code path." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "`depth_anything` and `vision_encoder_decoder` are different code paths and output types." + "reason": "`depth_anything` and `vision_encoder_decoder` are different models; same helper import pattern is not enough to merge." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different encoder-decoder/depth models; no shared concrete bug." + "reason": "`depth_anything` vs `speech_encoder_decoder`; distinct output tracing changes in different stacks." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "`depth_anything` and `superpoint` are unrelated model implementations." + "reason": "`depth_anything` and `superpoint` both concern vision outputs, but they are different concrete code paths." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different model families (`depth_anything` vs `rwkv`) and different tracing mechanics." + "reason": "`depth_anything` and `rwkv` are unrelated model refactors." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "`depth_anything` and `dpr` are separate model code paths." + "reason": "`depth_anything` vs `dpr`; separate model families and output contracts." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Different models (`vision_encoder_decoder` vs `rwkv`) with no shared concrete fix." + "reason": "`vision_encoder_decoder` and `rwkv` are not the same underlying bug or change." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are parallel but distinct implementations." + "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are related only at a high level, but their code paths are distinct." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different model code paths; only the generic output-tracing refactor matches." + "reason": "`vision_encoder_decoder` vs `superpoint`; different models and different return-path refactors." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "`vision_encoder_decoder` and `dpr` are unrelated models." + "reason": "`vision_encoder_decoder` and `dpr` are different implementations with no concrete shared fix." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Different models (`speech_encoder_decoder` vs `superpoint`), so not duplicate-equivalent." + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated refactors." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and output contracts." + "reason": "`speech_encoder_decoder` and `rwkv` touch different model code paths." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "`speech_encoder_decoder` and `dpr` are separate code paths." + "reason": "`speech_encoder_decoder` vs `dpr`; same broad pattern, but not the same bug/change." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "`superpoint` and `rwkv` are unrelated implementations." + "reason": "`superpoint` and `rwkv` are different model families with distinct outputs." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different model families; same high-level refactor theme only." + "reason": "`superpoint` vs `dpr`; both vision-related, but not mergeable as one PR." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "`rwkv` and `dpr` are different model code paths and not the same change." + "reason": "`rwkv` and `dpr` are unrelated model code paths and output semantics." } ] }, @@ -17618,7 +17777,7 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "6af87209d648e6ea12a8289bc87f48d32e9f0c86e13950fd379658dc474ed6e1", + "prepared_review_unit_hash": "bcfd776785b534de81a4189436272dc0e5bec23e69ab0b0cc18a29224f55ec5a", "component_budget": { "node_count": 3, "item_count": 3, @@ -17640,30 +17799,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three open PRs that all add different model integrations to Transformers. They share boilerplate registry/docs changes, but each targets a distinct model (PenguinVL, DeepSeek-OCR-2, Voxtral TTS), so they are not duplicates.", - "confidence": 0.96, + "summary": "These are three separate model-addition PRs (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). They share Transformers boilerplate files, but they are not the same underlying change and should not be deduplicated.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:45075 is the most mature representative: it is a full model implementation, not a draft, and has the highest review activity among the three.", + "canonical_pr_reason": "No canonical PR: each PR adds a different model integration and addresses a distinct codebase change.", "best_issue_reason": null, - "best_pr_reason": "pull_request:45075 is the strongest cluster representative overall because it is a complete, non-draft model add with substantial review discussion; however, it is not the same change as the others.", + "best_pr_reason": "None of these is a duplicate of the others; if forced to pick the most self-contained representative, PR #45075 is the clearest complete model-addition package, but it is not a canonical duplicate target.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model additions (PenguinVL vs Voxtral TTS). Shared auto/docs registry edits are generic integration boilerplate, not the same underlying bug or change." + "reason": "Different model targets and different integration/code paths: PenguinVL vs Voxtral TTS. Shared auto-registration and docs boilerplate is not enough to treat them as one change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "Different model additions (PenguinVL vs DeepSeek-OCR-2). Overlap in shared files is from standard model-registration plumbing, not a shared code-path fix." + "reason": "Different models with different implementations and files. They only overlap on generic Transformers scaffolding, not the same bug or feature." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "Different model additions (DeepSeek-OCR-2 vs Voxtral TTS). They touch similar registration files but implement unrelated models, so they should not be merged as duplicates." + "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model additions. The overlap is limited to common framework wiring, so they should remain separate PRs." } ] }, @@ -17693,7 +17852,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "ed5ade6db8ac646568860abbb9243a73f00fb9c88736de735fba16ba96e253e8", + "prepared_review_unit_hash": "0dfffa18f7a49a2f3dde418cf4e46d8c6adaf4eab59a631e7cbd14aefb7e16d0", "component_budget": { "node_count": 2, "item_count": 2, @@ -17715,18 +17874,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are related by theme (module/kernel fusion) but they target different layers: PR #44979 introduces a generic Module Fusion API, while PR #45363 wires KernelConfig-based n-to-1 fusion into model loading and adds an example. They are not the same underlying change.", - "confidence": 0.92, + "summary": "These PRs are related conceptually but they are not the same change: #44979 introduces a general Module Fusion API, while #45363 adds a specific n-to-1 kernel fusion feature wired through KernelConfig and related integration points. They target different scopes and code paths, so they should not be merged as duplicates.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "#44979 is the more foundational, self-contained API addition (new module_fusion.py plus tests). #45363 is a separate, more specific feature built on fusion concepts rather than the same fix/change.", + "canonical_pr_reason": "#44979 is the more foundational and general change: it introduces the reusable module fusion API itself, whereas #45363 is a narrower feature built around KernelConfig-based kernel fusion.", "best_issue_reason": null, - "best_pr_reason": "#44979 is the better single representative for the cluster because it defines the core API surface; #45363 is draft and focused on a different concrete integration path.", + "best_pr_reason": "#44979 is the best representative PR for the cluster because it is the core API introduction; #45363 is a downstream application of fusion machinery rather than the same concrete change.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Same broad fusion area, but different concrete code paths and deliverables: generic module-fusion API vs KernelConfig-driven n-to-1 kernel fusion integration. Not mergeable as one PR without conflating separate features." + "reason": "They are adjacent feature work, but not the same underlying bug or change. #44979 adds the generic fusion API; #45363 implements a specific kernel-fusion path via KernelConfig across different files and behavior." } ] }, @@ -17756,12 +17915,12 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "0425d81a903afa045f95086dc7a1ae874e39da0521f13ba9a217a6d295bd7473", + "prepared_review_unit_hash": "3611f87e66e92d132953e009b30ea4b197d6f4531163cb1edcf26cfd1c3ce112", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4413, + "serialized_chars": 4414, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -17769,7 +17928,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4413, + "serialized_chars": 4414, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -17778,18 +17937,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same Mistral regex patch bug in `tokenization_utils_tokenizers.py` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 is the more complete fix because it adds tests and appears to be the cleaner canonical PR.", + "summary": "Both PRs address the same Mistral regex patch AttributeError by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; they target the same issue and are effectively duplicate fixes, with 45317 adding test coverage.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "Choose PR 45317 as canonical: it targets the same AttributeError fix as 45086 but is more complete, with an added test file and slightly broader validation of `fix_mistral_regex=True`.", + "canonical_pr_reason": "PR 45317 is the more complete version of the same fix: it includes the identical code change plus regression tests, making it the best canonical representative.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best representative of the cluster because it fixes the concrete code-path bug and includes test coverage, making it the strongest standalone change.", + "best_pr_reason": "PR 45317 is the best overall candidate because it fixes the same concrete bug as 45086 and adds tests to validate the change.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug and same code change in `_patch_mistral_regex`; 45317 is essentially a superset with tests, so these are duplicate fix attempts for the same issue." + "reason": "Same underlying AttributeError fix in the same function and file; 45317 is a superset with tests, so these could plausibly be merged into one PR." } ] }, @@ -17819,7 +17978,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "622036805d39fcf5ae56ae36353339d7e83be8e94cda27f1dd6bf9934ae83a35", + "prepared_review_unit_hash": "ccffc962fb76cf47bb0e75b5fe1ede7b316fa74785a3df5fbc3c8a9388bc367b", "component_budget": { "node_count": 2, "item_count": 2, @@ -17841,18 +18000,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs overlap on NemotronH internals, but they are not the same change: one adds conversion-key remapping for NemotronH/NemotronH-Dense, while the other performs a broader architecture split into NemotronHDense/NemotronHSparse with docs, auto-mapping, and tests. Treat them as related but distinct.", + "summary": "These are related NemotronH architecture changes, but they are not the same underlying change: one is a narrow NemotronH\u2192GraniteMoeHybrid refactor/conversion mapping update, the other introduces the split NemotronH Dense/Sparse model family and accompanying docs/tests. Treat as separate PRs.", "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the better canonical representative because it is the broader, more complete NemotronH refactor: it introduces the dense/sparse model split, updates auto-mapping/docs, and includes tests. PR #45115 is a narrower conversion-mapping-focused follow-up and does not subsume the full architecture change.", + "canonical_pr_reason": "PR 45569 is the most representative cluster item because it covers the full model split and user-facing integration work (configs, auto mappings, docs, tests), whereas PR 45115 is a narrower conversion/refactor patch.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the best overall PR for the cluster since it covers the main user-facing and structural change set, not just a partial conversion path update.", + "best_pr_reason": "PR 45569 is the strongest standalone change: it implements the concrete NemotronH Dense/Sparse model structure and the public documentation/update path. PR 45115 is more of an internal renaming/refactor and is not a substitute for the broader architecture change.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They touch some of the same NemotronH files, but the concrete changes differ: #45115 is about checkpoint conversion renames and compatibility mapping, while #45569 is a larger refactor splitting NemotronH into dense/sparse model variants with docs and tests. They could not plausibly be merged as one single PR without conflating separate change sets." + "reason": "Different scope and code path: 45115 updates conversion/key renaming for a NemotronH-to-GraniteMoeHybrid refactor, while 45569 introduces separate NemotronHDense/NemotronHSparse implementations plus docs/tests. They would not plausibly merge into one single fix." } ] }, @@ -17882,12 +18041,12 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "74a802f70e995b0e822106ce7c294c5c32e41813d04e1dfd7a71029e8ad6e457", + "prepared_review_unit_hash": "8ef47f2dd90e47bffd013819ca6cd34b7650b2abfa174b1b7f800788e7b92e47", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5397, + "serialized_chars": 5398, "estimated_input_tokens": 1350, "estimated_eval_tokens": 2956 }, @@ -17895,7 +18054,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5397, + "serialized_chars": 5398, "estimated_input_tokens": 1350, "estimated_eval_tokens": 2956 }, @@ -17904,18 +18063,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related pieces of a heterogeneous-model feature, but they are not the same change: #45333 adds per-layer config support, while #45332 adds the broader modeling/cache integration on top of that. They share infrastructure and files, yet they target different layers of the feature stack, so they should not be deduped.", - "confidence": 0.91, + "summary": "These two PRs are closely related but not duplicates: one introduces heterogeneous per-layer configuration plumbing, while the other adds the broader heterogeneous modeling/cache support that builds on it. They touch overlapping files, but they are not the same concrete change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "#45332 is the broader umbrella PR: it covers heterogeneous config plus downstream modeling/cache changes, whereas #45333 is a narrower config-only slice of the same feature area.", + "canonical_pr_reason": "PR #45332 is the better canonical representative because it is the broader end-to-end heterogeneous model support change and appears to subsume the per-layer config groundwork from #45333.", "best_issue_reason": null, - "best_pr_reason": "#45332 is the best representative of the cluster because it captures the end-to-end heterogeneous model support rather than just the configuration plumbing.", + "best_pr_reason": "PR #45332 is the strongest single representative for the cluster since it covers the larger feature surface and is the more complete change set.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related feature work, but not the same concrete bug/change; #45333 is config support only, while #45332 adds the broader modeling/cache behavior. They would not be a clean single merged PR." + "reason": "Reject: #45333 adds per-layer config support, while #45332 adds broader heterogeneous modeling/cache behavior. They overlap, but they are not the same underlying bug or change and would not plausibly be merged as one PR without losing distinct scope." } ] }, @@ -17945,12 +18104,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "bc088114494e4b870947c1fa5c40516f3515c57345d47f138c088b63ab975640", + "prepared_review_unit_hash": "49c6f8b4a100adc2d00b5a982eb259e45307664c463aba6f23bc54cd2dab02c6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -17958,7 +18117,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -17967,18 +18126,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests are type-checking/typing maintenance in transformers, but they are not the same change: one is a broad typing sweep across many files, while the other adds focused typing support around `modeling_utils`/PEFT-related protocols. The overlap in filenames is not enough to treat them as duplicates.", - "confidence": 0.87, + "summary": "Both PRs are typing-related, but they implement different changes: #45415 is a broad type-checking sweep across many files plus pyproject ignores, while #45425 adds shared typing protocols/helpers and a smaller set of typing fixes. They are related in theme but not the same underlying change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the more focused and self-contained typing change, centered on `_typing.py` plus the specific modeling/PEFT paths it needs to support.", + "canonical_pr_reason": "PR #45425 is the better representative for the cluster because it is the more focused typing-infrastructure change and has substantial review activity, making it a better anchor than the broad sweep in #45415.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the best representative of this cluster because it targets a concrete typing gap rather than a broad repository-wide type-checking sweep.", + "best_pr_reason": "PR #45425 is the best overall PR candidate because it centers on reusable typing definitions and targeted fixes, whereas #45415 is a wider housekeeping pass across many files.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Shared typing-related files, but 45415 is a wide type-checking sweep while 45425 is a narrower modeling_utils/PEFT typing fix; they do not look like the same underlying change." + "reason": "Reject: both are about typing cleanup, but they address different scopes and code changes. #45415 is a broad type-checking pass; #45425 adds shared protocols/type aliases and related fixes. They would not plausibly be merged as one concrete PR." } ] }, @@ -18008,12 +18167,12 @@ "soft_pairs": [ "pull_request:45487|pull_request:45615" ], - "prepared_review_unit_hash": "e33b2cdaf6da940988aa9d829bbadc1cfa49f5e56cb27a0d406b9d190ec10e4e", + "prepared_review_unit_hash": "466bee79c9b180dfd4c3a2ded8a574c4bc28151f346a58c242e06fceb2f9565a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5160, + "serialized_chars": 5159, "estimated_input_tokens": 1290, "estimated_eval_tokens": 2836 }, @@ -18021,7 +18180,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5160, + "serialized_chars": 5159, "estimated_input_tokens": 1290, "estimated_eval_tokens": 2836 }, @@ -18030,18 +18189,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated in substance: one fixes a real model-parallel device placement bug in AltCLIP/ChineseCLIP code, while the other only updates Qianfan OCR XPU test expectations. They should not be clustered as duplicates.", - "confidence": 0.98, + "summary": "These are not duplicates: PR 45487 is a real model-parallel device-placement fix for AltCLIP/ChineseCLIP, while PR 45615 only updates Qianfan OCR XPU test expectations. They touch different models, different code paths, and one is code while the other is test data.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45487 is the substantive code fix: it changes model code to move buffered token type IDs onto the correct device, addressing an actual parallelism bug across multiple models.", + "canonical_pr_reason": "PR 45487 is the substantive code fix: it addresses device mismatch in model-parallel forward logic across multiple model implementations. PR 45615 is only a test expectation update for XPU and does not represent the underlying bug fix.", "best_issue_reason": null, - "best_pr_reason": "PR #45487 is the best representative artifact because it targets the underlying runtime bug with code changes, not just test-data updates.", + "best_pr_reason": "PR 45487 is the best representative artifact because it fixes the actual runtime bug in the model code. PR 45615 is narrowly a test update and is not a good canonical change for this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:45487", "right": "pull_request:45615", "accept": false, - "reason": "Different underlying changes and code paths: AltCLIP/ChineseCLIP device-placement fix versus Qianfan OCR XPU test expectation updates. They are not the same bug or mergeable as one PR." + "reason": "Different underlying changes: 45487 fixes model-parallel tensor device handling in AltCLIP/ChineseCLIP, while 45615 only adds XPU expected outputs for Qianfan OCR tests. They do not appear mergeable into one PR." } ] }, @@ -18071,12 +18230,12 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "83a07b0b6fff5d36fcb35ed8548b337441fd2035b25abfdc9db320f23c33ab5b", + "prepared_review_unit_hash": "bb8fb52fd6e2fa09823f32dbbc684ed742894546361b2e9ef9b614c7c87043eb", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4506, + "serialized_chars": 4508, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -18084,7 +18243,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4506, + "serialized_chars": 4508, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -18093,18 +18252,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a broad EP/distributed-loading level, but they fix different concrete bugs and should not be merged as duplicates. One addresses EP + DeepSpeed ZeRO-3 loading via accelerate launch; the other addresses EP + FSDP2 where experts were overwritten by rank-0 broadcast.", - "confidence": 0.91, + "summary": "Both PRs touch expert-parallel loading paths in Transformers, but they fix different failures: 45548 is about EP + DeepSpeed ZeRO-3 loading via `accelerate launch`, while 45662 is about EP + FSDP2 experts being overwritten by rank-0 broadcast. Related subsystem, not the same bug.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the more concrete and self-contained distributed-loading fix, with a clear failure mode and targeted code-path changes.", + "canonical_pr_reason": "45548 is the cleaner canonical PR for this cluster: it has a focused bug statement, a small self-contained fix, and directly addresses EP loading/serialization issues without broadening into other distributed-loading behaviors.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the stronger representative of this cluster because it fixes a specific, reproducible expert-parallel loading corruption bug rather than a more general compatibility issue.", + "best_pr_reason": "45548 is the best representative PR because it is narrowly scoped and clearly tied to one concrete loading defect. 45662 is a different EP-related failure mode and should not be treated as the same change.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Different underlying bugs: #45548 strips distributed_config and adds has_ep for EP + ZeRO-3 loading, while #45662 prevents experts from being overwritten during FSDP2/rank-0 broadcast. Shared subsystem alone is not enough to treat them as duplicates." + "reason": "Both are EP-related loading fixes, but the concrete bugs differ: 45548 removes `distributed_config` from serialization and adds `has_ep` for DeepSpeed ZeRO-3/accelerate loading, while 45662 prevents experts from being overwritten during FSDP2 post-shard handling. Not mergeable as one PR." } ] }, @@ -18134,12 +18293,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "a2b208e04f24d2a5050fe2e375abb756e230f28bd4ee442a0c562a64dc1034af", + "prepared_review_unit_hash": "0fc355d8b29733676831fbbbf4dac54b7ff5966f673f78687a1fdc547213da08", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -18147,7 +18306,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -18156,18 +18315,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist/captured_info collision problem in testing debug logs; PR #45645 is the broader superset and likely the better canonical representative.", - "confidence": 0.92, + "summary": "These two PRs overlap on the same xdist-safe captured_info fix in `src/transformers/testing_utils.py`; PR 45645 is the broader superset and also updates CI log handling, so it is the better canonical representative.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45645 is the more complete fix: it includes the xdist-safe output-file change in `testing_utils.py` plus the CI/workflow handling needed to collect multiple `captured_info*.txt` files, so it best represents the overall change.", + "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the shared xdist-safe `captured_info` fix plus the CI workflow changes to preserve multiple captured_info artifacts, making it the more complete implementation.", "best_issue_reason": null, - "best_pr_reason": "PR #45645 is the best fit globally because it addresses the concrete failure mode end-to-end, not just the library-side logging write path.", + "best_pr_reason": "PR 45645 is the strongest overall representative: it covers the same underlying captured_info xdist collision bug as 45639 and adds the surrounding CI/logging changes needed to fully preserve debug output.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Accept: both PRs fix the same underlying `captured_info` xdist collision in the same code path; #45645 is a superset of #45639 rather than a different change." + "reason": "Both PRs address the same concrete captured_info xdist collision problem in `testing_utils.py`; 45645 appears to subsume 45639 by including the same fix plus workflow/log preservation changes." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 04a80cd0bc4f32fcf28e0dd9f3600dcbf346fb59..a45236816265c414809743ab8e8b2ab240531571 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": 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carries 12 discussion comments plus 8 inbound references.", + "score": 162.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260502T180031Z/analysis-runs/hybrid-model-20260502t180031z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260502T180031Z/analysis-runs/hybrid-model-20260502t180031z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..af62a895bf36b3a8d666fe28fcd4d86f5523e708 --- /dev/null +++ b/snapshots/20260502T180031Z/analysis-runs/hybrid-model-20260502t180031z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,18470 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260502T180031Z", + "generated_at": "2026-05-02T18:03:23Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 14, + "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": "e0a3f59e80b7734e138b609915d6e38cb7c1c6f2505843c600ec3ee6c76e5f9b", + "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": "These issues do not look like duplicates: one is about Tapas tokenization differing from TensorFlow, one is about a bad login/auth error for private model downloads, and one is a generic model-loading failure for bert-base-uncased. The only possible overlap is between the two model-related issues, but the titles point to different failure modes and targets.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 16618 is the broadest model-loading report in the set, so it is the best representative if one issue must be chosen. The other two are narrower and appear to describe different problems.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 16618 is the closest thing to a central symptom-based issue, but the cluster is not really a duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different problem domains: tokenizer behavior vs failing to load a model. No evidence they describe the same bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "15980 is specifically about private-model download/authentication, while 16618 is a general inability to load bert-base-uncased. The titles suggest different 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": 2, + "component_count": 14, + "review_unit_index": 1, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45070", + "issue:45081", + "issue:45084", + "issue:45161", + "issue:45237", + "issue:45362", + "issue:45464", + "issue:45507", + "issue:45685" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:45507", + "issue:44292|issue:45237", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:43638|issue:44805", + "issue:43596|issue:44805", + "issue:44805|issue:45161", + "issue:44805|issue:44918", + "issue:44661|issue:44805", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43975|issue:44457", + "issue:43039|issue:45161", + "issue:44292|issue:44457", + "issue:34928|issue:44805", + "issue:24643|issue:30277", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:39290|issue:45081", + "issue:43828|issue:45161", + "issue:43425|issue:44292", + "issue:44918|issue:45161", + "issue:34928|issue:41720", + "issue:43716|issue:45685", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:45507|issue:45685", + "issue:43716|issue:44292", + "issue:44292|issue:44918", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43716|issue:44560", + "issue:43828|issue:45685", + "issue:44918|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:43039|issue:44805", + "issue:34928|issue:36010", + "issue:41762|issue:43596", + "issue:43901|issue:44512", + "issue:39290|issue:41720", + "issue:43866|issue:44863", + "issue:43039|issue:44560", + "issue:43854|issue:43866", + "issue:41093|issue:43638", + "issue:39290|issue:43531", + "issue:43425|issue:45070", + "issue:45362|issue:45464", + "issue:43404|issue:43866", + "issue:43792|issue:45070", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:36010|issue:39290", + "issue:44841|issue:45084", + "issue:41093|issue:41762" + ], + "prepared_review_unit_hash": "74c4f26a75b997380c093e969a91731cf72f36ba3bedaae2ce731535e47141cd", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 67, + "serialized_chars": 47117, + "estimated_input_tokens": 11780, + "estimated_eval_tokens": 23816 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous; the only clear duplicate subgroup is the DeepSpeed ZeRO-3 index-0-out-of-bounds trio around Bert/Gemma3 loading. No PRs are present.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43596 is the clearest representative of the ZeRO-3 index-out-of-bounds bug; 41762 and 43638 look like model-specific variants of the same underlying failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the best anchor for the real duplicate subgroup, but it does not represent the rest of this largely unrelated cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 failures: missing config field vs streaming chat/completions error." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated hardware/runtime issues on different backends and code paths." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different bug class: image-preprocessor dtype mismatch vs AMD GPU model failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are dtype/backend complaints, but they are not the same concrete failure." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different models and symptoms; no shared code-path bug is evident." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model/runtime errors; not the same underlying bug." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch vs ONNX export error are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different models and failure modes; no common concrete fix." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export bug vs CUDA assert under device mapping are unrelated." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions from v5 removals, but they cover different removed references." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export issue vs import-path breakage are distinct problems." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Different symptoms: ZeRO-3 index error vs mask-shape mismatch." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Same generic index-style failure surface is not enough; the concrete bugs differ." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Mask-shape mismatch and GPT-OSS MoE TP failure are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Different training-time errors with no shared concrete root cause." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping helper failure vs mask/tensor shape error are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor preset handling vs ModernBERT ONNX export are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both mention DeepSpeed, but the concrete bugs differ." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 index-0-out-of-bounds failure pattern, with only model naming differing." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Both involve text generation correctness, but the detokenization and LoRA merge issues are different." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger cross-entropy call path vs GPT-OSS TP support are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different model/runtime issues with no shared code path." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation checkpointing/FSDP mismatch is unrelated to the mask-shape bug." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both are DeepSpeed-related, but they are different runtime failures." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3/Bert index error is unrelated to GPT-OSS tensor-parallel support." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP checkpointing error vs trainer compute_loss signature change are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific failures and different subsystems." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3/vLLM config regression vs Mistral tokenizer patch crash are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS TP failure are different bugs." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT embedding unpacking vs GPT-OSS TP support are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Different distributed-training and device-mapping problems." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different model/backend issues with no shared root cause." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Grouped_mm tracing failure vs dtype mismatch are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and runtime paths; not a duplicate." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger kernel cross-entropy call vs TRL input embedding unpacking are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Both report the same ZeRO-3 index-0-out-of-bounds failure during model loading/training." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanups for removed v5 APIs, but they target different removals." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different model-specific errors: dtype mismatch vs StopIteration in video embedding." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch is unrelated to the MPS int histogram limitation." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "TRL trainer issue vs MPS backend limitation are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different code paths; both mention loss computation but not the same bug." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger kernel cross-entropy call is unrelated to mask/index shape errors." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Checkpointing/FSDP issue vs import error are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Same underlying ZeRO-3 index-out-of-bounds bug, just shown on different model classes." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Docs mention different removed/changed APIs and are not the same issue." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different model regressions: Gemma3/vLLM config vs Qwen3 device mapping assert." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Checkpoint corruption and NemotronH load failure are different bugs." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test model loading failure vs corrupted checkpoint are not the same bug." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are index-related errors, but the actual tensor/shape failures differ." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen/Gemma sliding-window regressions with distinct code paths." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch-version incompatibility vs pydantic PretrainedConfig breakage are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Qwen3.5 chat crash and streaming inference failure are different symptoms." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 weight-tying bug vs corrupted checkpoint are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper load failure vs pydantic config breakage are unrelated." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Different model/runtime and backend-specific failures." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Torch dynamo tracing grouped_mm issue vs MPS histogram limitation are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Different dtype/tracing failures with no shared concrete bug." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "Import error vs Gemma3/vLLM config error are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure and template-node compilation error are different problems." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are runtime shape/index issues, but the concrete failures are different." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the only clearly supported duplicate cluster is the ZeRO-3 index-out-of-bounds trio (41762/43596/43638), and the rest of the cluster appears heterogeneous. The soft-edge verdicts are generally conservative, and the note that no PRs are present is supported by the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 2, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:39186", + "issue:39290", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:41553", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43742", + "issue:43828", + "issue:43866", + "issue:43873", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45070", + "issue:45161", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698" + ], + "soft_pairs": [ + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:43531|issue:45070", + "issue:39290|issue:43742", + "issue:43054|issue:43994", + "issue:41093|issue:43596", + "issue:43541|issue:44589", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:44530|issue:45005", + "issue:44863|issue:45005", + "issue:44360|issue:44512", + "issue:42915|issue:45399", + "issue:43873|issue:45005", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:43950|issue:44534", + "issue:43644|issue:43950", + "issue:44292|issue:45507", + "issue:39692|issue:43054", + "issue:43828|issue:44928", + "issue:43866|issue:44403", + "issue:41553|issue:43883" + ], + "prepared_review_unit_hash": "8148a6188c940d9596c151138783d15fc58ad5d85c8b748758d408f21eb57055", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37181, + "estimated_input_tokens": 9296, + "estimated_eval_tokens": 18848 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "One clear duplicate cluster stands out: the v5 non-persistent buffer corruption reports. Most other pairs are only superficially similar and should remain separate.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43950 is the clearest and most general report of the non-persistent buffer regression, explicitly tying it to `from_pretrained()` and `register_buffer(persistent=False)` in Transformers 5.x.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43950 best represents the underlying bug because it states the concrete failure mode and regression scope more precisely than the shorter duplicate reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different problems: PaddleOCR-VL loading failure in vLLM versus GGUF/gpt-oss architecture support." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Unrelated config regressions: missing `pad_token_idx` in StableLm versus pydantic `PretrainedConfig` field behavior." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Both involve v5/quantization or weights, but the concrete failures are different and not the same bug." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Mixtral torch dynamo grouped_mm tracing error is unrelated to GPT-OSS MoE tensor-parallel behavior." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different runtime paths and failures: autocast dtype mismatch versus streaming chat/completions failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "`init_empty_weights` unexpected argument error is a distinct loading bug from the pydantic config regression." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF GPT-OSS support and Qwen3.5 streaming API failures are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding window behavior is a model-specific issue, not the same as the config-field regression." + }, + { + "left": "issue:39290", + "right": "issue:43742", + "accept": false, + "reason": "Different models and symptoms: Gemma3TextConfig/vLLM attribute error versus MobileLLM key error." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is about embedding quality while the other is AutoModel/pipeline output being nonsensical." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are index errors, but the tensor/mask mismatch and the zero-sized tensor during ZeRO3 init are different failure modes." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Different runtime/storage problems: dynamo tracing grouped_mm versus missing Float8 storage object." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Perplexity on gpt-oss-20b and GLM5 are unrelated model-evaluation reports." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both touch custom model loading, but the titles point to different concrete bugs: cache-path collision versus wrong module loaded after save." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image preprocessor dtype mismatch is unrelated to Qwen3.5 embedding unpacking with TRL SFT trainer." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight error is a different training/loading issue than Qwen3.5 input-embedding unpacking." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 are not the same as translation-model tied-weight issues in v5." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization and flash-attn fallback blocking are separate regressions." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention failure is unrelated to translation-model tied weights." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is a different model-support issue." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer discussion is unrelated to a removed docs run command." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config failure is unrelated to flash-attn fallback blocking checks." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization offloading behavior is not the same as tied-weight handling." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache strategies is unrelated to outdated docs for the removed run command." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRL embedding unpacking and GraniteMoEHybrid invalid method calls are different bugs." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Incorrect detokenization and NVFP4 runtime failure are distinct issues." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Both report the same Transformers v5 regression where non-persistent buffers are corrupted/junk-filled during loading." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "Not an exact pair in the cluster, but they are effectively the same bug family; keep 43950 as the canonical report." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying bug: Transformers v5 mishandles non-persistent buffers and loads junk values." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "NVFP4 runtime error and GraniteMoEHybrid invalid method call are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 doc example errors versus degraded text embeddings are related to the model family but not the same concrete bug." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Both involve dtype/numerics, but the autocast mismatch and RLHF NaN collapse arise from different code paths." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption and loader noise are not the same issue." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad tokenizer error message for Voxtral and missing `all_tied_weights_keys` on Molmo are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge judgments are generally conservative. The canonical choice of issue 43950 is well supported by the titles, and the accepted pairs (43950\u219444534 and 43644\u219444534) are clear duplicates of the same non-persistent-buffer regression. The other rejections stay cautious and do not overstate similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 3, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43257", + "issue:43404", + "issue:43493", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43854", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:43975", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44589", + "issue:44661", + "issue:44863", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45237", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45701" + ], + "soft_pairs": [ + "issue:36331|issue:41762", + "issue:43872|issue:44589", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:41553|issue:43881", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:44403|issue:44451", + "issue:43881|issue:43883", + "issue:43975|issue:45520", + "issue:43643|issue:45020", + "issue:44403|issue:44488", + "issue:43975|issue:45237", + "issue:42947|issue:43856", + "issue:42491|issue:44368", + "issue:41762|issue:42915", + "issue:43782|issue:44960", + "issue:43975|issue:44451", + "issue:43824|issue:43872", + "issue:44661|issue:45020", + "issue:44991|issue:45399", + "issue:45020|issue:45356", + "issue:43827|issue:44509", + "issue:45081|issue:45399", + "issue:43792|issue:44220", + "issue:43404|issue:43950", + "issue:43257|issue:43866", + "issue:43742|issue:45399", + "issue:42915|issue:45020", + "issue:41553|issue:44991", + "issue:43742|issue:45020", + "issue:43940|issue:45313", + "issue:43872|issue:44291", + "issue:43854|issue:44863", + "issue:42915|issue:43872", + "issue:41553|issue:44488" + ], + "prepared_review_unit_hash": "9b0caf7690518cbe9b906fe2f653e8d45a86eaf59efab62c5393258d7b3a62d9", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 37862, + "estimated_input_tokens": 9466, + "estimated_eval_tokens": 19188 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy and spans several unrelated loading, tokenizer, quantization, and training regressions. Only one soft edge is a clear duplicate pair; the rest are at best broad thematic matches, not the same concrete bug. The broad remote_code loading regression is still the best umbrella issue, but the summary should not claim more duplicate pairs than the verdicts support.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45020 is the broadest umbrella report here, explicitly covering recent transformers versions breaking remote_code model loading, which matches the cluster\u2019s main recurring theme better than the narrower model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best representative because it captures the shared loading-regression theme across many of the issues, while most others are narrower, model-specific manifestations.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Unrelated bugs: trainer API signature mismatch vs Gemma3 ZeRO-3 load failure." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different low-level failures: bitsandbytes kwarg incompatibility vs missing Float8 storage type." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Both involve model behavior/tokenization, but one is embedding quality and the other is a tokenizer-version regression." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Same model family, but the symptoms are different and not clearly the same concrete bug." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different targets and failure modes: Voxtral AutoTokenizer error vs glm-4v-9b loading failure." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "LoRA gradient checkpointing issue vs int4 quantization memory/OOM regression." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but one reports embedding quality and the other a HF-vs-JAX discrepancy." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading-noise report vs a specific model-loading failure for ScandiBERT." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different models and different failure modes." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization bug vs import_utils flash_attn lookup on Python 3.13." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Related broadly to remote_code, but one is missing fields in AutoConfig and the other is a wider regression report." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Generic loading noise vs a specific model-loading failure for sleng-bert." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Tokenizer bug vs AMD GPU runtime incompatibility." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Different problems: ineffective gradient checkpointing vs Qwen3 MoE memory usage." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "qwen3_moe LoRA compatibility regression vs a warning about tie_word_embeddings; not the same bug." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 index error and Qwen3 MoE FP8 failure are separate load paths." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only failure vs unrelated GLM5 issue." + }, + { + "left": "issue:43975", + "right": "issue:44451", + "accept": false, + "reason": "Different tokenizer/model load issues on different models." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import error for a missing symbol vs bitsandbytes init-kwarg incompatibility." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping/add-new-model-like bug vs broad remote_code regression; different code paths." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression vs flash-attn fallback gating." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote_code loading regressions and a Kimi-K2.5 tokenizer codec regression are different bugs." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same documentation bug: v5 docs still reference removed pipeline tasks." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex crash vs flash-attn fallback gating; unrelated fixes." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Likely both touch Whisper/audio, but the concrete failures are not clearly the same from the titles alone." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Tied lm_head bug vs non-persistent buffer corruption; distinct loader behaviors." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE accelerate/deepspeed conversion problem vs Ovis2 checkpoint corruption." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different load failures." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE FP8 failure is specific; 45020 is a broader remote_code regression umbrella." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Different model/tokenizer targets and different failure types." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Specific key error for MobileLLM loading vs broad remote_code regression." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different model-specific loading errors." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The representative-issue choice is reasonably grounded, and most pair rejections are conservative, but the summary overstates the evidence: it says \"only two soft edges look like true duplicates\" even though only one pair is actually accepted and the packet does not clearly support a second duplicate. Tighten that claim and keep the summary fully aligned with the verdicts." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 4, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41093", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43872", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44479", + "issue:44530", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:45030", + "issue:45305", + "issue:45325", + "issue:45538", + "issue:45584", + "issue:45588", + "issue:45685" + ], + "soft_pairs": [ + "issue:44928|issue:45588", + "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:41093|issue:44805", + "issue:43872|issue:45538", + "issue:44479|issue:44560", + "issue:44530|issue:44863", + "issue:24643|issue:30064", + "issue:43366|issue:43828", + "issue:44155|issue:45584", + "issue:43366|issue:43531", + "issue:43550|issue:44910", + "issue:44560|issue:45685", + "issue:43645|issue:43646", + "issue:43824|issue:43957", + "issue:43950|issue:45325", + "issue:42915|issue:43957", + "issue:43366|issue:44589", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:38175|issue:43994", + "issue:43646|issue:43950", + "issue:36010|issue:42915", + "issue:44560|issue:44805", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:43317|issue:44756", + "issue:43644|issue:44534", + "issue:38175|issue:39692", + "issue:42491|issue:43720" + ], + "prepared_review_unit_hash": "a8ae6e982715dbd90ef0ec0d5d7d57fab531dad53500f978d62bb45695d83d99", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37220, + "estimated_input_tokens": 9305, + "estimated_eval_tokens": 18866 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous and splits into a few small duplicate clusters rather than one single underlying bug. Strong duplicate matches exist for the non-persistent buffer regression, the identical mask-shape IndexError reports, the custom-model init regression, and the SigLIP2 output regression. Most other pairs are related only at a broad subsystem level and should remain separate.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43644 is the best anchor for the largest clean duplicate subcluster: it clearly describes the Transformers v5 non-persistent-buffer regression, and 44534 is essentially the same report with reworded wording.", + "canonical_pr_reason": null, + "best_issue_reason": "43644 is the most canonical overall because it is a clear, self-contained regression report with a direct duplicate-style counterpart and a precise failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different failure modes and code paths: RLHF gradient explosion from Qwen3.5 position IDs vs flash_attention.py s_aux=None crash." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve Qwen/DeepSpeed training, but one is a loading/weight-conversion problem and the other is gradient-averaging with GAS; not the same bug." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected compute_loss kwargs vs mask/tensor shape mismatch are unrelated training/runtime errors." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same IndexError symptom and essentially the same shape-mismatch bug report, just with different concrete sizes/details." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "bitsandbytes Int8Params constructor incompatibility vs tokenizer max_length constant; no shared underlying defect." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both touch video handling in Qwen models, but the first is a broad v5.3.0 regression and the second is a specific StopIteration in the embedding model; too little evidence of one code-path bug." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and failures: PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-dimension error vs image processor void-segmentation-map handling; unrelated." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss support request vs Phi-tiny-MoE autocast dtype mismatch; different issues." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 batch leakage across tracks vs Whisper empty-transcription handling after align_special_tokens; unrelated." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "GGUF architecture support request vs Qwen3-MoE sliding_window bug; different change requests." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "torch.compile/SDPA issue on Bamba-9B-v2 vs Qwen3.5 FlashAttention illegal-memory-access bug; distinct code paths." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video inference StopIteration vs MPS histogram_mps Int error; unrelated." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same Transformers 5.0 custom model initialization regression; 43645 is just the notebook-specific presentation of 43646." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Missing Qwen2_5_VL import vs meta-device loading regression; not the same defect." + }, + { + "left": "issue:43950", + "right": "issue:45325", + "accept": false, + "reason": "Non-persistent buffer corruption vs Qwen2.5-VL rope-index scaling bug; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure vs meta-device model loading regression; different problems." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF gpt-oss support vs missing Float8 storage type; unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Video StopIteration in inference vs Qwen3.5 embedding unpacking with trl SFT trainer; different failure paths." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime problem vs GGUF architecture support request; not the same underlying bug." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model regression: both report incorrect/zero outputs from google/siglip2-base-patch16-224." + }, + { + "left": "issue:43646", + "right": "issue:43950", + "accept": false, + "reason": "Both concern custom-model/loading behavior in Transformers 5.x, but one is init breakage and the other is buffer corruption; distinct regressions." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import failure vs Qwen3Moe FP8 loading failure; unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Video input StopIteration vs mask/tensor shape mismatch; no shared bug." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Strict config preventing granite_speech load vs tiny-random glm4v config validation change; different model/config issues." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Zero-sized tensor index error during Deepspeed/BERT init vs tokenizer-mapping add-new-model-like failure; unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Both are loading/init-time failures, but one is DeepSpeed zero3/BERT indexing and the other is tokenizer mapping logic; not the same bug." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "device_map/offload loading failure vs mmap OOM on Strix Halo; different environment-specific issues." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same non-persistent-buffer regression in Transformers v5, with nearly identical titles and failure description." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "SigLIP2 wrong outputs vs SigLIP2 documentation/example errors; one is model behavior, the other is docs/example mismatch." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3 MoE LoRA compatibility across versions vs BitNet packed-weight loading issue; distinct model-specific bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The canonical anchor on 43644/44534 is supported by the titles, and the accepted soft-edge pairs are plausibly the same underlying bugs rather than just broad subsystem similarity. The rejected pairs mostly separate distinct failure modes appropriately." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 5, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45588", + "issue:45663", + "issue:45704" + ], + "soft_pairs": [ + "issue:45313|issue:45357", + "issue:44451|issue:44488", + "issue:44960|issue:44977", + "issue:43854|issue:43931", + "issue:43708|issue:44075", + "issue:42491|issue:45276", + "issue:41720|issue:42915", + "issue:43856|issue:43873", + "issue:43257|issue:43854", + "issue:42915|issue:44756", + "issue:39692|issue:43994", + "issue:44488|issue:44991", + "issue:42491|issue:43931", + "issue:44661|issue:44683", + "issue:43644|issue:43645", + "issue:43856|issue:44387", + "issue:45362|issue:45406", + "issue:44910|issue:45588", + "issue:42491|issue:45292", + "issue:43404|issue:43454", + "issue:45276|issue:45335", + "issue:36010|issue:39404", + "issue:44164|issue:44291", + "issue:44402|issue:44488", + "issue:41720|issue:44155", + "issue:39692|issue:44960", + "issue:43425|issue:43957", + "issue:43335|issue:45663", + "issue:43873|issue:44387", + "issue:42947|issue:45704", + "issue:44387|issue:44756", + "issue:43854|issue:45216", + "issue:44291|issue:44756" + ], + "prepared_review_unit_hash": "1b517ba8e933ea031c2277bd1b84f9af68e95fc2e4fb9705cf1e2314f17f7e6f", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37009, + "estimated_input_tokens": 9253, + "estimated_eval_tokens": 18762 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous; only a small resize_token_embeddings subfamily looks remotely related. Under a strict duplicate standard, I would reject every soft edge here.", + "confidence": 0.34, + "canonical_issue_reason": "issue:45292 is the broadest, least model-specific representative of the only plausible mini-cluster (resize_token_embeddings not propagating to outputs/embeddings).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the cleanest overall representative because it names an API-level regression rather than a model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different failure paths: ZeRO-3 loading of language_model vs save_pretrained writing wrong visual encoder keys." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Same broad symptom class, but different models and likely separate load failures; not enough evidence of one underlying bug." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Unrelated models and different problem descriptions; one is generic GLM5, the other is a flash-attn generation bug." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Both are model-loading issues, but one is a unit-test load failure and the other is a concrete weight-shape mismatch in a different model." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint resume max_steps logic and SGD optimizer args are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA checkpoint compatibility on hf4.x vs token embedding resize propagation are different code paths." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Same model family, but cudaErrorAssert on auto device mapping and FineGrainedFP8Config failure are distinct bugs." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention memory/efficiency, but one is Qwen3 MoE training memory usage and the other is offloading with quantization." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed is unrelated to GLM-4.7-Flash loading in tests." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Strix Halo mmap/OOM are different resource-management bugs." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both are SigLIP2-related, but one is a broken documentation example and the other is bad outputs with AutoModel/pipeline." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading models/tokenizers, but the models and symptoms differ too much to be the same bug." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "LoRA save/load compatibility for qwen3_moe is not the same as Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping/model-addition issue vs compiled flex_attention torch version breakage; unrelated subsystems." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Different regressions: junk-filled non-persistent buffers vs Jupyter custom-model initialization." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is training memory efficiency and the other is int4 reserved-memory/OOM behavior." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are different model-specific failures." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but the concrete bug differs: 3D position_ids parsing vs s_aux=None on sink-less models." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "qwen3_moe LoRA compatibility and resize_token_embeddings/output_embeddings are unrelated issues." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both concern lm_head tying, but they affect different model classes and likely require separate fixes." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Similar API symptom, but model-specific targets differ (gemma4 embed_tokens_per_layer/output_embeddings vs t5gemma decoder.embed_tokens)." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Importing GenerationMixin moved in one issue; Whisper return_language pipeline regression in the other." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "save/from_pretrained extra_state handling and init_empty_weights _is_hf_initialized argument are separate serialization/init bugs." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size mismatch vs model loading failure for a different checkpoint are not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert and AudioFlamingo3 batched track leakage are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 doc/example errors are unrelated to a generic GLM5 issue." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 incompatibility and meta-device loading failures are different compatibility problems." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug and Gemma4 FSDP2 shared_kv_states bug are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Quantization offloading behavior and increased reserved memory under int4 are different symptoms and code paths." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA vs apex FusedRMSNorm memory leak are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory/OOM themed, but one is int4 quantization memory growth and the other is mmap on Strix Halo." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different models and operations: unit-test load failure for GLM-4.7-Flash vs incorrect save_pretrained checkpoint for Qwen3.5." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights argument handling is unrelated to disabling mmap for Strix Halo OOM." + } + ] + }, + "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": 14, + "review_unit_index": 6, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:39404", + "issue:42947", + "issue:43257", + "issue:43299", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44292", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45084", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701" + ], + "soft_pairs": [ + "issue:44292|issue:44912", + "issue:44743|issue:44960", + "issue:45276|issue:45292", + "issue:45684|issue:45698", + "issue:43957|issue:44756", + "issue:42947|issue:43381", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:43646|issue:43708", + "issue:45588|issue:45663", + "issue:44479|issue:44877", + "issue:45292|issue:45335", + "issue:44402|issue:44451", + "issue:43645|issue:44164", + "issue:43257|issue:44863", + "issue:43828|issue:43957", + "issue:43425|issue:43828", + "issue:44589|issue:44756", + "issue:39404|issue:45701", + "issue:44479|issue:45663", + "issue:43931|issue:44863", + "issue:43906|issue:44530", + "issue:43611|issue:43645", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:39404|issue:44912", + "issue:43901|issue:44509", + "issue:43299|issue:43931", + "issue:44863|issue:45663", + "issue:44479|issue:44805", + "issue:44265|issue:44898", + "issue:43257|issue:45663", + "issue:43994|issue:44079", + "issue:44671|issue:44991", + "issue:39404|issue:44671", + "issue:43425|issue:44918" + ], + "prepared_review_unit_hash": "293dae9c4b4602c02151e21dce5362ac28b006d3dd44680ce3243703183ff617", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38407, + "estimated_input_tokens": 9602, + "estimated_eval_tokens": 19460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is mostly a mixed cluster of unrelated Transformers regressions. The resize_token_embeddings reports form the only clearly supported duplicate chain, while the Qwen3-VL loading pair is too weak to treat as the same bug from titles alone.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45276 is the best canonical issue because it most completely describes the resize_token_embeddings regression and already covers the tied embedding/output embedding fallout.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45276 is the strongest representative of the only solid duplicate set in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different failures: Qwen-3-8B-NVFP4 runtime error versus MXFP4 quantization falling back to bf16." + }, + { + "left": "issue:44743", + "right": "issue:44960", + "accept": false, + "reason": "Unrelated topics: qwen3_5 cache-state reset versus a GLM5 report with no matching symptom." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize_token_embeddings bug: output embeddings are not updated consistently." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom model save/load, but one is a permissions issue and the other loads the wrong module after save_pretrained." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Different bugs: meta-device loading breakage versus mmap-related OOM on Strix Halo." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffective with LoRA and the other is specifically blocked in eval mode." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode gradient checkpointing is unrelated to the RLHF NaN / SDPA fallback issue." + }, + { + "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:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in Jupyter is a different path from resume_from_checkpoint max_steps calculation." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sinkless-model crash and Gemma-4 FSDP2 shared_kv_states KeyError are different code paths." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Qwen video-input regression and strict config loading for granite_speech are separate failures." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings bug affecting output embeddings / decoder.embed_tokens updates." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch for one model is not the same as a general model-loading failure for another." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter custom-model initialization breakage is distinct from extra_state save/load handling." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3 MOE weight conversion/loading and NemotronH checkpoint loading are different model-loading problems." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "A dtype mismatch under autocast is unrelated to meta-device loading failures." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is not the same bug as the Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup error is unrelated to the mmap OOM report." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper return_language pipeline regression is unrelated to tokenization changing across versions." + }, + { + "left": "issue:44479", + "right": "issue:45663", + "accept": false, + "reason": "Qwen video-input regression and Gemma-4 FSDP2 KeyError are separate failures." + }, + { + "left": "issue:43931", + "right": "issue:44863", + "accept": false, + "reason": "Both are loading failures, but Qwen3-VL weight-shape mismatch and NemotronH checkpoint loading are different models and bugs." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as the linear_attention cache crash in Qwen3.5." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "base_model_prefix loading breakage and Jupyter custom model initialization are distinct regressions." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch compatibility is not the same bug as the Mistral-3 dtype mismatch." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to the template-node compilation error." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language and MXFP4 quantization fallback have no shared underlying code path." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Docs mentioning stale pipeline names is different from docs about removed text-generation tasks." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Too weak to merge: both are Qwen3-VL loading reports, but the provided evidence is only title-level similarity and the failures are not clearly the same bug." + }, + { + "left": "issue:44863", + "right": "issue:45663", + "accept": false, + "reason": "NemotronH checkpoint loading and Gemma-4 FSDP2 shared_kv_states rebuild are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression for Qwen models is unrelated to the mask/tensor shape IndexError." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export failure with torch_compilable_check is unrelated to Perceiver interpolation failures." + }, + { + "left": "issue:43257", + "right": "issue:45663", + "accept": false, + "reason": "Qwen3 MOE conversion/loading and Gemma-4 FSDP2 attention-state reconstruction are different bugs." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 bad outputs and ModelOutput key assignment are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and est-roberta tokenizer loading are different issues." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language return and CamemBERT masked-LM outputs are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch compatibility and Qwen3.5 embedding unpacking with TRL SFT trainer are different problems." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, and the resize_token_embeddings cluster looks well supported. However, the accepted soft edge issue:43299 \u2194 issue:43931 is a bit too strong for the packet: the evidence here is only title-level soft similarity, and the two reports are not clearly the same bug from the provided data (Qwen3VL MoE loading breakage vs Qwen3-VL weight-shape mismatch). The overall cluster should be treated more conservatively unless there is stronger shared-failure evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 7, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42915", + "issue:42947", + "issue:43317", + "issue:43404", + "issue:43421", + "issue:43425", + "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:43856", + "issue:43883", + "issue:43957", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45584", + "issue:45685" + ], + "soft_pairs": [ + "issue:43596|issue:44683", + "issue:43856|issue:44756", + "issue:44589|issue:45084", + "issue:40990|issue:42947", + "issue:43425|issue:45685", + "issue:36032|issue:43452", + "issue:32090|issue:39404", + "issue:44991|issue:45081", + "issue:43957|issue:44164", + "issue:44164|issue:44479", + "issue:43582|issue:43632", + "issue:44488|issue:45081", + "issue:40990|issue:43421", + "issue:43883|issue:44488", + "issue:43611|issue:43644", + "issue:44488|issue:44987", + "issue:44206|issue:44220", + "issue:43716|issue:45084", + "issue:44811|issue:45584", + "issue:34567|issue:40444", + "issue:43643|issue:44530", + "issue:43883|issue:44991", + "issue:43644|issue:43646", + "issue:44451|issue:44987", + "issue:43452|issue:43482", + "issue:36032|issue:42915", + "issue:43317|issue:43482", + "issue:43541|issue:45084", + "issue:42915|issue:44530", + "issue:44849|issue:45325", + "issue:43404|issue:44466", + "issue:36032|issue:43645", + "issue:44987|issue:44991" + ], + "prepared_review_unit_hash": "70e25a42aa235a140d75f4e9d3706d65682302555599c0fc714cfaf1bba7bb0b", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36982, + "estimated_input_tokens": 9246, + "estimated_eval_tokens": 18748 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of mostly unrelated closed issues, with only broad thematic overlap in a few Transformers v5 loading/regression reports. None of the suggested soft pairs look like the same concrete bug or change, so I would not merge any of them.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43646 is the broadest, clearest representative among the issues here: it describes a general Transformers v5 custom-model initialization regression, which is the closest thing to a cluster anchor among the v5-related loading bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best standalone issue to surface because it is well-scoped, user-facing, and broadly representative of the Transformers v5 initialization breakages in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Different failures and code paths: deepspeed zero3/BertModel index error vs torch>=2.9 flex_attention compilation failure." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory, but one is Qwen3 MoE training inefficiency and the other is Strix Halo mmap OOM; different underlying bugs." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated errors: missing Float8 storage vs template compilation failing on non-template nodes." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity evaluation issue vs gradient checkpointing with PEFT LoRA; no shared bug path." + }, + { + "left": "issue:43425", + "right": "issue:45685", + "accept": false, + "reason": "Torch 2.10 compatibility problem vs MPS histogram op not implemented for Int; separate issues." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer special-token method conflict vs gguf_file loading regression; different subsystems and symptoms." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error vs Whisper pipeline return_language regression; unrelated." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Different problems: tokenizer loading failure for est-roberta vs Mistral regex patch crashing on backend_tokenizer access." + }, + { + "left": "issue:43957", + "right": "issue:44164", + "accept": false, + "reason": "Meta-device model loading regression vs save/from_pretrained extra_state handling; not the same bug." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "extra_state serialization bug vs Qwen video-input regression; different code paths." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon caching_allocator_warmup TypeError vs _is_hf_initialized flag regression; unrelated." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Model loading failure for sleng-bert vs Mistral regex patch crash; separate failures." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity issue vs TokenizersBackend post-processor not updating after runtime special-token changes." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys attribute vs model loading failure for cjvt/sleng-bert; different bug classes." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer serialization; not the same defect." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Different affected models and symptoms: sleng-bert loading vs physical-intelligence/fast loading regression." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio feature-extractor issues, but one is an unsupported center arg and the other is a separate _torch_extract_fbank_features failure." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral-3 dtype mismatch in image preprocessing vs template compilation error; no overlap." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper token handling, but one is batch_decode ignoring skip_special_tokens and the other is empty-transcription generation failing after align_special_tokens." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting bug vs iterable dataset with multiple images per prompt; unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code missing fields vs PagedAttentionCache invalid group type; different failures." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing all_tied_weights_keys attribute vs tokenizer loading regression for EMBEDDIA/est-roberta; not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 model-loading regressions, but one is tied/non-persistent buffer serialization and the other is custom model initialization; too broad to merge." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different model-loading failures for different checkpoints; no clear shared code-path bug." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both are GGUF-loading related, but one is a broad gguf_file/from_pretrained regression and the other is a specific Qwen2.5-GGUF failure; not enough evidence of the same bug." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "device_map=auto dequantized model offload failure vs GGUF loading failure; separate mechanisms." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "torch dynamo grouped_mm tracing error vs template-node compilation error; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3 MoE FineGrainedFP8Config failure vs Qwen3.5 PagedAttentionCache linear_attention crash; different model/code paths." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-states bug vs Qwen2.5-VL rope-index scaling bug; not the same issue." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "One is a missing lm_head tie in Mistral3ForConditionalGeneration, the other is inconsistent serialization of lm_head.weight by device; related theme, but not the same concrete bug." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer special-token method name conflict vs Jupyter custom model initialization regression; unrelated." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Different models, different loading failures, no shared underlying change." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different checkpoints and failure modes; not duplicates." + }, + { + "left": "issue:44530", + "right": "issue:45081", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash vs Mistral tokenizer regex patch failure; distinct bugs." + } + ] + }, + "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": 14, + "review_unit_index": 8, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43531", + "issue:43540", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43819", + "issue:43856", + "issue:43994", + "issue:44062", + "issue:44079", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507", + "issue:45542", + "issue:45663" + ], + "soft_pairs": [ + "issue:43262|issue:43377", + "issue:45084|issue:45507", + "issue:43646|issue:44534", + "issue:43994|issue:44610", + "issue:43645|issue:44534", + "issue:44403|issue:45081", + "issue:43322|issue:43540", + "issue:45216|issue:45357", + "issue:43377|issue:43819", + "issue:44220|issue:44683", + "issue:44451|issue:45081", + "issue:42915|issue:45084", + "issue:41553|issue:43582", + "issue:44265|issue:44610", + "issue:43404|issue:45127", + "issue:44987|issue:45081", + "issue:43632|issue:44756", + "issue:44479|issue:45325", + "issue:44062|issue:44987", + "issue:42915|issue:44291", + "issue:43296|issue:43531", + "issue:36032|issue:43742", + "issue:40444|issue:45325", + "issue:43611|issue:44534", + "issue:43531|issue:44877", + "issue:42915|issue:44589", + "issue:43317|issue:43856", + "issue:44079|issue:45663", + "issue:40990|issue:44811", + "issue:42175|issue:45542" + ], + "prepared_review_unit_hash": "68282feecaadf713e5134b6539ecbfdeabc0237a2cd33ecbadb69ec73f6c6dd2", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36650, + "estimated_input_tokens": 9163, + "estimated_eval_tokens": 18582 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous regression reports. I found one clear duplicate pair around Qwen3.5 save_pretrained checkpoint corruption; most other soft matches look related only at a broad subsystem level and should stay separate.", + "confidence": 0.44, + "canonical_issue_reason": "Issue 45216 is the cleanest representative of the only clear duplicate pocket: a concrete Qwen3.5 save_pretrained regression with an explicit version boundary, and 45357 reads like a later, narrower follow-up to the same checkpoint-saving bug.", + "canonical_pr_reason": null, + "best_issue_reason": "45216 is the best issue to anchor this cluster because it is specific, reproducible, and tied to a concrete regression path, while the rest of the set is mostly mixed, model-specific failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Different audio issues: sampling-rate default in chat templating vs batched/single output mismatch from missing padding mask support." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Unrelated failures: template compilation error vs GraniteMoEHybrid calling the wrong method." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is custom model initialization and the other is non-persistent buffer handling; not the same bug." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different model families and failure modes: bad outputs on SigLIP2 vs processor/model image-size mismatch on OmDet-Turbo." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook-specific custom model init regression is not the same concrete code path as non-persistent buffer junking." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated: loading noise/logging issue vs a Mistral tokenizer patch crash." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Segfault while loading Llava Next is not the same as the Qwen3OmniMoe video-input ValueError." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained regression: both describe incorrect checkpoint serialization, with 45357 appearing to be a later manifestation/follow-up." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Different audio bugs: padding-mask batch consistency vs DAC from_latents / forward mismatch due to missing STE." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Different subsystems and code paths: fbank feature extraction vs compiled flex_attention on newer torch." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Model loading failure for ScandiBERT is not the same as the Mistral tokenizer regex patch crash." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and a template compilation error are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error messaging for Voxtral is unrelated to AppleSilicon allocator type errors." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "Export-time torch_compilable_check failure is unrelated to OmDet-Turbo's processor output size mismatch." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Weight-tying bug in Mistral3 is a different problem from LoRA merge collapse with extended vocabulary." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different failures: loading a specific model on transformers>=5.1.0 vs tokenizer backend patching crash." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag regression and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen VL models, but one is a broad video-input regression and the other is a specific still-image temporal position-id scaling bug; not enough to call them the same issue." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken kwarg conflict is unrelated to the physical-intelligence/fast loading regression." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Different initialization/config paths: Qwen3Moe FP8 vs init_empty_weights/_is_hf_initialized argument handling." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict is unrelated to the MobileLLM key error." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is not the same as Qwen2.5-VL rope-index scaling." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix loading regression and non-persistent buffer junking are separate v5 issues." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue and strict config blocking granite_speech loading are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8 config failure and missing Float8 storage lookup are different float8-related bugs, not the same code path." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "device_map offload/dequantized-model loading is unrelated to MoE training memory inefficiency." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug and Gemma4 shared_kv_states rebuild bug are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is unrelated to Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both mention TensorFlow availability, but one is missing TF in the torch extra and the other is a runtime backend-detection problem with tensorboard-only installs; not the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is well grounded in the packet, and the one accepted soft edge (45216/45357) is conservative given the shared Qwen3.5 save_pretrained regression theme. The rejected soft edges are also framed cautiously and do not overclaim duplicate status from broad subsystem similarity alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 9, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43377", + "issue:43421", + "issue:43425", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43828", + "issue:43881", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44829", + "issue:44898", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538" + ], + "soft_pairs": [ + "issue:43818|issue:45357", + "issue:43425|issue:44403", + "issue:43632|issue:44534", + "issue:43421|issue:44568", + "issue:36032|issue:41720", + "issue:44683|issue:45020", + "issue:33666|issue:40444", + "issue:43482|issue:45538", + "issue:44829|issue:45479", + "issue:44403|issue:44991", + "issue:43792|issue:44589", + "issue:44079|issue:44534", + "issue:43482|issue:43525", + "issue:35707|issue:40444", + "issue:43377|issue:45491", + "issue:44291|issue:44589", + "issue:43749|issue:44079", + "issue:43644|issue:44079", + "issue:40444|issue:45381", + "issue:45325|issue:45381", + "issue:44265|issue:45072", + "issue:43632|issue:45072", + "issue:41720|issue:45081", + "issue:43531|issue:44291", + "issue:43881|issue:44488", + "issue:42175|issue:43296", + "issue:43611|issue:43646", + "issue:43994|issue:44898", + "issue:43454|issue:44466", + "issue:43828|issue:44683", + "issue:42915|issue:43482", + "issue:43525|issue:44589" + ], + "prepared_review_unit_hash": "8ef705ba8af1f6c7a204db47671ec514a6c482e1acef12a20940a309439c299e", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36856, + "estimated_input_tokens": 9214, + "estimated_eval_tokens": 18684 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers regression issues, with only a few weakly related pairs around the v5 initialization/loading path. No soft pair is strong enough to merge except perhaps the general v5-loading regressions, but the available evidence is still too broad to treat as duplicates.", + "confidence": 0.36, + "canonical_issue_reason": "Issue 43632 is the broadest and most central of the v5 regression reports in this set, focusing on a core internal flag that can plausibly underlie several other initialization/load-path bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43632 is the best representative issue because it targets a core Transformers v5 regression rather than a model-specific symptom, making it the most useful anchor for this mixed set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different models and failures: Video-LLaVA weight/temporal-attention corruption vs Qwen3.5 visual encoder key serialization." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "One is a backend/package compatibility complaint, the other is about noisy model-loading logs; no shared bug." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both mention non-persistent buffers, but one is an `_is_hf_initialized` regression and the other is a serialization/junk-buffer complaint; not the same concrete bug from the evidence here." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizers, but one is runtime post-processor updates and the other is `add_special_tokens` behavior for a specific tokenizer." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Completely different failure modes: T5 tokenizer method conflict vs Qwen3 auto device mapping CUDA assert." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "One is compiled flex attention on torch>=2.9; the other is a broad remote_code compatibility regression." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are multi-modal training problems, but one is multi-GPU training and the other is iterable-dataset/multiple-image batching." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF v5 loading failure is unrelated to CLIPTokenizer's oversized `model_max_length` behavior." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both are classification degenerate-training reports, but they point to different triggers and model families." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Log-noise complaint vs tokenizer loading failure for a specific model; not the same bug." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper model loading/can't-run report vs missing Float8 storage object; different code paths." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment bug is unrelated to non-persistent buffer serialization junk." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different loader errors for different model/config classes." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with cache is unrelated to iterable-dataset multi-image finetuning." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "MIMI padding-mask batching issue vs Gemma3 sliding-window NaNs; both batching-related but not the same bug." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "`init_empty_weights` init-arg regression is separate from the Float8 storage lookup error." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU-efficient loading regression is unrelated to ModelOutput key assignment." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk and ModelOutput key assignment are different internal issues." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "IterableDataset multi-image failure vs Qwen2.5-VL video position-id regression; different feature areas." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL position-id problems, but one is still-image temporal scaling and the other is video input position ids; related, not clearly identical." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to bfloat16 dtype mismatches in CI." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "Core v5 init/buffer regression vs a specific dtype mismatch in inference." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert and Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue and `_is_hf_initialized` init-arg error affect different mechanisms." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading failures for different models and causes." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend install issue vs PaddleOCR-VL load failure; not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are broad Transformers v5 regressions, but one is about `base_model_prefix` loading and the other about custom model initialization; too little evidence that they are the same concrete bug." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model failures with different symptoms and model classes." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Tied lm_head weight failure vs inconsistent serialization depending on device; related theme, but not the same underlying bug." + }, + { + "left": "issue:43828", + "right": "issue:44683", + "accept": false, + "reason": "Autocast dtype mismatch and compiled flex_attention regression are separate issues." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs Qwen2.5-GGUF v5 loading failure; unrelated." + }, + { + "left": "issue:43525", + "right": "issue:44589", + "accept": false, + "reason": "Llama4Config missing pad_token_id and Float8 storage lookup are distinct loader/runtime errors." + } + ] + }, + "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": 14, + "review_unit_index": 10, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43632", + "issue:43701", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43792", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43957", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44466", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44683", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45563", + "issue:45584", + "issue:45632", + "issue:45684", + "issue:45701" + ], + "soft_pairs": [ + "issue:44387|issue:44617", + "issue:43792|issue:43957", + "issue:43701|issue:45325", + "issue:43526|issue:43883", + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:44291|issue:44877", + "issue:43317|issue:43873", + "issue:43632|issue:45563", + "issue:43881|issue:44991", + "issue:43606|issue:44265", + "issue:34634|issue:35707", + "issue:43873|issue:45701", + "issue:44186|issue:44265", + "issue:44610|issue:45325", + "issue:35707|issue:41720", + "issue:43454|issue:43550", + "issue:43606|issue:43819", + "issue:43377|issue:44610", + "issue:43377|issue:44898", + "issue:43454|issue:45072", + "issue:39692|issue:40444", + "issue:43749|issue:44534", + "issue:44466|issue:45357", + "issue:43792|issue:44683", + "issue:43296|issue:44991", + "issue:43454|issue:43720", + "issue:43296|issue:44877", + "issue:41720|issue:43322", + "issue:43404|issue:45357", + "issue:45632|issue:45684", + "issue:41720|issue:44977", + "issue:40990|issue:45701" + ], + "prepared_review_unit_hash": "3b7167f24d581152d5d7ca78492654de95bd518cfe0ee2fd345671da42d9788d", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37623, + "estimated_input_tokens": 9406, + "estimated_eval_tokens": 19068 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly distinct model-, loading-, and generation-specific bug reports that only overlap in broad keywords like offloading, quantization, or Transformers v5 regressions. I do not see any soft-edge pair that looks like the same concrete underlying issue.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43873 is the broadest umbrella report in the set (offloading + quantization), so it is the best representative issue anchor, even though it is not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most general and central-looking issue in this group, with the widest potential overlap in theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Different problems: int4 quantization memory growth vs CUDA OOM in a video model." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper inference failure and meta-device loading regressions are different code paths and symptoms." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL rope/position-id scaling." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to missing all_tied_weights_keys on Molmo." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are unrelated issues." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on gpt-oss is unrelated to Whisper failing on empty transcription after token alignment." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is a different failure than strict config loading." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offload/loading, but one is a dequantized model load failure and the other is a broader quantization offloading report." + }, + { + "left": "issue:43632", + "right": "issue:45563", + "accept": false, + "reason": "Transformers v5 _is_hf_initialized breakage is unrelated to a stale generate() warning." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "PaddleOCR-VL load failure and tokenizer loading failure for a different model are not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch in Bark is unrelated to torch.export failures involving torch_compilable_check." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset and inputs_embeds/past_key_values generation are unrelated issues." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Generic tokenization changes across versions are not the same as quantization/offloading problems." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and torch.export/torch_compilable_check failures are different subsystems." + }, + { + "left": "issue:44610", + "right": "issue:45325", + "accept": false, + "reason": "OmDet-Turbo processor size mismatch is unrelated to Qwen2.5-VL temporal position scaling." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Generation with inputs_embeds/past_key_values and Qwen3 device-map CUDA asserts are different bugs." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight-tying serialization in AyaVision is unrelated to Bamba torch.compile SDPA failures." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch and DAC.from_latents missing STE are different code paths and fixes." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI batching/padding-mask inconsistency is unrelated to OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI encoder batching mismatch and Perceiver non-default resolution failure are different model bugs." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "AyaVision lm_head tying bug is unrelated to dtype mismatch issues in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 docs/example errors and Qwen2.5-VL multi-image IterableDataset finetuning failures are not the same underlying bug." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer initialization are different loading behaviors." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "lm_head.weight serialization inconsistency is unrelated to Qwen3.5 visual encoder key saving." + }, + { + "left": "issue:43792", + "right": "issue:44683", + "accept": false, + "reason": "Whisper model runtime failure and compiled flex_attention on torch>=2.9 are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:44991", + "accept": false, + "reason": "PaddleOCR-VL loading failure and tokenizer loading regression for est-roberta are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision weight tying and BitNet packed-weight unpacking during accelerate loading are different bugs." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "PaddleOCR-VL model loading and strict granite_speech config validation are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert and Llava Next segmentation fault are different failures." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "lm_head weight tying in Mistral3 is unrelated to Qwen3.5 visual encoder serialization keys." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collisions for trust_remote_code and read-only permission propagation in save_pretrained are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Device-mapping CUDA assert and flash-attention generation problems are different model/runtime issues." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on a specific model is unrelated to version-dependent tokenization changes." + } + ] + }, + "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": 14, + "review_unit_index": 11, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43450", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44292", + "issue:44361", + "issue:44387", + "issue:44423", + "issue:44479", + "issue:44492", + "issue:44509", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45161", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704" + ], + "soft_pairs": [ + "issue:44423|issue:45406", + "issue:43873|issue:44756", + "issue:44186|issue:45072", + "issue:43526|issue:43881", + "issue:43577|issue:43708", + "issue:44387|issue:45704", + "issue:42617|issue:42915", + "issue:44877|issue:44991", + "issue:43450|issue:45701", + "issue:36331|issue:42915", + "issue:43550|issue:43720", + "issue:36331|issue:42617", + "issue:44479|issue:44918", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:43316|issue:44913", + "issue:44671|issue:44743", + "issue:42915|issue:43317", + "issue:43295|issue:45701", + "issue:43550|issue:43606", + "issue:41720|issue:42617", + "issue:43531|issue:43572", + "issue:44292|issue:44479", + "issue:41720|issue:45161", + "issue:43388|issue:45059", + "issue:44186|issue:44361", + "issue:43540|issue:43782", + "issue:42915|issue:43322", + "issue:41720|issue:43873", + "issue:36010|issue:42617", + "issue:45406|issue:45464", + "issue:36331|issue:41720", + "issue:43421|issue:45701", + "issue:44492|issue:44509" + ], + "prepared_review_unit_hash": "4d03dc1035882c55ffc456aca12527338dd06ab9485182dc674bf95246469066", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37777, + "estimated_input_tokens": 9445, + "estimated_eval_tokens": 19146 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate or mergeable same-bug cluster; the items span unrelated regressions across serving, quantization/offload, tokenization, processors, training, and config handling. The closest similarities are only broad subsystem overlaps, not the same concrete code-path failure.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #43873 is the best representative of the cluster only in the loose sense that it is a broad, active runtime/offloading regression report; it is not a duplicate of the others, but it is the most general and central issue among them.", + "canonical_pr_reason": null, + "best_issue_reason": "#43873 has the strongest discussion/inbound activity and a broad title covering a major runtime class of failures, making it the most suitable anchor issue for triage even though the cluster is heterogeneous.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both involve serving crashes with multimodal processors, but the failures are different (`str.to` vs missing `_tokenizer`) and point to different code paths/models." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "One is quantization/offload behavior under transformers; the other is a platform-specific mmap/OOM issue. Same broad memory theme, not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer/NER padding crash and dtype mismatch in inference are unrelated failures." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "A Beit image processor label-reduction bug is unrelated to a GLM-4V loading failure." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "BLIP2 dtype loading bug and Trainer resume/max_steps regression affect different subsystems and code paths." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both mention memory, but one is int4 quantization OOM and the other is an apex RMSNorm leak in T5; not the same fix." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "A 3d_parallel script failure and a Qwen3MoE FP8 config failure are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech and tokenizer loading for est-roberta are different problems." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Batched video processor shape handling and version-dependent tokenization behavior are not the same underlying bug." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "CustomTrainer compute_loss signature breakage and Qwen3MoE FP8 loading failure are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "One is torch.compile/SDPA on Bamba; the other is accelerate loading of packed BitNet weights. Different failure modes and fixes." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer API mismatch and 3d_parallel execution failure share no concrete code path." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "A video input regression in Qwen VL models and a TRL SFT embedding-unpacking issue are different bugs." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both concern image sizing, but one is a processor/model resolution mismatch and the other is interpolate_pos_encoding behavior in Perceiver; not the same fix." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer padding/truncation crashes and image processor resolution mismatch are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and GPTNeoX rotary_pct reload regression are different config issues." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT MLM prediction regression and Qwen3.5 recurrent-state caching bug are unrelated model behaviors." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both involve loading/quantization context, but FP8 Qwen3MoE failure and dequantized model offload failure are distinct problems." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression and tokenization changes across versions are too broad to be the same concrete bug." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different models, different device/runtime failures: torch.compile SDPA vs CPU offload device mismatch." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and a 3d_parallel script failure are not the same underlying issue." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding window behavior and missing pad_token_idx in StableLmConfig are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44479", + "accept": false, + "reason": "NVFP4 execution failure and video input regression are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both mention MoE/parallelism, but auto device mapping CUDA assert and tensor-parallel support for GPT-OSS are different code paths." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metrics label handling and SAM3 text/bbox behavior are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Tokenizer crash in LayoutLMv2 and MLukeTokenizer attribute error are different model-specific bugs." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video input processing failure and weight_only from_pretrained error are different failures on different APIs." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3MoE FP8 loading failure and Llava Next segmentation fault are not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:43873", + "accept": false, + "reason": "Both are runtime/device related, but one is CUDA assert under auto device mapping and the other is offloading with quantization; different concrete failures." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "ImportError for GenerationMixin and a 3d_parallel run failure are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Serve crashes involving processor/tokenizer attributes and streaming chat/completions inference failures are different problems." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer compute_loss signature breakage and Qwen3 device-mapping CUDA assert are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Runtime special-token post-processor updates and version-dependent tokenization behavior are not the same concrete defect." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies and outdated docs about removed pipeline tasks are unrelated documentation/wording issues." + } + ] + }, + "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": 14, + "review_unit_index": 12, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44368", + "issue:44451", + "issue:44514", + "issue:44545", + "issue:44589", + "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" + ], + "soft_pairs": [ + "issue:33357|issue:35707", + "issue:44514|issue:44545", + "issue:30064|issue:34634", + "issue:41720|issue:43746", + "issue:43606|issue:43720", + "issue:43873|issue:45704", + "issue:43550|issue:43653", + "issue:44625|issue:45479", + "issue:44368|issue:45357", + "issue:43421|issue:43927", + "issue:43606|issue:43653", + "issue:34567|issue:35707", + "issue:34634|issue:41720", + "issue:44451|issue:44991", + "issue:44062|issue:44451", + "issue:43782|issue:45381", + "issue:42886|issue:44843", + "issue:44077|issue:44625", + "issue:44898|issue:45072", + "issue:44987|issue:45042", + "issue:43421|issue:43653", + "issue:43531|issue:44589", + "issue:44918|issue:44936", + "issue:39692|issue:44610", + "issue:43381|issue:43844", + "issue:43421|issue:44186", + "issue:43994|issue:44671", + "issue:43525|issue:43531", + "issue:45081|issue:45356" + ], + "prepared_review_unit_hash": "2b93716a72dde9193c4b4689e4969489c0e9e51c259645e92e99de56c343dc1f", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36082, + "estimated_input_tokens": 9021, + "estimated_eval_tokens": 18298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a false-positive cluster: the items span many unrelated bugs, with only a couple of tight duplicate pairs. I\u2019d accept the two clear same-bug pairs and reject the rest as related-at-best but not the same concrete issue.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue: the set is heterogeneous, and the only strong duplicates are small separate pairs rather than one shared bug family.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for the full cluster; it does not represent one underlying defect, so choosing a single anchor would be misleading.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "Different subsystems and symptoms: MacOS CLIP bus error vs generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same crash in Qwen2_5_VLProcessor.apply_chat_template on batched input with padding=False; same API path and symptom." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "ImageProcessor segmentation-map failure vs BarkProcessor voice_preset issue are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Different loading/runtime bugs: auto device mapping CUDA assert vs local checkpoint loading with PEFT adapters." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both are loading/offload CI failures, but the concrete failures and code paths differ." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization offloading behavior and a T5 apex memory leak are unrelated bugs." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Torch.compile SDPA failure in Bamba and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both mention num_labels, but one is config propagation and the other is a classification loss edge case across models." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Tie-word-embeddings warning during LoRA fine-tuning is unrelated to incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "TokenizersBackend post-processor sync feature and DiaConfig token-id loss after save/load are different bugs." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Different tokenizer/model issues: CPU offload device mismatch vs mask token registration/empty decode output." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counter bug is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping CUDA assert are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading problems, but with different models and distinct failure modes." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-arg TypeError is not the same as failing to load a specific tokenizer model." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only load error and Qwen2.5-VL video vision_position_ids are different bugs." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Same offline-mode tokenizer failure: `_patch_mistral_regex` calls `model_info()` and breaks HF_HUB_OFFLINE/cache loading." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are unrelated." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver resize/interpolate issue and bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Model loading regression and PIL image processor torchvision dependency are different issues." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Runtime special-token/post-processor update and BigBirdTokenizer mask-token decode bug are distinct tokenization problems." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL unpacking of Qwen3.5 embeddings and trainer.evaluate after train are different trainer behaviors." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 doc/model mismatch and OmDet-Turbo processor size mismatch are unrelated vision issues." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction and ZeRO-3 gradient growth are different training bugs." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Special-token runtime update feature and LayoutLMv2Tokenizer NER/padding crash are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "SigLIP2 incorrect outputs and CamemBERT masked LM regression are separate model-specific bugs." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Llama4Config pad_token_id missing and Qwen3-MoE sliding_window are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both involve fix_mistral_regex/Mistral-tokenizer handling, but one is a crash and the other is a codec-handling regression; not the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative. The cluster is correctly characterized as heterogeneous, and the two accepted pairs are well supported by near-identical titles and matching failure paths. No overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 13, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:43322", + "issue:43335", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43596", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43756", + "issue:43818", + "issue:43819", + "issue:43873", + "issue:43927", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44448", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45685", + "issue:45704" + ], + "soft_pairs": [ + "issue:43596|issue:44220", + "issue:41720|issue:45704", + "issue:43618|issue:43697", + "issue:43381|issue:45704", + "issue:39692|issue:43873", + "issue:43746|issue:45381", + "issue:43746|issue:43873", + "issue:40444|issue:43746", + "issue:44220|issue:44661", + "issue:45183|issue:45479", + "issue:43540|issue:44008", + "issue:43335|issue:43756", + "issue:43716|issue:44008", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:30064|issue:36010", + "issue:44062|issue:44488", + "issue:44843|issue:45081", + "issue:43322|issue:45685", + "issue:43577|issue:43818", + "issue:44186|issue:44898", + "issue:43550|issue:45072", + "issue:43531|issue:43643", + "issue:43643|issue:44877", + "issue:43421|issue:44811", + "issue:43550|issue:43927", + "issue:43540|issue:45381", + "issue:44448|issue:44671", + "issue:43644|issue:43749" + ], + "prepared_review_unit_hash": "5d780910c0a41616b174bcf1f607838c3443f9ac9cab5f9872ab6d4ddb647373", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36149, + "estimated_input_tokens": 9038, + "estimated_eval_tokens": 18332 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab-bag of unrelated regression reports across tokenizers, multimodal models, loading, and training. None of the proposed soft pairs look like true duplicates, so the cluster should not be merged on these edges; the safest anchor is the broad offloading/quantization report.", + "confidence": 0.34, + "canonical_issue_reason": "issue:43873 is the broadest, most centrally discussed item in the set, with the strongest inbound-reference signal and a general loading/offloading regression scope that makes it the least-specific anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative issue because it is broadly framed and has the most signs of being an active, cluster-level regression rather than a niche one-off bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Unrelated failures: Bert/deepspeed zero3 index error vs audio fbank feature extraction." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Different subsystems and bugs: Qwen3 auto device mapping CUDA assert vs T5 apex RMSNorm memory leak." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Both are v5 regressions, but they affect different models and different code paths." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Checkpointing in eval mode is unrelated to the T5 apex memory-leak issue." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "One is a SigLIP2 docs/quantization example problem; the other is a broad offloading-with-quantization bug." + }, + { + "left": "issue:43746", + "right": "issue:45381", + "accept": false, + "reason": "GraniteSpeech local checkpoint loading with PEFT is unrelated to Qwen2.5-VL video position IDs." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Both involve loading, but one is PEFT/local checkpoint restoration and the other is quantized offloading behavior." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "Different model families and failures: Qwen2.5-VL iterable dataset multi-image finetuning vs GraniteSpeech checkpoint loading." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction and tokenizer-mapping model registration are not the same bug." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input-validation XOR messaging and degenerate zero-loss classification are distinct issues." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError is unrelated to Gemma 3n's audio_mel_mask name collision." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and Smollm3 RoPE-layer mismatch are different model-specific defects." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "BLIP2 dtype propagation bug is unrelated to Gemma 3n forward-variable collision." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading during accelerate init is a different code path than DAC.from_latents missing STE handling." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration issue does not match BitNet packed-weight loading failure." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation-map processing and GenerationMixin import failure are completely unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-argument conflict is not the same as a model-loading failure for cjvt/sleng-bert." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch _patch_mistral_regex, but one is an offline model_info call and the other is a backend_tokenizer AttributeError; different bugs." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next loading segfault and MPS histogram_mps Int error are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype mismatch and Video-LLaVA temporal-attention/weight-sharing bug are different problems." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and Perceiver non-default-resolution failure are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile + SDPA failure in Bamba is not the same as dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoConfig trust_remote_code missing fields are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading is distinct from strict-config rejection of granite_speech." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token post-processor refresh and Whisper batch_decode skip_special_tokens handling are different tokenizer issues." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Bamba compile/SDPA failure is unrelated to DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen video bugs: one is a ValueError in Qwen3OmniMoe video processing, the other is wrong vision_position_ids in Qwen2.5-VL." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v4/v5 behavior regressions, but they concern different models and unrelated failure modes." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk filling and FSDP CPU RAM efficient loading are different loading/runtime bugs." + } + ] + }, + "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": 14, + "review_unit_index": 14, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42175", + "issue:43262", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44060", + "issue:44186", + "issue:44291", + "issue:44368", + "issue:44442", + "issue:44485", + "issue:44509", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44821", + "issue:44857", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45406", + "issue:45701" + ], + "soft_pairs": [ + "issue:43782|issue:44977", + "issue:43653|issue:43819", + "issue:44561|issue:45020", + "issue:43825|issue:43994", + "issue:43577|issue:43582", + "issue:43550|issue:43819", + "issue:43825|issue:43827", + "issue:44821|issue:45084", + "issue:44485|issue:44509", + "issue:41720|issue:44991", + "issue:44186|issue:44442", + "issue:30064|issue:36331", + "issue:44671|issue:45701", + "issue:44805|issue:44936", + "issue:43606|issue:45072", + "issue:42175|issue:45081", + "issue:43650|issue:43906", + "issue:34634|issue:36010", + "issue:43782|issue:45325", + "issue:44060|issue:44368", + "issue:44610|issue:45072", + "issue:45081|issue:45406", + "issue:43749|issue:44291", + "issue:43720|issue:45072", + "issue:43526|issue:43697", + "issue:43582|issue:44857", + "issue:43526|issue:44554", + "issue:43262|issue:43819" + ], + "prepared_review_unit_hash": "4157e93a42665c3f64d6eb1ca1c1c4a8393b71e7741f600f902de72be4dfefe9", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35716, + "estimated_input_tokens": 8929, + "estimated_eval_tokens": 18114 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated bug reports that only look similar because many are Transformers v5 / model-regression issues. None of the soft pairs appear to be the same underlying bug or change, so they should stay separate.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45020 is the broadest umbrella report here ('Recent transformers versions break models using `remote_code`'), so it best represents the cluster\u2019s general theme, though it is not a true duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best representative issue because it captures the widest version-regression scope among the set; the rest are more specific, model- or component-level failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen models, but one is a `weight_only` load error and the other is a flash-attention generation bug; different failure modes and code paths." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token decoding is unrelated to DAC latent decoding / missing STE; different components and bugs." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "`is_torch_fx_available` removal breaks trust-remote-code models, while 45020 is a broad tokenization/regression report; overlapping theme only, not the same bug." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is a wrong pipeline error message for translation support, the other is a SigLIP2 inference-quality issue; unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype propagation and Apple Silicon allocator warmup are separate loading/runtime issues." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to DAC latent-vs-forward mismatch." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "These both concern removed pipeline tasks in v5, but one is an error message and the other is docs; related topic, not the same bug/change." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and 'Can't compile non template nodes' are different code paths and failures." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to docs mentioning removed pipeline tasks." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 A800 cuda assert and tokenizer loading for EMBEDDIA/est-roberta are unrelated issues." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 NER/padding crashes are unrelated to FastSpeech2ConformerTokenizer loading." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "ImageProcessor void segmentation maps and CustomTrainer `compute_loss` signature mismatch are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and generic tokenization changes are different problems." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "A tensor-mask shape IndexError during model execution is not the same as `trainer.evaluate()` failing after training." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch for bark-small and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are separate bugs." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Missing TensorFlow backend in torch-only install is unrelated to the Mistral tokenizer regex patch crash." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "`ADD THE DATA` is not a technical bug report and does not match the isolated reproduction issue." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Both touch Qwen3/Qwen2.5-VL loading behavior, but one is `weight_only` load failure and the other is RoPE position-id scaling; different concrete bugs." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Incorrect tied-weights warning in Qwen3-Next is not the same as the Qwen3.5 LoRA warning about `tie_word_embeddings=False`." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet-Turbo processor image-size mismatch and dtype mismatches in other models are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral tokenizer backend-tokenizer crash and Gemma4Processor missing `_tokenizer` are different processor/tokenizer failures." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and `_is_hf_initialized` argument error in `init_empty_weights` are separate loading-path regressions." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to dtype mismatch inference bugs." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and RTDetrV2 differing outputs in v5 are different model/processor issues." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon caching allocator TypeError and LwDetrImageLoss AMP/CUDA crash are distinct runtime failures." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BeitImageProcessorFast label reduction is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and DAC latent decoding mismatch are different subsystems 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": 2, + "component_count": 14, + "review_unit_index": 15, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43638", + "issue:43645", + "issue:43653", + "issue:43696", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44479", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45084", + "issue:45356", + "issue:45357", + "issue:45488", + "issue:45538", + "issue:45600", + "issue:45701" + ], + "soft_pairs": [ + "issue:43329|issue:45600", + "issue:45084|issue:45538", + "issue:34634|issue:36331", + "issue:43653|issue:44912", + "issue:43452|issue:44991", + "issue:43257|issue:43329", + "issue:43638|issue:44936", + "issue:38175|issue:44610", + "issue:43454|issue:43577", + "issue:44589|issue:45042", + "issue:44568|issue:45488", + "issue:43854|issue:44977", + "issue:43257|issue:43696", + "issue:43746|issue:44811", + "issue:39692|issue:44912", + "issue:36010|issue:43645", + "issue:43720|issue:44610", + "issue:43819|issue:43927", + "issue:43550|issue:44912", + "issue:43749|issue:44756", + "issue:44568|issue:45356", + "issue:43329|issue:44479", + "issue:43262|issue:44811", + "issue:43531|issue:45042", + "issue:36010|issue:36331", + "issue:43257|issue:43931", + "issue:44849|issue:45701", + "issue:43329|issue:43450", + "issue:34567|issue:40990", + "issue:43257|issue:43756", + "issue:43697|issue:45357" + ], + "prepared_review_unit_hash": "53672b5c44a58eade67eeb0578b62d30f2cbca9c4390a6c7edb7e02e29ca2626", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37136, + "estimated_input_tokens": 9284, + "estimated_eval_tokens": 18824 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated Transformers issues. Only one soft duplicate looks plausible (the Qwen video regression pair); the rest differ by model, subsystem, or failure mode.", + "confidence": 0.64, + "canonical_issue_reason": "No single perfect canonical duplicate exists; issue 45488 is the broadest concrete regression here, with a clear reproducible tokenizer breakage affecting a major model family.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45488 is the strongest standalone representative: open, user-visible, and tied to a concrete tokenizer regression with downstream impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Different bugs: multimodal video token counting vs stale auto_mappings config references breaking CI." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated failures: compile/template-node error vs CLIPTokenizer max length constant." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Different APIs and code paths: BarkProcessor voice preset vs CustomTrainer compute_loss signature change." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token decoding bug vs MXFP4 quantization fallback; no shared root cause." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading-related, but one is gguf_file integration and the other is a specific tokenizer load regression." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion/loading issue vs a multimodal video token helper bug." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "ZeRO-3/non-pretrained BERT crash vs trainer.evaluate() after train; different execution paths." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different symptoms and model families: zero probabilities vs image size mismatch." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision lm_head tying bug vs Blip2 dtype loading bug; unrelated mechanisms." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure vs PIL image processor torchvision dependency regression." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both involve tokenizers, but the broken behavior and model-specific fixes are different." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading issue vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Model-loading weight conversion bug vs plain OOM; not the same problem." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT/local checkpoint loading vs Whisper batch_decode special-token handling." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation/example errors vs quantization loading fallback; different fixes." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "ImportError for GenerationMixin vs custom-model initialization issues in notebooks." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight unloading during accelerate load vs processor/model input-size mismatch." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent reconstruction bug vs DiaConfig token-ID persistence bug." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile/SDPA failure vs MXFP4 quantization loading fallback; different code paths." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM efficient loading vs platform-specific mmap OOM mitigation." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and causes." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "Same underlying video-input/VLM code path regression; one is the specific undefined-helper failure behind the broader video regression." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE vs torchvision dependency issue in PIL processors." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Import-time GenerationMixin issue vs trainer compute_loss kwargs mismatch." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen3 loading problems, but one is MoE weight conversion and the other is a VL shape mismatch." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Specific Qwen3.5 hidden-state bug vs broad tokenization regression complaint." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both touch video-related code, but token counting and batched processor shape are distinct bugs." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token counter bug vs GPT-oss perplexity anomaly; no common root cause." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight conversion bug vs Smollm3 RoPE-layer selection bug." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output regression vs Qwen3.5 visual-encoder key saving regression." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The chosen representative issue is supported by the title/state, and the one accepted soft edge (43329/44479) is plausibly the same video-regression family. The remaining pairwise rejections are cautious and well-justified by differing model families, subsystems, or failure modes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 16, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:36010", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43317", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44164", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44737", + "issue:44821", + "issue:44898", + "issue:44912", + "issue:44938", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45137", + "issue:45325", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45538", + "issue:45588" + ], + "soft_pairs": [ + "issue:44987|issue:45538", + "issue:44479|issue:45381", + "issue:43577|issue:45072", + "issue:41720|issue:43540", + "issue:43452|issue:43582", + "issue:42915|issue:43742", + "issue:33357|issue:34567", + "issue:44291|issue:45042", + "issue:43317|issue:45538", + "issue:42915|issue:44821", + "issue:42175|issue:43824", + "issue:43927|issue:44912", + "issue:43540|issue:44560", + "issue:42915|issue:45538", + "issue:43540|issue:44479", + "issue:42175|issue:44938", + "issue:44062|issue:44991", + "issue:42175|issue:44488", + "issue:43526|issue:45479", + "issue:45137|issue:45405", + "issue:43906|issue:45381", + "issue:38175|issue:44898", + "issue:44737|issue:45588", + "issue:43749|issue:44164", + "issue:28282|issue:34689", + "issue:43756|issue:45325", + "issue:36010|issue:42175", + "issue:43742|issue:44291", + "issue:28282|issue:29127", + "issue:43493|issue:43994", + "issue:43643|issue:45375" + ], + "prepared_review_unit_hash": "b387c12aefb5bee2439e1232198c6d679d6dc51750aa006863534a9e63d4a38d", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37119, + "estimated_input_tokens": 9280, + "estimated_eval_tokens": 18816 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: most pairs are unrelated bugs across different models/subsystems. I accepted only the two pairs that look like the same concrete bug family (Qwen VL video position IDs; SigLIP2 bad outputs).", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical issue cleanly represents the whole cluster because the items split into multiple unrelated problem families; the closest duplicate groups are separate and should not be collapsed together.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No global best issue: the cluster does not form one duplicate set, so any single issue would misrepresent the other unrelated reports.", + "best_pr_reason": "No PRs are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Different failures: tokenizer/model loading for 'physical-intelligence/fast' vs CLIPTokenizer max_length behavior." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both report Qwen2.5-VL/video-input position-id regressions in 5.3.0; likely the same video positional indexing bug." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype, but they affect different models and code paths (Blip2 loading vs SwitchTransformers/TimmWrapper inference)." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Distinct Qwen issues: auto device mapping CUDA assert on A800 vs video-input ValueError in Qwen3OmniMoe." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated areas: gguf AutoTokenizer/AutoModel loading vs Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different bugs: FineGrainedFP8Config failure for Qwen3Moe vs key error loading MobileLLM-125M." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "Unrelated: MacOS bus error loading CLIP vs TrainerState token counting not updating." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Different code paths: init_empty_weights/_is_hf_initialized vs image processor torchvision dependency regression." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Different problems: device_map/offload loading failure vs CLIPTokenizer model_max_length." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Different subsystems: FP8 loading for Qwen3Moe vs AutoImageProcessor URL loading." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Different failures: missing TensorFlow backend in install extras vs missing Qwen2_5_VL class import." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Config save/load custom token IDs vs MXFP4 quantization fallback are not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both involve video, but different models and symptoms (Qwen3OmniMoe ValueError vs Qwen3-vl-embedding StopIteration)." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Different issues: FP8 config loading vs tokenizer max_length." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both are video-related, but the affected model families and failure modes differ enough that they do not look like one concrete bug." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Completely different areas: backend packaging for TensorFlow vs Python 3.14 import failure." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer AddedToken keyword collision is not the same as the EMBEDDIA/est-roberta loading regression." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Different issues: package extras/backend composition vs loading 'cjvt/sleng-bert'." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to sequence-classification zero-loss behavior." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error is unrelated to PEFT version pinning." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as the Qwen2.5-VL video-position-id regression." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different model families and failures: SigLIP2 zero probabilities vs Perceiver non-default resolution handling." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU arange bug is unrelated to flash_attention crashing on s_aux=None." + }, + { + "left": "issue:43749", + "right": "issue:44164", + "accept": false, + "reason": "FSDP CPU RAM efficient loading regression is not the same as save/from_pretrained extra_state handling." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "PyTorch-missing ImportError is unrelated to Llama 3.2 Vision model loading breakage." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen/Smollm RoPE bugs with different code paths and symptoms." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "GenerationMixin import failure and TensorFlow backend packaging are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key error and init_empty_weights/_is_hf_initialized are different loading failures." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch import error is unrelated to LayoutLMv3 box-information error messaging." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both point to the same SigLIP2 model producing wrong/nonsensical outputs; one frames it as HF-vs-JAX discrepancy, the other as broken inference behavior." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both mention missing fields, but one is AutoConfig/trust_remote_code behavior and the other is a specific VisionConfig field dropped by @strict." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. It correctly treats the cluster as heterogeneous, and the two accepted soft pairs are plausibly the same bug family without overclaiming. The rejected pairs are also mostly well-justified by differing model families or code paths." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 17, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:24643", + "issue:29127", + "issue:34567", + "issue:36331", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:44062", + "issue:44291", + "issue:44466", + "issue:44484", + "issue:44488", + "issue:44514", + "issue:44561", + "issue:44589", + "issue:44625", + "issue:44704", + "issue:44792", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:45005", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45405", + "issue:45440", + "issue:45600" + ], + "soft_pairs": [ + "issue:43582|issue:43782", + "issue:44062|issue:45081", + "issue:34567|issue:36331", + "issue:44291|issue:44821", + "issue:43452|issue:44488", + "issue:44792|issue:44964", + "issue:44484|issue:44704", + "issue:45405|issue:45600", + "issue:45042|issue:45081", + "issue:43697|issue:45216", + "issue:43643|issue:44561", + "issue:43742|issue:44589", + "issue:44514|issue:45381", + "issue:43688|issue:43749", + "issue:43531|issue:44821", + "issue:44514|issue:45290", + "issue:44625|issue:44877", + "issue:43452|issue:43577", + "issue:43720|issue:44898", + "issue:43452|issue:44843", + "issue:43688|issue:45440", + "issue:41762|issue:44936", + "issue:43525|issue:43643", + "issue:24643|issue:29127", + "issue:43295|issue:45356", + "issue:43819|issue:44811", + "issue:44466|issue:45005" + ], + "prepared_review_unit_hash": "7a093d7485b5370e5bc4e38b65209b72097c4dc04aea53a9c3517c99598ccdd5", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35492, + "estimated_input_tokens": 8873, + "estimated_eval_tokens": 18002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated closed issues with similar wording. Only one soft pair looks like the same underlying bug: tied-weight serialization/save_pretrained behavior in v5.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44466 is the clearest, most specific statement of the tied-weights serialization regression and likely subsumes issue:45005 as a broader symptom report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44466 is the best issue representative because it is concrete, actionable, and closest to the underlying code-path problem in the only plausible duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Different failures in different loading paths: AppleSilicon allocator warmup TypeError vs Qwen3VL weight_only loading error." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-related, but they describe different bugs and code paths: AddedToken keyword collision vs Mistral regex/backend_tokenizer crash." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Trainer bookkeeping bug vs custom compute_loss signature mismatch; unrelated symptoms and fixes." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized type error is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both involve model loading, but one is a gguf_file regression and the other is a specific model load failure; not clearly the same bug." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Separate multimodal model loading/test failures with no clear shared code-path." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard sizing question vs AutoProcessor cached_file kwargs bug; different issues entirely." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Unreleased PEFT version bump vs stale auto_mappings config reference; unrelated maintenance issues." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image processor torchvision dependency regression is unrelated to Mistral regex/tokenizer loading crash." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 checkpoint save regression are different model-specific problems." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both mention trust_remote_code, but one is missing fields from AutoConfig and the other is an fx-availability removal regression; different failures." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "KeyError loading MobileLLM vs float8 storage lookup TypeError; unrelated loading paths." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL related, but one is a chat-template batching crash and the other is incorrect vision_position_ids; different bugs." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization bug vs FSDP CPU RAM-efficient loading regression; no shared underlying code-path." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both hit apply_chat_template, but the failing conditions differ enough that they do not look like one concrete bug." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Config field propagation for Qwen3.5 is not the same as strict config preventing granite_speech loading." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Tokenizer/model loading with gguf_file is unrelated to Blip2 dtype propagation." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver interpolation failure are different model-specific issues." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file loading regression is unrelated to _patch_mistral_regex offline-mode behavior." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Aux-loss normalization bug and DeepSeekV3MoE divergence are different training/architecture problems." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 model loading failure is unrelated to trainer.evaluate() failing after train()." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is not the same as trust_remote_code missing fields." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training RuntimeError vs LayoutLMv3 error-message clarity issue; not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer/processor regressions for different models; no concrete shared fix path." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent reconstruction mismatch and Whisper batch_decode skip_special_tokens handling are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both point to the same tied-weights serialization/save_pretrained regression in v5; 45005 reads like a broader translation-model manifestation of 44466." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL backend torchvision dependency regression is unrelated to the Mistral regex crash." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The accepted 44466/45005 pairing is well supported by the titles and descriptions, both pointing to tied-weights/save_pretrained serialization behavior in v5. The other soft pairs are rejected in a cautious way without overclaiming shared root causes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 18, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:28282", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:43122", + "issue:43295", + "issue:43329", + "issue:43334", + "issue:43452", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44743", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45325", + "issue:45356", + "issue:45588", + "issue:45701", + "issue:45704" + ], + "soft_pairs": [ + "issue:43653|issue:44568", + "issue:44464|issue:44743", + "issue:38175|issue:43295", + "issue:43577|issue:43697", + "issue:41720|issue:43906", + "issue:43688|issue:45704", + "issue:44361|issue:44442", + "issue:43646|issue:43749", + "issue:43653|issue:44361", + "issue:28282|issue:32090", + "issue:43688|issue:45701", + "issue:44843|issue:44991", + "issue:44479|issue:44936", + "issue:30064|issue:33666", + "issue:28282|issue:35141", + "issue:28282|issue:33357", + "issue:44977|issue:45356", + "issue:43577|issue:45588", + "issue:43122|issue:43906", + "issue:43577|issue:44554", + "issue:43531|issue:43742", + "issue:43653|issue:43927", + "issue:43329|issue:45325", + "issue:44464|issue:44977", + "issue:44479|issue:44625", + "issue:43550|issue:44361", + "issue:32090|issue:34567", + "issue:43504|issue:43720", + "issue:43452|issue:44451", + "issue:43504|issue:43550", + "issue:32090|issue:33666", + "issue:43504|issue:44610", + "issue:43334|issue:43572", + "issue:41720|issue:44464", + "issue:43525|issue:43572" + ], + "prepared_review_unit_hash": "fe674c898a1b0bb6f14f0ab159162f5f465ae7700ccc648709e4484028ebc541", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38346, + "estimated_input_tokens": 9587, + "estimated_eval_tokens": 19430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a heterogeneous mix of unrelated bug reports. I found no soft-edge pair that clearly describes the same underlying issue, so all candidate links should be rejected. If a representative issue is needed, the broadest tokenizer-regression report is the best umbrella candidate.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 45701 is the broadest, most umbrella-style report in the set (\u201ctransformers version changes the tokenization\u201d) and best fits as a loose representative for the tokenizer-regression subset.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45701 is open, generic, and already references the broader tokenization-change theme, making it the most suitable anchor if this cluster must have one issue representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizers and different symptoms: BigBird mask-token decoding vs mdeberta add_special_tokens/BOS-EOS behavior." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both concern generation, but one is compiled-forward inconsistency while the other is a Qwen3.5 recurrent-state/cache bug; not the same code path." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Completely different failures: SigLIP zero probabilities vs processor.tokenizer/image-passing regression." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Unrelated model-loading dtype issue vs RTDetrV2 output mismatch." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "No shared bug: Qwen3 auto device-mapping cuda assert vs an isolated reproduction of a different issue." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Different subsystems and failure modes: auxiliary-loss normalization vs T5/apex memory leak." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer load failures, but for different tokenizer families and different exceptions." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizers and different errors; no same underlying bug." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "ImportError for missing PyTorch is unrelated to Trainer NoneType broadcast failure." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "45701 is a broad tokenization regression, but this is about MoE auxiliary-loss normalization, not tokenization." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline hub/model_info regression is unrelated to EMBEDDIA tokenizer loading failure." + }, + { + "left": "issue:44479", + "right": "issue:44936", + "accept": false, + "reason": "Video-input regression in Qwen VL models is unrelated to trainer.evaluate after train." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Image-processor void-segmentation bug is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Missing PyTorch ImportError is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch missing ImportError does not match MacOS bus error in CLIP loading." + }, + { + "left": "issue:44977", + "right": "issue:45356", + "accept": false, + "reason": "Different models and different regressions: flash-attention generation vs tokenizer codec/regex handling." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Dtype handling in BLIP2 is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Generic tokenization difference across versions is not the same as the isolated reproduction issue." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype bug and MPS attention correctness issue are distinct." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to MobileLLM-125M loading key error." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird special-token decoding issue is unrelated to DiaConfig custom token ID loss." + }, + { + "left": "issue:43329", + "right": "issue:45325", + "accept": false, + "reason": "Both are VL-related, but one is an undefined-variable bug in multimodal token counting and the other is rope-index scaling for still images." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation mismatch is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression is unrelated to Qwen3.5 num_labels propagation." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to MLukeTokenizer AttributeError." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast TypeError is unrelated to TrainerState.num_input_tokens_seen not updating." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field model-loading bug is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "GGUF path breakage and ScandiBERT loading failure are different problems." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit preset loading and Bamba torch.compile/SDPA are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing pad-token-related config fields, but they affect different models and different attributes." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device-mapping cuda assert is unrelated to chunked generation under compiled forward." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Same general theme of missing pad-token config fields, but different model families and different fields; 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": 2, + "component_count": 14, + "review_unit_index": 19, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:33357", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:43257", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43688", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44466", + "issue:44488", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44821", + "issue:44843", + "issue:44849", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584" + ], + "soft_pairs": [ + "issue:44849|issue:45357", + "issue:43278|issue:43688", + "issue:43756|issue:44913", + "issue:43742|issue:44821", + "issue:43493|issue:43825", + "issue:33666|issue:36010", + "issue:43262|issue:45084", + "issue:43540|issue:43716", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:43257|issue:43299", + "issue:43278|issue:43844", + "issue:39692|issue:43493", + "issue:43493|issue:43844", + "issue:43720|issue:44361", + "issue:33666|issue:36331", + "issue:44964|issue:45405", + "issue:44488|issue:44843", + "issue:43540|issue:44977", + "issue:45200|issue:45229", + "issue:44625|issue:45584", + "issue:43756|issue:45083", + "issue:43824|issue:44589", + "issue:43646|issue:44466", + "issue:44589|issue:45520", + "issue:39692|issue:43295", + "issue:44423|issue:44734", + "issue:33357|issue:33666", + "issue:43572|issue:44291", + "issue:43504|issue:43606", + "issue:43575|issue:45405", + "issue:43927|issue:44361" + ], + "prepared_review_unit_hash": "105c0d34f2184ad685509d066e1f8820bf60275ba8e5174893e96b712046e7ef", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37396, + "estimated_input_tokens": 9349, + "estimated_eval_tokens": 18954 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated bugs across model loading, training, configs, serving, audio, and documentation. None of the soft pairs look like the same concrete underlying issue, so I would not merge any of them as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "issue:43646 is the broadest representative of the cluster\u2019s main theme (Transformers 5.0 breakage around model initialization), even though it is not a duplicate of the other reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best anchor for this cluster because it is general, regression-oriented, and more central than the many highly model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen3.5, but one is about output_hidden_states and the other about save_pretrained visual encoder keys; different code paths and symptoms." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "One is about BF16\u2192FP32 dtype drift during evaluate, the other about auxiliary-loss normalization; different bugs." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "RoPE-related wording overlaps, but one is missing RoPE layers in Smollm3 and the other is config persistence for rotary_pct." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM key error vs AutoImageProcessor URL loading; unrelated failures." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is not the same as a pipeline() translation-support error message issue." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:45084", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and template compilation failure are different subsystems and bugs." + }, + { + "left": "issue:43540", + "right": "issue:43716", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError and Mistral-3 image-preprocessor dtype mismatch are distinct multimodal issues." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is unrelated to DiaConfig losing custom token IDs." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU-offload device mismatch for bark-small is not the same bug as DiaConfig token-ID persistence." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen3 MOE-related, but one is accelerate/deepspeed weight conversion and the other is model loading breakage in v5; not the same concrete defect." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift during evaluate is unrelated to ZeRO-3 gradient growth." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 documentation example errors are documentation/example issues, while the other is an implementation discrepancy with JAX." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch and ZeRO-3 gradient behavior are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight loading bug and MLukeTokenizer AttributeError do not share the same failure mode." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL and CustomTrainer.compute_loss signature mismatch are different trainer issues." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Loading Phi-4-multimodal-instruct and an outdated MIN_PEFT_VERSION pin are not the same underlying problem." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Loading cjvt/sleng-bert and HF_HUB_OFFLINE-breaking model_info() calls are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3OmniMoe video input processing and Qwen3.5 flash-attention generation bug are different code paths." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "mm_token_type_ids defaulting for text-only fine-tuning is not the same as Gemma4 multi-GPU inference OOM." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and qwen3_omni_moe feature-length helper behavior are different issues." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Qwen2.5-VL import failure and Float8 storage lookup failure are distinct import/runtime problems." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and lm_head.weight serialization inconsistency are related only at a very high level, but not the same concrete bug." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage resolution and flash_attn KeyError on Python 3.13 are unrelated dependency/import issues." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 docs example errors and processor.tokenizer regression are different problems." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing bug are both serve issues but not the same underlying defect." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error with CLIP and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx after v5 update and init_empty_weights _is_hf_initialized TypeError are separate config/init regressions." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "BEiT legacy-field load failure and bark-small CPU-offload device mismatch are unrelated loading bugs." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Qwen2-57B-A14B-Instruct TP OOM and MIN_PEFT_VERSION packaging issue are not the same problem." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig token-ID persistence and MLukeTokenizer task AttributeError are different model-specific failures." + } + ] + }, + "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": 14, + "review_unit_index": 20, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:15354", + "issue:29942", + "issue:30333", + "issue:37428", + "issue:38175", + "issue:39401", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43540", + "issue:43582", + "issue:43606", + "issue:43653", + "issue:43701", + "issue:43844", + "issue:43957", + "issue:43994", + "issue:44112", + "issue:44315", + "issue:44464", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44792", + "issue:44849", + "issue:44898", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45405", + "issue:45412", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45701" + ], + "soft_pairs": [ + "issue:43504|issue:43653", + "issue:44521|issue:45290", + "issue:44464|issue:45584", + "issue:43994|issue:44493", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:43606|issue:44112", + "issue:29942|issue:30333", + "issue:44554|issue:45446", + "issue:43844|issue:44964", + "issue:44568|issue:45701", + "issue:43540|issue:45200", + "issue:45084|issue:45520", + "issue:43582|issue:44977", + "issue:43232|issue:44849", + "issue:15354|issue:38175", + "issue:45072|issue:45198", + "issue:37428|issue:43957", + "issue:39401|issue:44568", + "issue:44315|issue:44849", + "issue:43334|issue:43525", + "issue:44554|issue:45356", + "issue:43295|issue:44610", + "issue:45200|issue:45325", + "issue:43493|issue:43701", + "issue:44898|issue:45412" + ], + "prepared_review_unit_hash": "4545c5b60894cc1cea3b66ec9ec1dba0fbfce9c2b68d07ed3885d307f7aa4a70", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35030, + "estimated_input_tokens": 8758, + "estimated_eval_tokens": 17772 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated issues across tokenization, multimodal chat templates, generation, CI, device placement, and import/regression bugs. No soft edge looks like the same underlying bug/change, so none are accepted. If a representative issue is needed, issue:45701 is the broadest tokenization-regression item, but it does not unify the rest of the cluster.", + "confidence": 0.94, + "canonical_issue_reason": "No strong canonical issue exists because the cluster is mostly unrelated. If forced to pick one representative, issue:45701 is the broadest and most central to the tokenization-related subset.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the best high-level representative for the tokenization-regression subset, but it is still not a true duplicate umbrella for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Different bugs: legacy field loading for BEiT semantic segmentation vs BigBirdTokenizer special-token decoding. Same general area, not the same code-path issue." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve chat templating, but one is about assistant_masks for multimodal inputs and the other about tool-call messages with no content. Different failure modes and fixes." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated generation bugs: compiled-forward chunked generation inconsistency vs Whisper empty-transcription failure after align_special_tokens." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Different symptoms and subsystems: SigLIP2 AutoModel/pipeline output corruption vs unexpected position-id key warnings across many models." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to a PEFT minimum-version bump." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is not the same bug as a stale GraniteSpeech CI test." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow reporting after training failure are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "One is an MPS attention correctness issue; the other is a PyTorch version-gating import problem for AuxRequest. Different code paths." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth and model-loading failures under torch.device('meta') are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45701", + "accept": false, + "reason": "Both concern tokenization regressions, but one is a specific BOS/EOS omission for mdeberta-v3-base while the other is a broad version-change complaint. Not the same concrete bug." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe differs from mm_token_type_ids defaults in Gemma 4; related theme, not the same issue." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Non-template node compilation error is unrelated to a flash_attn import KeyError on Python 3.13." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon caching_allocator_warmup TypeError is unrelated to Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to Qwen3.5 output_hidden_states behavior." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp support is unrelated to SigLIP2 zero-probability outputs." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatch issues are unrelated to Wav2Vec2 save_pretrained/tokenization failures." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for a flash-attention helper is not the same as meta-device model-loading breakage." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer bugs, but offset_mapping is a different failure than missing BOS/EOS insertion." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel not applied with model_init is unrelated to a Qwen3.5 hidden-states bug." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention pad_token_id, but they are different model/config loading failures with distinct affected models and code paths." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer codec/regression issues are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Custom processor/tokenizer regression in v4.57.5 is not the same as OmDet-Turbo\u2019s image-size mismatch." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Different multimodal token-position bugs: defaults for mm_token_type_ids vs Qwen2.5-VL rope-index scaling." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to checkpoint-resume key mismatches." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory release 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": 2, + "component_count": 14, + "review_unit_index": 21, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:42915", + "issue:43278", + "issue:43295", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43526", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43901", + "issue:43957", + "issue:43975", + "issue:43994", + "issue:44112", + "issue:44206", + "issue:44360", + "issue:44442", + "issue:44462", + "issue:44464", + "issue:44466", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44779", + "issue:44792", + "issue:44857", + "issue:44936", + "issue:44987", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45412", + "issue:45563", + "issue:45584" + ], + "soft_pairs": [ + "issue:44466|issue:45127", + "issue:44792|issue:45563", + "issue:43873|issue:44464", + "issue:37428|issue:43824", + "issue:43572|issue:44987", + "issue:43388|issue:43526", + "issue:43572|issue:43957", + "issue:43844|issue:44936", + "issue:43824|issue:43975", + "issue:43295|issue:43450", + "issue:44514|issue:44521", + "issue:38175|issue:45412", + "issue:43295|issue:43873", + "issue:42915|issue:43824", + "issue:43295|issue:43994", + "issue:44360|issue:44561", + "issue:44442|issue:45198", + "issue:38175|issue:43493", + "issue:43278|issue:43856", + "issue:43827|issue:43901", + "issue:44206|issue:45584", + "issue:43653|issue:44112", + "issue:43450|issue:43493", + "issue:45127|issue:45245", + "issue:43450|issue:43575", + "issue:43819|issue:45083", + "issue:44561|issue:44779", + "issue:45290|issue:45381", + "issue:44462|issue:44561", + "issue:37428|issue:43425", + "issue:44610|issue:44857", + "issue:43819|issue:44112" + ], + "prepared_review_unit_hash": "c0e10bdfe1d619adf915ffea4906fd727b166ecc1fd42652a18405fbfbc2cdb1", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37285, + "estimated_input_tokens": 9322, + "estimated_eval_tokens": 18900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers v5 regressions and model-specific bugs. The only tight subfamily is the multimodal chat-template path around `apply_chat_template` and assistant masks; the rest should stay separate.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 44521 is the best representative of the only clearly recurring subtopic here: multimodal chat-template handling. It has multiple nearby reports pointing at the same API surface and the strongest cross-references in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the most central issue in the cluster and the closest thing to a hub for the shared chat-template/multimodal regression reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Different failures: tied-weight serialization/device-dependent save behavior vs LoRA merge collapse with extended vocab." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "One is a Janus image-generation test failure; the other is a stale `num_return_sequences` warning in paged generate." + }, + { + "left": "issue:43873", + "right": "issue:44464", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to chunked generation inconsistencies under compiled forward." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different import/export breakages in unrelated modules: flash-attention helper import vs Qwen2.5-VL class export." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLm config metadata loss is unrelated to a model-loading failure for `physical-intelligence/fast`." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both affect labels, but one is distributed metrics gathering and the other is BeitImageProcessorFast label reduction." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Missing config field and meta-device loading are different regression classes with no shared code path." + }, + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "ZeRO-3 gradient growth during training is not the same bug as `trainer.evaluate()` failing after training." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Qwen2.5-VL import/export issue and DeepSeek detokenization regression are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer regression and batched video-shape bug are separate multimodal issues." + }, + { + "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 all-zero assistant masks; not the same concrete bug." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 probability output issue and RT-DETR memory reclamation are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to offloading with quantization." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Qwen2.5-VL import error are different model-specific problems." + }, + { + "left": "issue:43295", + "right": "issue:43994", + "accept": false, + "reason": "Custom processor/tokenizer regression is not the same as SigLIP2 producing bad results through AutoModel/pipeline." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A DSA indexer discussion is unrelated to v5 removal of `is_torch_fx_available` breaking remote code." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model families and different failure modes." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but one is zero probabilities while the other is an implementation discrepancy against JAX; not identical." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to Qwen3 MoE memory inefficiency." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs regressions, but they reference different removed/changed APIs and are not the same change." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "LaserFeatureExtractor center-arg crash and Whisper empty-transcription handling are separate bugs." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration and a stale CI device-override test are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43493", + "accept": false, + "reason": "Video processor batched shape handling is not the same concrete bug as SigLIP2 HF vs JAX output mismatch." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/tied-embedding collapse and the 2^24 category limit error are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video shape bug and Qwen2-57B-A14B-Instruct TP OOM are different problems." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent reconstruction mismatch and `_get_feat_extract_output_lengths` behavior are unrelated helper/model issues." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of `is_torch_fx_available` breaking trust-remote-code is unrelated to DeepSeek tokenization regressions." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal/chat-template adjacent, but one is a tool-call/content crash and the other is wrong vision position ids for Qwen2.5-VL video input." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "AutoTokenizer ignoring `tokenizer.json` and removal of `is_torch_fx_available` are unrelated API regressions." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Flash-attention import breakage and Torch 2.10 incompatibility are not the same bug." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet-Turbo processor/model size mismatch and LwDetrImageLoss AMP crash are different issues." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC forward/from_latents mismatch is unrelated to the GraniteSpeech stale CI test." + } + ] + }, + "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": 14, + "review_unit_index": 22, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43450", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43723", + "issue:43819", + "issue:43825", + "issue:43931", + "issue:44112", + "issue:44292", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44554", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45491", + "issue:45520", + "issue:45588", + "issue:45593", + "issue:45712" + ], + "soft_pairs": [ + "issue:43262|issue:43450", + "issue:44857|issue:45593", + "issue:43278|issue:43825", + "issue:45200|issue:45588", + "issue:43606|issue:45083", + "issue:44448|issue:44743", + "issue:45310|issue:45478", + "issue:37428|issue:44351", + "issue:29942|issue:32090", + "issue:43335|issue:43550", + "issue:43611|issue:43931", + "issue:39692|issue:43526", + "issue:43819|issue:44493", + "issue:45200|issue:45381", + "issue:43335|issue:43653", + "issue:29127|issue:32090", + "issue:44292|issue:45520", + "issue:44855|issue:45083", + "issue:43335|issue:45083", + "issue:44448|issue:44779", + "issue:39692|issue:44493", + "issue:43335|issue:43504", + "issue:43550|issue:44112", + "issue:38175|issue:44493", + "issue:44977|issue:45229", + "issue:43335|issue:45072", + "issue:45459|issue:45712", + "issue:40444|issue:43526", + "issue:43723|issue:44554", + "issue:43335|issue:45593", + "issue:44568|issue:45491", + "issue:43720|issue:44112" + ], + "prepared_review_unit_hash": "606cbfb1eb5b8d2c0f983023d00af15d20f050b204d01db463d2dea65452a51a", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36972, + "estimated_input_tokens": 9243, + "estimated_eval_tokens": 18742 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the issues span unrelated models, processors, tokenizer regressions, CI failures, and error-message polish. The only clear duplicate-looking pair is the two Qwen3.5 MoE `from_pretrained` reports (45310 and 45478).", + "confidence": 0.95, + "canonical_issue_reason": "issue:45310 is the cleanest canonical for the Qwen3.5 MoE `from_pretrained` regression; issue:45478 is effectively the same report with the same version and failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best issue candidate because it is the strongest true duplicate in the set and has the clearest, most complete framing of the shared regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate behavior and batched video shape output are different subsystems and different bugs." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP crash in LwDetrImageLoss is unrelated to D-FINE missing auxiliary losses." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "BF16/FP32 dtype drift in eval is unrelated to a pipeline translation-task error message." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 `mm_token_type_ids` defaults and flash-attention `s_aux=None` crash are unrelated code paths." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus output drift across v4/v5 and Qwen recurrent-state reset are distinct model/regression issues." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5 MoE `from_pretrained` failure on the same Transformers version; near-exact duplicate report." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Missing flash-attention helper import and missing `HybridCache` import are unrelated import failures." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and Trainer `_gpu_broadcast_one` NoneType errors do not share a concrete root cause." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer initialization and Bamba SDPA/torch.compile failure are separate model bugs." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "`base_model_prefix` loading breakage and Qwen3-VL weight-shape mismatch are different loading problems." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs/model mismatch and Beit fast processor label reduction bug are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC `from_latents` mismatch and unexpected position-id keys affect different models and logic." + }, + { + "left": "issue:45200", + "right": "issue:45381", + "accept": false, + "reason": "Gemma4 text-only `mm_token_type_ids` defaulting and Qwen2.5-VL video position IDs are distinct multimodal bugs." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 box validation messaging and Trainer broadcast type handling are different issues." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and Python 3.13 `flash_attn` import error are different failures." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "DebertaV2 Python 3.13 import parsing bug and qwen3_omni_moe length helper behavior are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and qwen3_omni_moe helper output are separate bugs." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus v4/v5 output change and Deepseek tokenizer regression are different model classes and failure modes." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 docs example issues are unrelated to position-id key warnings across many models." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Sparse-layer config creation and Beit semantic-segmentation legacy-field loading are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba SDPA/compile failure and GraniteSpeech stale CI override are not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and unexpected position-id keys are different symptoms in different areas." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU OOM are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "SwitchTransformers config bug and bf16 dtype mismatch in inference are different regressions." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error suppression with protobuf missing and dummy-class leakage are unrelated maintenance bugs." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable multi-image finetuning failure and Beit label reduction bug do not match." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading regression in v5 and MPS attention correctness issue are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer bug and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "mDeBERTa special-token addition regression and Gemma3 NaN embeddings are different tokenizer/model problems." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading and GraniteSpeech stale device override are unrelated CI/runtime issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The only accepted soft-edge pair is well supported by the packet: issue:45310 and issue:45478 have identical titles, matching version context, and very high similarity. The remaining pairs are reasonably treated as unrelated based on distinct titles/subsystems." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 23, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:25251", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:41720", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:43994", + "issue:44448", + "issue:44451", + "issue:44462", + "issue:44466", + "issue:44493", + "issue:44743", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45698" + ], + "soft_pairs": [ + "issue:34689|issue:35141", + "issue:44448|issue:44977", + "issue:43606|issue:44857", + "issue:44857|issue:45072", + "issue:43066|issue:44462", + "issue:37428|issue:44987", + "issue:43927|issue:45698", + "issue:45372|issue:45588", + "issue:44977|issue:45563", + "issue:43701|issue:45083", + "issue:43873|issue:44493", + "issue:43412|issue:45588", + "issue:43550|issue:45083", + "issue:43976|issue:45440", + "issue:29942|issue:35141", + "issue:43873|issue:45229", + "issue:45245|issue:45563", + "issue:43278|issue:43329", + "issue:32090|issue:33357", + "issue:45372|issue:45406", + "issue:41720|issue:45229", + "issue:43065|issue:43994", + "issue:45372|issue:45459", + "issue:43065|issue:45412", + "issue:44448|issue:44466", + "issue:44451|issue:45520", + "issue:44857|issue:45588", + "issue:25251|issue:32090", + "issue:43653|issue:44743", + "issue:43278|issue:43381", + "issue:43994|issue:45412", + "issue:42915|issue:42994", + "issue:43421|issue:45491" + ], + "prepared_review_unit_hash": "07122f36f586995da96b9f3f8aad0ad769d99182c538743bc5f796a14fe447b3", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37552, + "estimated_input_tokens": 9388, + "estimated_eval_tokens": 19032 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated bugs across tokenizers, model loading, attention kernels, quantization/offloading, Gemma/Qwen/CLIP/RT-DETR, and training/eval behavior. None of the soft pairs look like the same underlying bug or change, so all are rejected. No PRs are present.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 is the most central/open report by discussion and inbound references, so it is the best anchor for the cluster, even though the cluster itself is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most suitable single representative because it is active, broadly framed, and has the strongest engagement signal among the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Different failures: model loading regression for Llama 3.2 Vision vs embedding reinitialization after resize." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Both are output regressions, but on different models and different code paths (Pegasus v4/v5 mismatch vs Qwen3.5 flash-attention generation)." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "One is a CPU-offload device mismatch in CI, the other is an AMP float16 CUDA crash in a loss module." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype/CUDA issues, but they involve different models and distinct bugs." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both concern tokenizer behavior, but one is decoder type handling in v5 and the other is AutoTokenizer ignoring tokenizer.json; not the same bug." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Unrelated flash-attention/import error versus a model-loading failure in transformers>=5.1.0." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both are save/load related, but one loses custom token IDs and the other loads the wrong custom module; different failure modes." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import/load breakage vs a flash_attention crash on s_aux=None; different code paths." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug vs a stale warning about num_return_sequences in paged generate()." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to the feature-length helper behavior in qwen3_omni_moe." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Quantization/offloading bug versus unexpected position-id keys; no shared underlying cause." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export/unsupported op issue is unrelated to the flash_attention s_aux=None crash." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile + SDPA failure for Bamba-9B-v2 is unrelated to qwen3_omni_moe feature-length logic." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility issue versus a DeepSeekV3MoE divergence bug." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading behavior and multi-GPU CUDA OOM are different problems." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-cardinality limit error is unrelated to a stale generate warning." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift in evaluate is unrelated to undefined variables in multimodal token counting." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error and MacOS bus error on a CLIP model are distinct failures." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma4 loading, but one is an ImportError from mistral_common and the other is a missing _tokenizer attribute in serve." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 device-mapping assertion failure is not the same as Gemma4 multi-GPU OOM." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d issue is unrelated to SigLIP2 producing nonsensical outputs." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 processor import breakage is unrelated to tokenizer exception masking when protobuf is absent." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and RT-DETR memory not being released are different bugs." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Different serialization/output regressions affecting different models and code paths." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Model loading failure for ScandiBERT is unrelated to the flash_attn import KeyError on Python 3.13." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Different crash sites: one in loss computation under AMP, the other in flash_attention handling of sink-less models." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting bug is unrelated to Trainer GPU broadcast NoneType handling." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token registration bug is unrelated to recurrent-state reset in qwen3_5 modular code." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is not the same as embedding dtype changing from BF16 to FP32." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 inference nonsense and RT-DETR memory retention are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config failure and quantized model saving failure are different quantization-related bugs, not the same issue." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "TokenizerBackend post-processor update bug is unrelated to Gemma3 NaN embeddings on mixed-length batches." + } + ] + }, + "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": 14, + "review_unit_index": 24, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:39692", + "issue:42915", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43381", + "issue:43388", + "issue:43526", + "issue:43531", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue:43931", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44279", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45072", + "issue:45103", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45593" + ], + "soft_pairs": [ + "issue:44186|issue:45198", + "issue:44361|issue:45198", + "issue:44206|issue:44479", + "issue:43756|issue:45440", + "issue:44871|issue:44977", + "issue:44265|issue:45198", + "issue:43257|issue:43278", + "issue:29942|issue:30064", + "issue:44610|issue:45412", + "issue:29127|issue:34567", + "issue:45440|issue:45593", + "issue:32090|issue:33290", + "issue:45103|issue:45372", + "issue:33357|issue:39692", + "issue:43824|issue:44279", + "issue:45072|issue:45229", + "issue:43381|issue:43701", + "issue:43334|issue:43531", + "issue:43653|issue:44442", + "issue:43526|issue:44186", + "issue:29942|issue:36010", + "issue:44464|issue:45491", + "issue:44977|issue:45245", + "issue:29127|issue:33357", + "issue:42915|issue:43931", + "issue:29127|issue:35141", + "issue:43232|issue:43388", + "issue:43526|issue:44857", + "issue:43262|issue:44206" + ], + "prepared_review_unit_hash": "2fa5a93635597d7547e896421b0481a3b572bbfb26af35978797d48dd40ea6a1", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35923, + "estimated_input_tokens": 8981, + "estimated_eval_tokens": 18218 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a coherent duplicate cluster: the issues span unrelated model, tokenizer, training, generation, and docs regressions. All soft edges are superficial similarity and should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this cluster; the items cover many unrelated bugs and none are the clear duplicate target.", + "canonical_pr_reason": "No PRs are present in the provided items.", + "best_issue_reason": "No issue is a good global representative because the set is heterogeneous and the soft edges are not true duplicates.", + "best_pr_reason": "No PRs are present in the provided items.", + "soft_edge_verdicts": [ + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Different models and failure modes: LayoutLMv2 tokenizer NER/padding crash vs Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Unrelated tokenizer bugs affecting different models and code paths." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Audio feature extractor center-arg crash is unrelated to Qwen video input regression." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Both are model-parity bugs, but on different architectures with different concrete defects and fixes." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id config mismatch is unrelated to Qwen flash-attention generation failure." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure via torch_compilable_check is not the same bug as Wav2Vec2 tokenization/save issues." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "Different problems: deepspeed weight conversion vs embedding dtype drift during evaluation." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor size mismatch and model memory leak are different code paths and symptoms." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "Error-message clarity for LayoutLMv3 boxes is unrelated to TrainerState token counter updates." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3 parity divergence is not the same issue as D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Both involve training/deepspeed, but one is a NoneType broadcast error and the other is an optimizer OOM." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation parsing crash is unrelated to a mistral_common import error." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "Different model families and failures: MacOS bus error vs docs example mismatch/quantization problem." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific missing Qwen2_5_VL export is not the same as a vague dependency issue." + }, + { + "left": "issue:45072", + "right": "issue:45229", + "accept": false, + "reason": "Bfloat16 dtype mismatch in inference is unrelated to multi-GPU CUDA OOM." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume-from-checkpoint key mismatch are different bugs." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Both are Qwen3-related, but one is a missing pad_token_id load failure and the other is a sliding_window generation bug." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration issue is unrelated to FastSpeech2ConformerTokenizer loading failure." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BEiT label reduction bug and LayoutLMv2 tokenizer crash are different subsystems and errors." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to the GenerationMixin import regression." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as Gemma3 mixed-length NaN embeddings." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation bug and category-count limit runtime error are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and CLIP MacOS bus error share no concrete code path." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE FP8 config failure and Qwen3-VL weight-shape mismatch are different loading issues." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error messaging and post_init embedding reinitialization are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs after sync_gpus and gather_for_metrics label dropping are separate trainer behaviors." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Label reduction in BEiT processor is unrelated to LwDetrImageLoss AMP crashes." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash-attention CI failures are not the same as the GenerationMixin import error." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Different generation bugs with different triggers: compiled forward vs sliding-window/all-padding NaNs." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "No shared underlying defect; one is flash-attention generation, the other a categories cardinality limit." + } + ] + }, + "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": 14, + "review_unit_index": 25, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:39692", + "issue:41628", + "issue:42907", + "issue:43316", + "issue:43381", + "issue:43441", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44743", + "issue:44811", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45216", + "issue:45290", + "issue:45372", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45698" + ], + "soft_pairs": [ + "issue:43441|issue:45588", + "issue:44442|issue:45072", + "issue:43761|issue:44079", + "issue:43526|issue:43994", + "issue:43723|issue:45479", + "issue:45003|issue:45440", + "issue:44743|issue:44811", + "issue:43452|issue:45588", + "issue:43316|issue:43525", + "issue:43575|issue:43701", + "issue:43646|issue:44077", + "issue:45588|issue:45600", + "issue:44479|issue:45290", + "issue:44977|issue:45584", + "issue:43761|issue:44188", + "issue:43931|issue:45216", + "issue:43575|issue:44387", + "issue:42907|issue:45698", + "issue:43994|issue:44206", + "issue:39692|issue:45491", + "issue:43873|issue:45588", + "issue:34689|issue:43611", + "issue:33290|issue:34567", + "issue:44442|issue:44898", + "issue:43493|issue:43827", + "issue:33290|issue:34689", + "issue:43381|issue:43873", + "issue:33290|issue:35141", + "issue:43550|issue:44743", + "issue:44077|issue:44479", + "issue:41628|issue:45372" + ], + "prepared_review_unit_hash": "40cce5b227b4e34d2d496125b56acd7a45a3567fe04a043a2d54d28851e24af0", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37063, + "estimated_input_tokens": 9266, + "estimated_eval_tokens": 18788 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the items span unrelated loading, generation, quantization, config, and docs regressions. None of the soft edge candidates look like true duplicates, so no mergeable pair stands out.", + "confidence": 0.82, + "canonical_issue_reason": "No clear canonical issue; the set is too mixed to act as a true duplicate umbrella.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced, issue:43873 is the broadest active report, but it still does not represent the rest of the cluster well.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention FlashAttention, but one is a Ministral-3 v5 RC failure and the other is a sink-less attention AttributeError; different bugs." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure vs dtype-mismatch inference bug; unrelated code paths." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIP hidden_states regression is model-specific; ModelOutput key assignment is a separate data-structure bug." + }, + { + "left": "issue:43526", + "right": "issue:43994", + "accept": false, + "reason": "BEiT label-reduction bug and SigLIP2 nonsensical outputs are different issues." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading in v5 is unrelated to the zero-loss classification bug." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access and DeepSeekV3MoE divergence are different code paths." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen recurrent-state reset and Whisper batch_decode token handling are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "gguf_file loading breakage is not the same as the flash_attention sinkless-model crash." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Config API mismatch and missing pad_token_id are separate model-config issues." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM on load and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Generic custom-model init regression is broader, but not the same bug as patchtsmixer's post_init policy issue." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "FlashAttention crash vs stale auto_mappings reference; different failures." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression and chat-template tool-call crash are distinct bugs." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issue and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden_states output bug is not the same as attention-kernel divergence under torch.compile." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch on load and incorrect save_pretrained checkpoint contents are different regression modes." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Tensor-parallel OOM and int4 reserved-memory growth are both OOMs but not the same concrete cause." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Dequantized save failure and wrong custom-module load after save are separate save/load bugs." + }, + { + "left": "issue:43994", + "right": "issue:44206", + "accept": false, + "reason": "SigLIP2 wrong outputs and feature-extractor center-arg crash are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "SigLIP2 docs/model mismatch and Gemma3 NaN embeddings are different problems." + }, + { + "left": "issue:43873", + "right": "issue:45588", + "accept": false, + "reason": "Quantized offloading behavior and flash_attention AttributeError are not the same bug." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are model-loading regressions, but with different triggers and failure modes." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Adafactor/DeepSpeed OOM and TrainerState token counter stagnation are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure vs Perceiver interpolation/classification failure are distinct." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and stale pipeline docs are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Training OOM and Llama vision model-loading regression are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient-checkpointing eval-mode restriction is different from quantization offloading behavior." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSTMixer post_init policy and Qwen video-input regression are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "AutoImageProcessor import error and ReasoningEffort import error from mistral_common are separate dependency issues." + }, + { + "left": "issue:43550", + "right": "issue:44743", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba-9B-v2 and Qwen3.5 recurrent-state reset are unrelated bugs." + } + ] + }, + "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": 14, + "review_unit_index": 26, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:28282", + "issue:33290", + "issue:34689", + "issue:36010", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43688", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43825", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:44162", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44617", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45127", + "issue:45137", + "issue:45200", + "issue:45584", + "issue:45656" + ], + "soft_pairs": [ + "issue:43643|issue:44913", + "issue:44190|issue:44496", + "issue:43720|issue:44442", + "issue:43749|issue:43931", + "issue:43873|issue:44871", + "issue:44855|issue:45137", + "issue:33290|issue:45656", + "issue:34689|issue:36010", + "issue:43381|issue:43856", + "issue:43316|issue:44877", + "issue:43673|issue:44743", + "issue:43540|issue:44514", + "issue:44162|issue:44792", + "issue:42175|issue:43316", + "issue:43404|issue:43441", + "issue:43381|issue:43742", + "issue:41950|issue:43475", + "issue:43316|issue:43716", + "issue:16998|issue:22355", + "issue:25251|issue:28282", + "issue:43388|issue:43688", + "issue:43295|issue:43825", + "issue:43065|issue:44617", + "issue:44871|issue:45584", + "issue:45127|issue:45200", + "issue:43761|issue:44479" + ], + "prepared_review_unit_hash": "ebaf08cfc1b275d535c8ac899da5bbfb060ccb4e10326c7b58fb8285b549cf3a", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35386, + "estimated_input_tokens": 8847, + "estimated_eval_tokens": 17950 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of mostly unrelated Transformers bug reports. None of the soft pairs look like true duplicates; they only share broad themes such as loading, generation, or model-specific regressions.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43873 is the most active and broadly phrased current issue in the set, with strong discussion/references and a user-facing runtime behavior problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative of the cluster\u2019s highest-signal, currently active problem area, even though the cluster itself is not cohesive.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config/loading behavior, but one is about trust_remote_code dropping fields and the other about a GPTNeoX config field reverting on reload; different bugs and code paths." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "These are unrelated: local dataset loading in a trainer script versus unrecognized model/config loading for a specific model repository." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Packed-weight loading for BitNet and AutoTokenizer failing to load a tokenizer are different components and failure modes." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are separate model-loading bugs with no shared code path evident." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma-3 EOS token config mismatch are unrelated; only the general model-configuration context overlaps." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 JIT parsing/import failure and DeepSpeed ZeRO3 deque underflow are distinct runtime errors in different subsystems." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed/optimizer stepping, but one is an OOM with Adafactor and the other is a double-step call bug; not the same underlying defect." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Both are version-related import/loading regressions, but one is Llama 3.2 vision model loading and the other is a GenerationMixin import path issue." + }, + { + "left": "issue:43381", + "right": "issue:43856", + "accept": false, + "reason": "Gradient checkpointing in eval mode and MoE memory inefficiency are different training-time issues with different root causes." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Gemma3TextConfig API inconsistency and strict config preventing granite_speech loading concern different config classes and behaviors." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "A missing GenerationMixin cache in v5 chunked_prefill and Qwen3.5 recurrent states resetting are separate generation-state bugs." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe and Qwen2_5_VLProcessor chat-template batching are different preprocessing paths and errors." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a failed janus image-generation test are unrelated model-specific issues." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Missing TensorFlow backend in a torch extra install and Gemma3TextConfig API discrepancy are not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "lm_head weight tying in Mistral3ForConditionalGeneration and FlashAttention failures in Ministral-3 are different model implementation problems." + }, + { + "left": "issue:43381", + "right": "issue:43742", + "accept": false, + "reason": "Eval-mode gradient checkpointing and a key error loading MobileLLM-125M are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification pipeline using image processors and Sam3VisionEncoderOutput missing fpn_position_embeddings are different pipeline/model issues." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and Mistral-3 image-preprocessor dtype mismatch are separate model-family regressions." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "DeBERTa-V3 model_max_length question and missing transformers.onnx module are unrelated, with no shared failure mode." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting behavior and AutoModel missing PyTorch are completely different issues." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "gather_for_metrics dropping tuple labels and auxiliary-loss normalization in OLMoE/GPT Oss are different training/evaluation bugs." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "A regression around processor.tokenizer/image passing and a misleading pipeline translation error message are separate v5 UX regressions." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video CUDA OOM are different SAM3 problems, one architectural and one capacity-related." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "EOS token id inconsistency in Gemma-3 and Whisper empty-transcription failure after align_special_tokens are unrelated tokenizer/generation issues." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings and Gemma 4 mm_token_type_ids defaults are distinct fine-tuning/config bugs." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression are different model families and 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": 2, + "component_count": 14, + "review_unit_index": 27, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:41720", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43742", + "issue:43761", + "issue:43827", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44933", + "issue:44936", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45698" + ], + "soft_pairs": [ + "issue:44077|issue:44534", + "issue:43550|issue:43701", + "issue:43295|issue:44871", + "issue:43606|issue:43701", + "issue:44734|issue:45406", + "issue:44936|issue:45698", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:43931|issue:44060", + "issue:43575|issue:43742", + "issue:43761|issue:44242", + "issue:42617|issue:43575", + "issue:44617|issue:45584", + "issue:45563|issue:45584", + "issue:41720|issue:43575", + "issue:44521|issue:45381", + "issue:32090|issue:35141", + "issue:43906|issue:45290", + "issue:44933|issue:45362", + "issue:44479|issue:44734", + "issue:43065|issue:44610", + "issue:44464|issue:44871", + "issue:44792|issue:44977", + "issue:43827|issue:43994", + "issue:44464|issue:45563", + "issue:44534|issue:44913", + "issue:44190|issue:44964", + "issue:41720|issue:45245", + "issue:44792|issue:45600", + "issue:45127|issue:45357" + ], + "prepared_review_unit_hash": "f0ad31e5b003c18488d4d39b06378cb6468616647641423a4299720f10f4f2d5", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36576, + "estimated_input_tokens": 9144, + "estimated_eval_tokens": 18544 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster looks mostly heterogeneous: the soft-paired items share broad Hugging Face/Transformers vocabulary, but they describe different bugs, models, and code paths. I would reject all soft edges; none appear to be the same underlying fix. There is no perfect canonical issue, though one broad v5/custom-init regression is the closest umbrella.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43646 is the broadest, most umbrella-like report in the set (Transformers 5.0.0 breaking custom model initialization) and is the closest fit to the cluster\u2019s recurring load/save/init regression theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best standalone representative because it is concrete, broadly framed, and closer to the common regression pattern than the more specialized model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Different failures: optional post_init policy in patchtsmixer vs non-persistent buffer initialization corruption. No shared code path." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile + SDPA failure in Bamba is unrelated to a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "One is a processor/tokenizer API regression; the other is an eos_token_id config inconsistency. Different bugs." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to checkpoint resumption key mismatches." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation tensor indexing in serve is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44936", + "right": "issue:45698", + "accept": false, + "reason": "Trainer train/evaluate lifecycle issue is not the same as wrong custom module loading after save_pretrained." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model init breakage and GPTNeoX rotary_pct reload default are distinct configuration bugs." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file loading regressions and missing model_type config errors both affect loading, but they are different failure modes and code paths." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is unrelated to Qwen3-Next tied-weights warning miswiring." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "TP OOM on Qwen2-57B is not the same as a key error loading MobileLLM-125M." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVision hidden_states regression and load-balancing loss omission are unrelated model behaviors." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py run failure is too different from TP OOM on a specific Qwen model." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video OOM and Whisper empty-transcription handling are unrelated." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning in paged generate is not the same issue as Whisper failure after align_special_tokens." + }, + { + "left": "issue:41720", + "right": "issue:43575", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert differs from a tensor-parallel OOM." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Assistant mask generation for multimodal chat templates is not the same as qwen2.5-vl video position-id errors." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is unrelated to output embedding reinitialization after resizing token embeddings." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "One is a reduced reproduction of an older issue; the other is a specific apply_chat_template crash on tool-call assistant messages. Not clearly the same bug." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils is unrelated to a Qwen3.5 chat crash." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video input regression for Qwen VL models and serve KV-cache indexing are different code paths and symptoms." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is unrelated to eos_token_id config mismatch." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation issues are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() is not the same as siglip2 AutoModel/pipeline output corruption." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked generation inconsistency and stale warning emission are different generation bugs." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk filling and rotary_pct reload fallback are unrelated initialization/config persistence problems." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a no-trainer script is unrelated to Phi-4 multimodal model loading." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and a categories-limit runtime error do not share a code path." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus image-generation test failure and auto_mappings.py stale config references are separate CI/model issues." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse with extended vocab is unrelated to incorrect visual encoder keys being saved." + } + ] + }, + "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": 14, + "review_unit_index": 28, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:39692", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43388", + "issue:43404", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43650", + "issue:43761", + "issue:43976", + "issue:44016", + "issue:44077", + "issue:44079", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44466", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44743", + "issue:44855", + "issue:44913", + "issue:44938", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45375", + "issue:45446", + "issue:45542", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45632" + ], + "soft_pairs": [ + "issue:43388|issue:44079", + "issue:44855|issue:45588", + "issue:44938|issue:45542", + "issue:43761|issue:44743", + "issue:43976|issue:44855", + "issue:43335|issue:44855", + "issue:44077|issue:44079", + "issue:43550|issue:44190", + "issue:43644|issue:44913", + "issue:43540|issue:44734", + "issue:43650|issue:44220", + "issue:45276|issue:45584", + "issue:43116|issue:44190", + "issue:44112|issue:45600", + "issue:39692|issue:44190", + "issue:41950|issue:44016", + "issue:43295|issue:45276", + "issue:43479|issue:45375", + "issue:36246|issue:41628", + "issue:43404|issue:45216", + "issue:45245|issue:45584", + "issue:44734|issue:45632", + "issue:36246|issue:38617", + "issue:38175|issue:43065", + "issue:44683|issue:45446", + "issue:44016|issue:44220", + "issue:44561|issue:45632", + "issue:44186|issue:44734", + "issue:42175|issue:44279", + "issue:44466|issue:44913", + "issue:44246|issue:45003" + ], + "prepared_review_unit_hash": "49ea39be2d946fff87531c3f3e1f2fb2f83cf5a9ef54be27cdbbe232a7bc253b", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37121, + "estimated_input_tokens": 9281, + "estimated_eval_tokens": 18818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose Transformers issue cluster with many unrelated bugs/regressions. The soft-similarity links are mostly superficial (same subsystem or both are runtime/import problems), but they do not share the same concrete code path, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out: the items span unrelated failures in import paths, config serialization, pipelines, tokenizers, multimodal models, and CI/docs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45003 is the broadest open core-runtime bug in the set, but it is still not a reliable representative of the cluster as a whole.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43388", + "right": "issue:44079", + "accept": false, + "reason": "Different bugs: metric-gathering label truncation vs ModelOutput key assignment from None values." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated failures: Python 3.13 import parsing for DebertaV2 vs flash-attention crashing on s_aux=None." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Both are runtime issues, but one is Python 3.14 import/load failure and the other is missing TensorFlow backend wiring." + }, + { + "left": "issue:43761", + "right": "issue:44743", + "accept": false, + "reason": "Different models and code paths: CLIP hidden-states regression vs Qwen recurrent-state reset with cache." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Both involve Python compatibility, but the causes are different import/load failures in different files/models." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers config bug is unrelated to DebertaV2 parsing/import failure." + }, + { + "left": "issue:44077", + "right": "issue:44079", + "accept": false, + "reason": "Config validation for patchtsmixer post_init is unrelated to ModelOutput key assignment semantics." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Different problems: Bamba torch.compile/SDPA failure vs image-classification script loading a local dataset." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Both touch state/serialization, but one is junk non-persistent buffers and the other is rotary_pct not persisting on reload." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different code paths: Qwen3OmniMoe video input validation vs serve KV-cache continuation indexing." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "The first is non-technical noise; the second is a speech-feature extraction bug." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Different models and failures: Gemma4 embedding resize vs Whisper empty-transcription generation." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Classification post-processing bug vs dataset-loading failure in a different example script." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI device-override flake in GraniteSpeech is unrelated to stale auto_mappings references for Sam3LiteText." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "Docs example errors for SigLIP2 are not the same bug as loading a local dataset in image-classification training." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline processor mismatch is unrelated to a notebook syntax error." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression and Gemma4 embedding resize are different model-behavior bugs." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-field problems, but they affect different multimodal models and different missing/default fields." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and different modules; not the same underlying bug." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 is unrelated to Qwen3.5 checkpoint saving regression." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-cardinality runtime error is unrelated to Whisper's empty-transcription failure." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Serve KV-cache tensor indexing and trust_remote_code cache-path collisions are separate bugs." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different import failures: missing Qwen2_5_VLImageProcessor vs missing layer_type_validation." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "SigLIP2 zero-probabilities behavior is unrelated to the Sam3PixelDecoder dummy Conv2d issue." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both involve flex_attention/PyTorch versioning, but one is compiled flex_attention failure and the other is a bad version check for AuxRequest import." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and fbank feature extraction bug are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking remote-code models is unrelated to local-model cache-path collisions." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer padding/truncation crash and KV-cache continuation indexing are different bugs." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "One is an install extra/backend packaging issue, the other is an unspecified dependency problem; not the same change or bug." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Both mention serialization/reload, but they concern different fields and model behaviors." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowdowns and unsafe sys.modules access are distinct core-import issues." + } + ] + }, + "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": 14, + "review_unit_index": 29, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:41950", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44242", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44877", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45020", + "issue:45042", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45325", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45406", + "issue:45542", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45632" + ], + "soft_pairs": [ + "issue:45406|issue:45632", + "issue:43643|issue:44496", + "issue:42907|issue:43441", + "issue:44016|issue:44062", + "issue:44964|issue:45600", + "issue:43295|issue:45335", + "issue:43299|issue:45216", + "issue:43976|issue:44987", + "issue:44112|issue:44964", + "issue:44496|issue:45042", + "issue:43824|issue:44933", + "issue:43854|issue:44964", + "issue:43673|issue:44336", + "issue:43531|issue:45600", + "issue:43976|issue:44279", + "issue:43526|issue:43901", + "issue:45335|issue:45584", + "issue:44075|issue:44368", + "issue:43299|issue:45357", + "issue:43381|issue:45593", + "issue:44521|issue:45325", + "issue:43577|issue:45216", + "issue:43901|issue:44496", + "issue:44351|issue:45278", + "issue:44242|issue:45200", + "issue:43976|issue:45405", + "issue:41950|issue:45020", + "issue:43479|issue:43525", + "issue:44496|issue:44877", + "issue:44683|issue:45542" + ], + "prepared_review_unit_hash": "72fe86a8bc056d42986ec22bf667a6254ed48ce1b19edebff8c525427f397f26", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36646, + "estimated_input_tokens": 9162, + "estimated_eval_tokens": 18580 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly distinct Transformers bug reports spanning unrelated model families and subsystems. None of the soft pairs looks like the same concrete bug/change, so all soft edges are rejected.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45020 is the broadest and most central open report, covering a wide class of recent remote-code/model loading regressions that overlaps the general theme of several other issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best representative issue because it is open, well-described, and captures a high-level failure mode affecting multiple model-loading paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45406", + "right": "issue:45632", + "accept": false, + "reason": "Processor attribute crash in Gemma4 serve is unrelated to remote_code cache-path collisions." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Missing fields from trust_remote_code config return is different from failing to recognize a model without model_type." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models is a different bug from FlashAttention failures in Ministral-3 loading." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error is unrelated to the AddedToken special-argument TypeError." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal load failure is unrelated to stale auto_mappings references breaking CI." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "processor.tokenizer regression is different from resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL MoE loading failure is not the same as incorrect Qwen3.5 save_pretrained output." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "A Python-version compatibility problem is not the same as a specific model-loading failure for physical-intelligence/fast." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "GraniteSpeech CI device-override flakiness is unrelated to Phi-4 multimodal model loading." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Model config recognition failure is unrelated to PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Qwen2.5-VL import failure is a different import path than the missing image_utils symbol." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "GLM-4.7-Flash test loading failure is not the same bug as Phi-4 multimodal loading." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache missing during chunked prefill is unrelated to ANSI escape codes in loading_report." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior has nothing to do with removed Sam3LiteText auto-mapping entries." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "A version-specific Python compatibility issue is not the same as a generic dependency problem." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels behavior is unrelated to pipeline docs mentioning return_all_scores." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Token-embedding resize behavior is unrelated to Whisper failing on empty transcription after align_special_tokens." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Unused SGD optimizer args and tie_word_embeddings warnings are different model/config issues." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 loading breaks in one case and save_pretrained writes wrong visual keys in another; not the same bug." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to missing auxiliary losses in D-FINE." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "All-zero assistant masks and incorrect rope position scaling are different multimodal bugs." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained are unrelated code paths." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Documentation mismatch for return_all_scores is unrelated to config model recognition failure." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A specific HybridCache import error is not the same as broad import breakage after upgrade." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Router-logit load balancing loss and mm_token_type_ids defaults are separate training issues." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version support and PEFT minimum-version bump are unrelated dependency/version problems." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification pipeline processor lookup is unrelated to remote_code model-loading regressions." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4MultimodalConfig default init and Llama4Config pad_token_id are different config-field bugs." + }, + { + "left": "issue:44496", + "right": "issue:44877", + "accept": false, + "reason": "Unrecognized model type and strict granite_speech config loading are different config-validation issues." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch 2.9 is unrelated to TensorBoard/TensorFlow backend detection." + } + ] + }, + "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": 14, + "review_unit_index": 30, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43065", + "issue:43122", + "issue:43262", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43854", + "issue:43901", + "issue:44016", + "issue:44162", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:44987", + "issue:45081", + "issue:45276", + "issue:45290", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45712" + ], + "soft_pairs": [ + "issue:44462|issue:45081", + "issue:44279|issue:45405", + "issue:43299|issue:43854", + "issue:41950|issue:43650", + "issue:44297|issue:44462", + "issue:39692|issue:43901", + "issue:43295|issue:44779", + "issue:38175|issue:44617", + "issue:44462|issue:44779", + "issue:45600|issue:45712", + "issue:44016|issue:44291", + "issue:44261|issue:44263", + "issue:43450|issue:44279", + "issue:42994|issue:43317", + "issue:43065|issue:44898", + "issue:43723|issue:44162", + "issue:43441|issue:44683", + "issue:44466|issue:45276", + "issue:43650|issue:45290", + "issue:44623|issue:45397", + "issue:44623|issue:44749", + "issue:43262|issue:44521", + "issue:43784|issue:45542", + "issue:43673|issue:43761", + "issue:44671|issue:44779", + "issue:43653|issue:45593", + "issue:44987|issue:45542", + "issue:43122|issue:43650" + ], + "prepared_review_unit_hash": "47f874af7cffb6635bc3a441a99a16f3bbe159ffa9eea43384971adf643f1266", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35525, + "estimated_input_tokens": 8882, + "estimated_eval_tokens": 18020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly overbroad: the soft pairs share loose keyword similarity, but the underlying bugs span unrelated tokenizer, processor, model-loading, video, audio, and saving paths. I found no convincing duplicate pairs to merge.", + "confidence": 0.31, + "canonical_issue_reason": "issue:44462 is the closest thing to a central topic in the cluster: tokenizer-loading/serialization regressions, and it is linked by the strongest soft similarities to nearby tokenizer-related reports. Even so, the cluster is not a clean duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44462 is the best representative of the most coherent subcluster (tokenizer loading / tokenizer.json precedence / serialization mismatch).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizers, but one is AutoTokenizer ignoring repository tokenizer.json while the other is a Mistral regex patch crash; different failure modes and code paths." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency/version complaints, but one is about a transformers dependency issue and the other is a specific PEFT minimum-version bump not yet released." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different models and different breakages: Qwen3VL MoE loading versus GLM-4.7-Flash test loading." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "Unrelated issues; one is a video-classification processor lookup bug, the other is a vague data request." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Related around tokenizer save/load behavior, but not the same bug: class mismatch on save versus AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both mention docs/examples, but one is a SigLIP2 example failure and the other is a TextClassificationPipeline docs mismatch." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are regressions involving tokenization, but they affect different models and different APIs; not the same concrete bug." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Different model families and symptoms: zero probabilities in SigLIP2 versus CUDA OOM in Sam3Video." + }, + { + "left": "issue:44462", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but one is repository tokenizer loading and the other is Deepseek tokenization output changes; separate code paths." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are repo hygiene/CI-type issues, but one is stale auto_mappings references and the other is leftover dummy classes; unrelated fixes." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error versus init_empty_weights/_is_hf_initialized argument error; no shared underlying bug." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Both are MLA/GLM-related precision/runtime questions, but one is a config epsilon mismatch and the other is torch.split return semantics; not the same bug." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor batch-shape bug versus a dependency issue; unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure versus dequantized model loading with device_map=auto; different lifecycle stages and failures." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Both mention model internals, but one is a dummy Conv2d in Sam3PixelDecoder and the other is a Perceiver image-classification resolution bug." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Generic tokenizer loading issue versus an ESM2 model breakage affecting workflows; too broad and not the same defect." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Different attention-stack failures: Ministral FlashAttention bug versus compiled flex_attention on newer torch." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both concern weights/state management, but one is inconsistent lm_head serialization and the other is resize_token_embeddings not propagating in Gemma4." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "One is an unclear request, the other is a concrete chat-template crash on tool-call assistant messages; not duplicates." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor.save_pretrained missing files versus gemma-4 zero3 from_pretrained; different save/load paths." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Both mention performance/workflow regressions, but one is missing processor files and the other is data filtering slowing down after upgrade." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both involve chat templates, but one is audio sampling-rate defaulting and the other is all-zero assistant masks for multimodal inputs." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Sentence-transformers import NameError versus tensorboard/TensorFlow backend detection; unrelated." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Both are v5 regressions, but one is cache missing during chunked_prefill and the other is CLIPVisionModel hidden_states handling." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 model/tokenizer regressions, but one is CamemBERT masked LM prediction changes and the other is Deepseek tokenizer output changes; distinct code paths." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug versus D-FINE auxiliary-loss behavior; unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model loading failure for physical-intelligence/fast versus backend installation issue with tensorboard; not the same bug." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer version-to-version differences versus an unrelated placeholder issue; no common underlying defect." + } + ] + }, + "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": 14, + "review_unit_index": 31, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42491", + "issue:42757", + "issue:43295", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43673", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44361", + "issue:44373", + "issue:44462", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44589", + "issue:44617", + "issue:44661", + "issue:45003", + "issue:45200", + "issue:45250", + "issue:45356", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593" + ], + "soft_pairs": [ + "issue:42175|issue:43976", + "issue:43901|issue:43994", + "issue:44361|issue:45593", + "issue:44297|issue:45397", + "issue:43824|issue:43976", + "issue:43475|issue:44016", + "issue:43525|issue:43881", + "issue:44589|issue:45362", + "issue:45561|issue:45563", + "issue:41628|issue:43976", + "issue:44188|issue:44336", + "issue:43352|issue:45250", + "issue:43295|issue:44617", + "issue:42491|issue:43299", + "issue:43901|issue:44246", + "issue:44336|issue:44373", + "issue:44242|issue:45593", + "issue:41950|issue:44220", + "issue:44295|issue:45397", + "issue:44661|issue:45542", + "issue:44462|issue:45356", + "issue:44246|issue:44496", + "issue:43531|issue:45362", + "issue:36246|issue:42757", + "issue:45003|issue:45561", + "issue:36246|issue:44351", + "issue:43526|issue:45003", + "issue:44336|issue:44485", + "issue:43673|issue:44561", + "issue:44162|issue:45200" + ], + "prepared_review_unit_hash": "992218c2e6853c2f72072bfc85ff219e2daee129aaaedb2dd5ae57191bd6fdf4", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36336, + "estimated_input_tokens": 9084, + "estimated_eval_tokens": 18424 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: import errors, packaging/backend issues, tokenizer/model regressions, docs bugs, and unrelated performance or model-specific failures. None of the proposed soft pairs look like the same underlying bug or change, so there is no duplicate canonical here.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue: the cluster mixes unrelated problems across different models, APIs, and subsystems, and none of the soft pairs are true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong cluster representative because the items are too diverse to summarize under one underlying defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Different failures: missing TensorFlow in a torch install vs a Python-version compatibility problem." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs/behavior mismatch for text classification vs a SigLIP model output correctness bug." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer/task AttributeError vs D-FINE auxiliary-loss logic; unrelated code paths." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer config metadata mismatch vs Gemma-4 Zero3 from_pretrained failure; different bugs." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Import failure for a Qwen VL class vs a Python version install issue." + }, + { + "left": "issue:43475", + "right": "issue:44016", + "accept": false, + "reason": "SAM3 output attribute error vs a notebook syntax error; not the same problem." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4 config missing pad_token_id vs GLM-4V loading failure; different models and code paths." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage type error vs Qwen3.5 chat crash; unrelated failures." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Pytest-xdist file race vs a stale generation warning; different symptoms and fixes." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import error vs a packaging/Python-version issue; not the same bug." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention branching regression vs ANSI-code output in a loading report utility." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Specific model not supporting Flash Attention 2 vs a generic Flash Attention 2 topic." + }, + { + "left": "issue:43295", + "right": "issue:44617", + "accept": false, + "reason": "Processor/tokenizer regression vs CUDA OOM; different root causes." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen MoE, but one is LoRA reuse across HF versions and the other is a model-loading regression; not one concrete bug." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Pipeline docs discrepancy vs slow import performance; unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI codes in loading_report vs a wrong docstring for position_ids." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Missing load-balancing loss vs missing auxiliary losses in D-FINE; different model logic." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification using image processors vs audio fbank feature extraction; unrelated subsystems." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Reading a registered buffer position_ids vs Gemma-4 Zero3 loading; different code paths." + }, + { + "left": "issue:44661", + "right": "issue:45542", + "accept": false, + "reason": "Model-registration edge case vs backend installation/import issue." + }, + { + "left": "issue:44462", + "right": "issue:45356", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json vs a Kimi-K2.5 tokenizer regression; both tokenizer-related but not the same bug." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Slow import sometimes vs unrecognized model config; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs Qwen3.5 chat crash; related family, but not the same concrete defect." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Import errors for different missing symbols from different packages/code paths." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access vs pytest-xdist file race; unrelated." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different import failures: Qwen2_5_VL class vs HybridCache symbol." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiT image-processor label reduction bug vs sys.modules access safety issue." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Loading-report ANSI formatting bug vs GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked-prefill cache issue vs removal of is_torch_fx_available breaking remote-code models." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage vs Gemma 4 mm_token_type_ids defaulting; unrelated model behaviors." + } + ] + }, + "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": 14, + "review_unit_index": 32, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42886", + "issue:43065", + "issue:43066", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43408", + "issue:43441", + "issue:43475", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43901", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44368", + "issue:44466", + "issue:44496", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45656", + "issue:45701" + ], + "soft_pairs": [ + "issue:44242|issue:44857", + "issue:44246|issue:44871", + "issue:36246|issue:43596", + "issue:44295|issue:44749", + "issue:43441|issue:43540", + "issue:44779|issue:45292", + "issue:44877|issue:45375", + "issue:42886|issue:45229", + "issue:43066|issue:44779", + "issue:41628|issue:41950", + "issue:45292|issue:45584", + "issue:44987|issue:45459", + "issue:43065|issue:43408", + "issue:43901|issue:45003", + "issue:45292|issue:45701", + "issue:44995|issue:45200", + "issue:43257|issue:45137", + "issue:43232|issue:44336", + "issue:44496|issue:45003", + "issue:44060|issue:44077", + "issue:43475|issue:43540", + "issue:43262|issue:44246", + "issue:43653|issue:44162", + "issue:44368|issue:45563", + "issue:44995|issue:45588", + "issue:44466|issue:45335", + "issue:44368|issue:44977", + "issue:45397|issue:45656" + ], + "prepared_review_unit_hash": "73b4bdf2daaa03b6ec0123c87677959a6251363b799f78b9ce63dee370c4f519", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36156, + "estimated_input_tokens": 9039, + "estimated_eval_tokens": 18334 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is broadly heterogeneous: a few tokenizer/embedding/config-regression themes recur, but none of the soft pairs are clearly the same concrete bug or change. I would not merge any of the proposed soft edges.", + "confidence": 0.66, + "canonical_issue_reason": "issue:44779 is the clearest, most concrete v5 regression in the set and best represents the tokenizer/version-regression subset, even though the overall cluster is too mixed to treat as one duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44779 is the strongest standalone issue: specific, user-visible, and tied to a concrete behavior regression from v4 to v5.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Different models and failure modes: load-balancing loss logic vs AMP/CUDA crash in an image loss." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Unrelated problems: import slowness vs an eos_token_id config inconsistency." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Different subsystems: a specific image-processor import error vs a DeepSpeed/BERT initialization index error." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "No shared bug: position_ids buffer access vs a global slowdown after upgrading Transformers." + }, + { + "left": "issue:43441", + "right": "issue:43540", + "accept": false, + "reason": "Different concrete failures: FlashAttention on one model vs video-input validation in another." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Both are v5 regressions, but one is tokenizer output correctness and the other is resize_token_embeddings not propagating; different code paths." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve strict config handling, but one blocks loading a config while the other drops a specific field; not the same bug." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and multi-GPU CUDA OOM are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both touch tokenizers in v5, but one is a decoder-type metadata issue and the other is DeepSeek tokenization correctness; not enough evidence of the same bug." + }, + { + "left": "issue:41628", + "right": "issue:41950", + "accept": false, + "reason": "Import error for AutoImageProcessor is distinct from a pipeline choosing the wrong processor type." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embedding propagation and Whisper empty-transcription generation are different issues." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model-loading failure for one package version vs tokenizer error masking when protobuf is absent." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both are SAM3-related, but dummy Conv2d usage and a model-type warning are different concrete problems." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs drift and unsafe sys.modules access are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "A resize-embeddings bug and version-dependent tokenization changes are different regressions." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Different model families and failures: stale cache on second forward vs missing mm_token_type_ids default." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Different DeepSpeed failures: MOE weight conversion vs empty deque during ZeRO3." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwarg update after sync_gpus is unrelated to ANSI codes in loading_report." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Model config recognition failure and unsafe module lookup are separate issues." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Tied-weights warning in Qwen3-Next and patchtsmixer post_init eligibility are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both mention video, but they are different model-specific bugs with different failure points." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio sampling-rate defaulting and import latency are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer special-token registration and ESM2 model breakage are not the same bug." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Two stale warnings in different features; no shared code-path bug." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "GlmMoeDsa cache corruption and flash_attention.py crashing on s_aux=None are different problems." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both involve embeddings/tied weights, but one is device-dependent serialization and the other is resize_token_embeddings not updating decoder embeddings." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tied-weights warning in fine-tuning and a flash-attention generation failure are unrelated." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 ZeRO3 from_pretrained and double optimizer stepping under deepspeed are different defects." + } + ] + }, + "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": 14, + "review_unit_index": 33, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43704", + "issue:43873", + "issue:43931", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44222", + "issue:44297", + "issue:44351", + "issue:44361", + "issue:44368", + "issue:44623", + "issue:44661", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45356", + "issue:45362", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45459", + "issue:45478", + "issue:45600", + "issue:45656" + ], + "soft_pairs": [ + "issue:43673|issue:44734", + "issue:45137|issue:45600", + "issue:43931|issue:44368", + "issue:44933|issue:45459", + "issue:44869|issue:45356", + "issue:43232|issue:43673", + "issue:43673|issue:45278", + "issue:44297|issue:44623", + "issue:43646|issue:44162", + "issue:44623|issue:45656", + "issue:44361|issue:44749", + "issue:44749|issue:45310", + "issue:28282|issue:30990", + "issue:42994|issue:43482", + "issue:42371|issue:45092", + "issue:44038|issue:44623", + "issue:44749|issue:45656", + "issue:45230|issue:45397", + "issue:43475|issue:43643", + "issue:45375|issue:45478", + "issue:42673|issue:43704", + "issue:43475|issue:45381", + "issue:45310|issue:45375", + "issue:41628|issue:44933", + "issue:42994|issue:43525", + "issue:45081|issue:45103", + "issue:43475|issue:44661", + "issue:45362|issue:45375", + "issue:42831|issue:44222", + "issue:43873|issue:44945", + "issue:41628|issue:44351", + "issue:43232|issue:44188" + ], + "prepared_review_unit_hash": "2076615f9402512690930639531b9450fb54b6d75719200f4e37641a9b7df91a", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37021, + "estimated_input_tokens": 9256, + "estimated_eval_tokens": 18768 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues: import/load errors, model-specific regressions, tokenizer bugs, generation/cache problems, and a few save/pretrained failures. Only two pairs look like true duplicates; the rest are too semantically broad or target different code paths.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical duplicate covers this whole set. The only strong duplicate pairings are 42673/43704 and 45310/45478, but the broader cluster spans many unrelated bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the broadest current umbrella-style report in the set (many import errors after upgrading to 5.5.0), so it is the best representative issue even though it is not a true duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both involve generation/KV-cache behavior, but they hit different surfaces: chunked prefill cache missing vs transformers serve tensor-indexing crash." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow and removed Sam3LiteText config references are unrelated failures." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "A weight-shape mismatch for Qwen3-VL is not the same bug as a warning about tie_word_embeddings during LoRA fine-tuning." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Missing image_utils import and protobuf-masked tokenizer decode errors are different code paths and symptoms." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding crash and Kimi-K2.5 tokenizer regression are unrelated model/tokenizer bugs." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both mention generation internals, but one is a sync_gpus kwargs update issue and the other is a missing GenerationMixin cache in v5.0.0." + }, + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "Missing generation cache and broad import errors after upgrade are too different to be the same underlying bug." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both touch save_pretrained, but one is tokenizer_class metadata mismatch and the other is processor file omission." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom model initialization breaking in v5 and ESM2 being broken are different reports with different affected models and failure modes." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained missing files and double optimizer.step under deepspeed are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError and a post-upgrade throughput regression are not the same bug." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "A Chinese report about slower filtering after upgrade and a Qwen3.5-Moe from_pretrained error are different issues." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-not-found import error and Sentence Transformers loading hang are distinct environment/runtime problems." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are separate quantization-related bugs." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance and old InternVL2 remote-code/meta-init incompatibility are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe transformers v5 bug and processor save_pretrained missing files are not the same code path." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance slowdown after upgrade and optimizer step being called twice under deepspeed are different behaviors." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report and gemma-4 zero3 from_pretrained failure are not duplicates." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 Video missing attribute and missing fields from trust_remote_code config loading are different model/config issues." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Missing deepstack_visual_indexes in a config object is related to Qwen3.5-Moe, but the reports describe different failures and are not clearly the same bug." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Identical title and same VRAM leak in Qwen3ForCausalLM with multiple dataloader threads." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "SAM 3 Video missing fpn_position_embeddings and qwen2.5-vl vision_position_ids issues are different models and failures." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3.5-Moe from_pretrained error and missing deepstack_visual_indexes config field are related but not the same concrete failure." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Cannot import AutoImageProcessor and missing image_utils import are both import errors, but not the same symbol or fix." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized saving failure and Llama4Config missing pad_token_id are different bugs." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral regex patch crash and auto_docstring annotation crash are unrelated utility failures." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM 3 Video attribute error and tokenizer mapping failure in add-new-model-like are different parts of the codebase." + }, + { + "left": "issue:45362", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3.5-35B chat crash and missing config field for Qwen3_5MoeVisionConfig are different reports." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression and FP8 save_pretrained on MoE are different FP8-related problems." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior and incorrect LLM output under pipeline parallelism are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Missing AutoImageProcessor import and missing HybridCache import are different missing-export issues." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and diverging attention kernels under torch.compile are not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The summary matches the packet\u2019s mix of unrelated Transformers issues, and the explicit duplicate callouts are cautious. The only clear duplicate pair beyond 42673/43704 is 45310/45478, which is already reflected in the canonical reasoning." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 34, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43526", + "issue:43673", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44079", + "issue:44164", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44373", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44964", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45561", + "issue:45712" + ], + "soft_pairs": [ + "issue:42222|issue:45200", + "issue:44222|issue:45310", + "issue:44038|issue:45310", + "issue:42994|issue:44164", + "issue:42175|issue:45712", + "issue:43526|issue:45561", + "issue:43377|issue:44242", + "issue:44496|issue:45561", + "issue:36010|issue:41628", + "issue:43673|issue:44188", + "issue:43232|issue:44792", + "issue:43504|issue:45561", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:44964|issue:45137", + "issue:43479|issue:44079", + "issue:43479|issue:44869", + "issue:43976|issue:44933", + "issue:42175|issue:44933", + "issue:44623|issue:45310", + "issue:43784|issue:43824", + "issue:44188|issue:44373", + "issue:43278|issue:45137", + "issue:43723|issue:44568", + "issue:44060|issue:45125", + "issue:43874|issue:45092", + "issue:44734|issue:45103", + "issue:42898|issue:45356", + "issue:42898|issue:44779", + "issue:30333|issue:33290" + ], + "prepared_review_unit_hash": "d5676e17a01fee66a98b0252e4d6f92629801d03aa9da0c903b5b24894fd10a8", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36700, + "estimated_input_tokens": 9175, + "estimated_eval_tokens": 18606 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All suggested soft edges look like false positives. The set is a grab bag of unrelated bug reports across different subsystems (tokenizers, multimodal models, save/load, imports, training/runtime behavior), not one duplicate cluster.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue: the items are unrelated standalone bugs, not one duplicate report.", + "canonical_pr_reason": null, + "best_issue_reason": "No good global representative issue; any single issue would misrepresent the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different problems: VitPose model breakage vs Gemma 4 multimodal token type defaults." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both touch MoE save/load, but one is FP8 save_pretrained and the other is a from_pretrained load error for a different model." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen model families and different failure modes; not the same concrete bug." + }, + { + "left": "issue:42994", + "right": "issue:44164", + "accept": false, + "reason": "Both involve persistence, but quantized model saving and extra_state handling are distinct issues." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "TensorFlow backend packaging vs leftover dummy classes/check_repo are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "BEiT label reduction bug vs pytest-xdist file race; no overlap in code path." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask batching bug vs MoE load-balancing loss omission; unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model auto-loading config error vs xdist race condition; different subsystems." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and fixes; not one bug." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Generation cache/chunked prefill bug vs torch.compile branching divergence in attention kernels; unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwarg update after sync_gpus vs janus image-generation test failure; different failures." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "BEiT pretrained loading issue vs xdist file race; unrelated." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "SentenceTransformer loading hang 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 concern different behaviors and code paths." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal model loading vs DeepSpeed ZeRO3 deque error; unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config defaulting bug vs ModelOutput key assignment bug; different components." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Phi4MultimodalConfig initialization vs Whisper timestamp decode crash; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility issue vs missing image_utils import; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Package extras/backend selection vs nonexistent image_utils import; different areas." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "processor.save_pretrained missing files vs Qwen3.5 MoE from_pretrained error; not the same bug." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Sentence-Transformers import NameError vs missing Qwen2.5-VL export; unrelated import failures." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention kernel divergence vs wrong docstring; no shared bug." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Dtype regression in evaluation vs DeepSpeed deque IndexError; unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading issue vs special-token addition bug; same broad area but different concrete failures." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning vs missing _tp_plan for tensor parallelism; different code paths." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image processor method vs remote-code/meta-init incompatibility; unrelated multimodal issues." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV cache serving crash vs auto_docstring annotation crash; completely different subsystems." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and behaviors." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but for different tokenizers and different incorrect outputs." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow job-status reporting vs DeepSpeed/Adafactor OOM; unrelated runtime issues." + } + ] + }, + "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": 14, + "review_unit_index": 35, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:30990", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42898", + "issue:42994", + "issue:43295", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43824", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44448", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44623", + "issue:44871", + "issue:44913", + "issue:44933", + "issue:44977", + "issue:44991", + "issue:45092", + "issue:45103", + "issue:45310", + "issue:45357", + "issue:45405", + "issue:45406", + "issue:45459", + "issue:45656", + "issue:45712" + ], + "soft_pairs": [ + "issue:45405|issue:45712", + "issue:42898|issue:44448", + "issue:44295|issue:45656", + "issue:44933|issue:45712", + "issue:41628|issue:45459", + "issue:42898|issue:43295", + "issue:44222|issue:44297", + "issue:44297|issue:45656", + "issue:43479|issue:43644", + "issue:42831|issue:44623", + "issue:44222|issue:44623", + "issue:44206|issue:45103", + "issue:22355|issue:28282", + "issue:41628|issue:42757", + "issue:44297|issue:45310", + "issue:30333|issue:36331", + "issue:44263|issue:45092", + "issue:44263|issue:44360", + "issue:44222|issue:44484", + "issue:43723|issue:44977", + "issue:30333|issue:34689", + "issue:44483|issue:45406", + "issue:28282|issue:30333", + "issue:30333|issue:35141", + "issue:44295|issue:44623", + "issue:44261|issue:45092", + "issue:44514|issue:45103", + "issue:44373|issue:44485", + "issue:43723|issue:44871", + "issue:45092|issue:45357", + "issue:43723|issue:44991", + "issue:43723|issue:44442", + "issue:43479|issue:44913", + "issue:30990|issue:38175", + "issue:42886|issue:42994", + "issue:42831|issue:45310", + "issue:41628|issue:43824" + ], + "prepared_review_unit_hash": "503a33183620717e8805329f61cb87e9795fcc5945c30501a7c2bc7c850a46fa", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38602, + "estimated_input_tokens": 9651, + "estimated_eval_tokens": 19558 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: import errors, tokenizer/processor regressions, training/runtime bugs, and save/load issues. The only clear topical concentration is around tokenizer-loading regressions in v5, but the soft pairs still look like separate bugs rather than true duplicates.", + "confidence": 0.39, + "canonical_issue_reason": "issue:43723 is the broadest and most representative of the repeated v5 tokenizer-loading failures, so it is the best anchor for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "It best matches the dominant theme among the nearby items (AutoTokenizer / tokenizer loading regressions in v5) while remaining generic enough to serve as the cluster representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Unrelated: PEFT version pinning vs leftover dummy classes / dir(transformers) leak." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Both are v5 behavior changes, but one is tokenization-space cleanup and the other is a model output difference; not the same bug." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Different subsystems: position_ids buffer access vs optimizer stepping under deepspeed." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Different import/export problems in unrelated files and code paths." + }, + { + "left": "issue:41628", + "right": "issue:45459", + "accept": false, + "reason": "Both involve imports, but they concern different symbols and failure modes." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "One is a tokenization cleanup regression; the other is a processor/tokenizer API regression for multimodal inputs." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Different save_pretrained bugs affecting different components (FP8/MoE vs tokenizer metadata)." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata issue is unrelated to the optimizer double-step bug." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Different config initialization bug vs non-persistent buffer initialization bug." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "Accuracy issue in FineGrainedFP8 vs processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention saving, but they affect different save paths and different objects." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "FeatureExtractor crash from unsupported arg is unrelated to the auto_docstring annotations error." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but they are different missing-module/dependency problems." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different packages; not the same underlying defect." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer class metadata mismatch is not the same as the Qwen3.5 from_pretrained regression." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting on failed training vs CustomTrainer compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "Different model internals and failure modes; no shared code-path evidence." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same broad DSA area, but the reported bugs are different enough that they should not be merged." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8/MoE save failure vs max_shard_size question are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Both are model loading/generation complaints, but they concern different checkpoints and symptoms." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Training-job reporting bug vs Llama model loading regression are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "API request rejection in transformers serve vs Gemma4Processor missing _tokenizer are different code paths." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "Dependency import error vs MLflow reporting bug; no overlap." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Training failure tracking vs embedding reinitialization on resize are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Buffer registration/read issue vs processor.save_pretrained missing files are different bugs." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Precision/config issue in MLA q_a_layernorm vs remote-code meta-init incompatibility are not the same bug." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Processor chat-template crash vs auto_docstring annotation crash are unrelated." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring typo vs RoPE implementation discussion are not the same underlying change." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading regression vs eos_token_id configuration mismatch are separate issues." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both touch Qwen3.5/vision-related code, but one is meta-init incompatibility and the other is save_pretrained key serialization; not the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Same broad area (tokenizer loading), but different checkpoints and no evidence of one concrete shared bug." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer-loading failures for different tokenizers; not enough evidence of a single underlying defect." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Config defaulting bug vs rotary_pct reload regression are distinct issues." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Loading stall in Sentence Transformers vs zero-probability output in SigLIP2 are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading vs quantized model saving are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and Qwen3.5 from_pretrained regression are different problems." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different classes and different 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": 2, + "component_count": 14, + "review_unit_index": 36, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:29127", + "issue:30990", + "issue:33357", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43576", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45245", + "issue:45278", + "issue:45290", + "issue:45593", + "issue:45600" + ], + "soft_pairs": [ + "issue:42831|issue:44038", + "issue:44263|issue:44373", + "issue:42757|issue:45278", + "issue:43232|issue:45593", + "issue:43756|issue:44060", + "issue:43576|issue:43784", + "issue:42886|issue:43066", + "issue:43122|issue:44521", + "issue:42371|issue:44263", + "issue:44117|issue:44704", + "issue:30990|issue:33357", + "issue:42907|issue:44945", + "issue:44295|issue:44297", + "issue:43976|issue:44945", + "issue:44704|issue:45290", + "issue:43122|issue:44514", + "issue:43232|issue:44743", + "issue:39401|issue:44488", + "issue:43408|issue:43475", + "issue:42907|issue:43937", + "issue:43232|issue:45245", + "issue:43784|issue:45600", + "issue:44360|issue:44485", + "issue:41628|issue:45278", + "issue:39401|issue:44521", + "issue:44261|issue:44373", + "issue:44625|issue:44829", + "issue:43116|issue:45200", + "issue:29127|issue:30990", + "issue:44038|issue:44297", + "issue:43122|issue:44779", + "issue:42371|issue:42831", + "issue:42907|issue:44964", + "issue:44038|issue:44295", + "issue:36296|issue:43116" + ], + "prepared_review_unit_hash": "01032f4587f4b7e36f2fec5c04a072d47de908b1c67c252b54782e5fb34364ef", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37780, + "estimated_input_tokens": 9445, + "estimated_eval_tokens": 19146 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and largely heterogeneous: it mixes unrelated tokenizer regressions, import/API breakages, generation bugs, and model-specific issues. I do not see any soft edge that clearly represents the same underlying bug/change.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical duplicate for the full cluster; if an umbrella is needed, issue 45278 is the broadest import-regression report, but it does not cover the rest of the cluster well.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the best representative only in a loose sense because it is the broadest user-facing regression in the set (import failures after upgrade).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Different problems: FineGrainedFP8 accuracy vs a Qwen3-VL-Moe bug." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Indexer split semantics vs a docstring issue; not the same bug." + }, + { + "left": "issue:42757", + "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." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs handling vs D-FINE auxiliary loss behavior; unrelated code paths." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer issue vs Qwen3-Next tied-weights warning; different model internals." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "CLI/env command breakage vs sentence-transformers import NameError; different failures." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache load failure vs tokenizer decoder-type mismatch; not the same bug." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer/version regression vs multimodal assistant_mask bug; different behavior." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings migration vs DSA indexer logic; unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping fallback issue vs AutoProcessor kwargs forwarding; different layers." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading hang vs MacOS bus error; both are load-time failures but not the same defect." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Model save/dequantization problem vs incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "position_ids buffer access vs tokenizer_config save metadata mismatch." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility vs pipeline-parallel generation correctness." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor file-loading kwargs vs chat-template crash on tool-call messages." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "General tokenization regression vs batched chat-template padding crash." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Generation kwargs update after sync_gpus vs recurrent-state reset in modular_qwen3_5." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 tokenizer offset_mapping bug vs failing to load a different model." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Config/model-type warning vs missing attribute on SAM3 vision output." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Save/dequantization failure vs GenerationConfig validation error." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation helper bug vs category-count runtime error; unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError in sentence-transformers vs stale auto_mappings config references." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer activation logic vs GLM-5 RoPE implementation; different areas." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import failures, but one is a specific missing export and the other is a broader upgrade regression." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset_mapping vs multimodal assistant mask generation; different bugs." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Layer norm precision/config discussion vs a docstring complaint." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 label propagation vs flash_attention_3 training degeneration; unrelated." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example script multi-label output issue vs Gemma 4 multimodal token-type IDs." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "LayoutLMv3 validation message clarity vs Sentence Transformers loading hang." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs tokenizer save metadata mismatch; no shared code path." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but the reports are too general/specific to confidently be the same bug." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 configuration guidance vs FineGrainedFP8 accuracy regression." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized-save failure vs multimodal model loading failure." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs position_ids buffer access error; unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug vs example-script multi-label inference failure." + } + ] + }, + "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": 14, + "review_unit_index": 37, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42907", + "issue:43064", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43441", + "issue:43452", + "issue:43493", + "issue:43673", + "issue:43784", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44222", + "issue:44291", + "issue:44351", + "issue:44485", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44945", + "issue:44977", + "issue:45071", + "issue:45072", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588" + ], + "soft_pairs": [ + "issue:44038|issue:44222", + "issue:42907|issue:43452", + "issue:43824|issue:44351", + "issue:45216|issue:45478", + "issue:42757|issue:44351", + "issue:43992|issue:44704", + "issue:42907|issue:44222", + "issue:43278|issue:44945", + "issue:43122|issue:44977", + "issue:43784|issue:45446", + "issue:43937|issue:44485", + "issue:42673|issue:45072", + "issue:38617|issue:45278", + "issue:42222|issue:43441", + "issue:22355|issue:29127", + "issue:42371|issue:43874", + "issue:43064|issue:43673", + "issue:43976|issue:45446", + "issue:43116|issue:43493", + "issue:44038|issue:45478", + "issue:44222|issue:45478", + "issue:44075|issue:44936", + "issue:43116|issue:43825", + "issue:43937|issue:45563", + "issue:45083|issue:45446", + "issue:33453|issue:39401", + "issue:39401|issue:44779", + "issue:43931|issue:44945", + "issue:44117|issue:45588", + "issue:43827|issue:45446", + "issue:43937|issue:44977", + "issue:44291|issue:45071" + ], + "prepared_review_unit_hash": "374a54e5ba88a4369f8c12ec5292f570e5146498c73aa87babdc626553ed52c0", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36935, + "estimated_input_tokens": 9234, + "estimated_eval_tokens": 18724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions surfaced by soft token/import similarity. None of the soft pairs look like the same concrete bug or change. issue:45278 is the closest umbrella for the import-error subset, but it is not a true canonical duplicate for the whole cluster.", + "confidence": 0.76, + "canonical_issue_reason": "No single issue cleanly covers the heterogeneous set; the strongest candidate would be issue:45278, but it is too broad to represent all items as one duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the closest broad umbrella for the import-regression subset and the most plausible cluster representative, though still too generic to be a real duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention MoE-related problems, but one is a general Qwen3-VL-Moe bug and the other is FP8 save_pretrained; different concrete failures." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "One is about saving dequantized Ministral/Devstral models, the other about gguf_file loading for tokenizer/model classes; different code paths." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols in different modules; not the same bug." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 and version regressions, but one is save_pretrained checkpoint corruption and the other is from_pretrained loading failure; not the same fix." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Unrelated import failures from different packages/symbols: huggingface_hub offline mode vs transformers HybridCache." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "UMT5Encoder weight loading and AutoProcessor cached_file kwargs are different bugs in different layers." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Dequantized model saving and FP8 MoE save_pretrained are distinct serialization issues." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Dtype mismatch between train/eval and incorrect pipeline parallelism output are different runtime bugs." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Both are tokenizer regressions, but one is generic tokenizer behavior across versions and the other is Deepseek-specific incorrect output." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Sentence-transformers import NameError and a flex_attention version check bug are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 generation config validation and GLM-5 RoPE implementation are different failures." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM and bfloat16 dtype mismatches in unrelated models are not the same bug." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad meta-report about many import errors; 38617 is a specific missing symbol import error and not clearly the same concrete issue." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose import breakage and Ministral flash-attention failure affect different models and code paths." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "A missing transformers.onnx module import and a LayoutLMv3 error-message clarity issue are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a GLM46V image patch-count helper bug are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2/PEFT optimizer state corruption and chunked_prefill cache handling are different training vs generation bugs." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility and a flex_attention import/version check bug are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label classification example behavior and SigLIP2 implementation discrepancy are different issues." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen MoE and version regressions, but they concern different model variants and different failure modes." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained on MoE and Qwen3.5 from_pretrained loading error are not the same concrete bug." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Unused SGD args and trainer.evaluate() failing after train() are distinct training issues." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Classification example output and pipeline() error-message docs behavior are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation and a stale warning in paged generate() are different generation bugs." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A qwen3_omni_moe feature-length helper issue and a flex_attention import check bug are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Generic tokenizer loading regression vs Qwen3 tokenizer offset_mapping bug; too broad and not the same failure." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but different models and different symptoms (offset mapping vs incorrect output)." + }, + { + "left": "issue:43931", + "right": "issue:44945", + "accept": false, + "reason": "Qwen3-VL-30B-A3B weight-shape mismatch and pipeline parallelism output corruption are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and flash_attention crashing on s_aux=None are different null-handling bugs." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() after removals and a flex_attention import/version bug are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GLM-5 generation config invalid and Qwen3.5 flash-attention generation failure are different model-specific bugs." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "init_empty_weights unexpected argument and PretrainedConfig type-checking breakage are different regression surfaces." + } + ] + }, + "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": 14, + "review_unit_index": 38, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:42673", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43408", + "issue:43421", + "issue:43441", + "issue:43450", + "issue:43577", + "issue:43582", + "issue:43673", + "issue:43742", + "issue:43874", + "issue:43906", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44933", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45459", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45561", + "issue:45656" + ], + "soft_pairs": [ + "issue:43450|issue:43986", + "issue:45341|issue:45561", + "issue:45405|issue:45446", + "issue:42673|issue:43906", + "issue:44829|issue:45216", + "issue:39401|issue:43421", + "issue:44410|issue:45310", + "issue:38617|issue:41628", + "issue:44117|issue:45081", + "issue:44484|issue:45310", + "issue:42371|issue:44261", + "issue:42222|issue:45542", + "issue:43408|issue:43742", + "issue:42673|issue:43582", + "issue:42175|issue:42222", + "issue:43937|issue:44496", + "issue:42673|issue:43577", + "issue:38617|issue:44220", + "issue:44933|issue:45278", + "issue:42617|issue:45341", + "issue:43012|issue:43577", + "issue:44075|issue:45656", + "issue:44483|issue:45464", + "issue:43066|issue:43122", + "issue:44410|issue:45478", + "issue:43673|issue:45341", + "issue:43874|issue:44261", + "issue:44484|issue:45478", + "issue:43097|issue:44493", + "issue:42222|issue:45459", + "issue:43441|issue:44829" + ], + "prepared_review_unit_hash": "67ae749118ba35c7afbe7b9be5f1298e93001fe7fb2d10b61384f25f4042928a", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36785, + "estimated_input_tokens": 9197, + "estimated_eval_tokens": 18650 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous rather than a true duplicate set: it mixes tokenizer regressions, import errors, model-loading bugs, optimizer issues, testing-utils bugs, and API failures. The soft edges are mostly topical similarity, not the same underlying bug.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45278 is the broadest representative of the set (upgrade-related import errors), but the cluster is not a single duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single anchor if one must be chosen, because it captures the widest upgrade/regression theme among otherwise unrelated issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Both are video/processor-related, but one is batched-shape output and the other is a torchvision-dependent AutoProcessor crash; different bugs." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both touch testing_utils, but one is a generic bug in testing_utils.py and the other is an xdist race on captured_info.txt; not the same failure." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Unrelated problems: a PEFT version pin vs an incorrect PyTorch version check for flex_attention imports." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "Different symptoms and code paths: a Qwen3 VRAM leak with multiple dataloader threads vs a reproduction of an older issue." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention-3 training degeneration and a Qwen3.5 save_pretrained regression are separate model-path bugs." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Tokenizer offset_mapping mismatch vs runtime post-processor not updating when special tokens change; related area, different bug." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing projections in qwen3next layer 0 vs Qwen3.5 MoE from_pretrained failure; different model families and code paths." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Different missing imports (`layer_type_validation` vs `AutoImageProcessor`); same broad theme, not the same issue." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping returning None and a Mistral regex patch crash are distinct tokenizer failures." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "A max_shard_size question in save_pretrained is unrelated to the Qwen3.5 MoE loading error." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and an MLA rms_norm_eps precision issue are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Vitpose model breakage and a tensorboard-only TensorFlow backend error are different subsystems and bugs." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "SAM3 tracker warning and a MobileLLM key error are unrelated model-loading issues." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer/v5 regressions, but one is decoder-type selection and the other is changed tokenization output; not the same concrete bug." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Same broad Qwen family, but one is missing projections in qwen3next and the other is a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache missing in v5.0.0 chunked_prefill vs a testing_utils bug; unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Image patch counting for GLM46V and MLA layernorm epsilon precision are separate multimodal vs config issues." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "A save_pretrained shard-size question is unrelated to the Qwen3.5 MoE loading failure." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Tie-embeddings API removal and unexpected position-id keys are different regression classes." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "Vitpose breakage and a tokenizer protobuf error are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention FlashAttention, but one is a Ministral-3 failure in v5 RC and the other is degenerate training with flash_attention_3; not the same bug." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "One is a specific missing import from image_utils; the other is a broad report of many import errors after upgrade. 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Several pairs are superficially similar import/API regressions, but none look like the same underlying bug/change strongly enough to merge.", + "confidence": 0.84, + "canonical_issue_reason": "If a single issue must anchor the cluster, 43097 is the broadest concrete v5 API-regression report and has the most signs of being a useful representative. 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"left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL-30B weight-shape mismatch is not the same as missing qkv/gate projections." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Missing torchvision-dependent AutoProcessor path differs from save_pretrained shard-size behavior." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to a testing_utils bug." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Different model families and failure modes: weight mismatch vs Qwen3-VL-Moe bug." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor crash without torchvision is not a testing utility issue." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation bug is 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"reason": "FlashAttention 3 training degeneration is unrelated to category-cardinality RuntimeError." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Missing torchvision crash is different from mistral_common ReasoningEffort import failure." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is not a testing_utils bug." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2 optimizer-state corruption is unrelated to Liger Kernel not applying in model_init." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Different missing symbols from different packages; not the same import regression." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Layernorm epsilon precision discussion is unrelated to GLM-5 RoPE implementation." + }, + { + "left": 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"Flash Attention 2 support error for Nemotron differs from GPT2 attention scaling being ignored." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Translation-task error message and Pipeline save_pretrained support are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens.weight on load is unrelated to shard-size default behavior." + }, + { + "left": "issue:38617", + "right": "issue:43097", + "accept": false, + "reason": "Both are import/API regressions, but they concern different symbols and breakages." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Precision warning on bfloat16 compilation is unrelated to tie_word_embeddings warning." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "PyTorch warning under compile is unrelated to Bamba SDPA compile failure." + } + ] + }, + "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": 14, + "review_unit_index": 40, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43381", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44188", + "issue:44220", + "issue:44230", + "issue:44263", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45290", + "issue:45381", + "issue:45440", + "issue:45479", + "issue:45593" + ], + "soft_pairs": [ + "issue:42886|issue:43381", + "issue:43208|issue:43550", + "issue:42907|issue:44655", + "issue:44380|issue:45479", + "issue:43352|issue:43976", + "issue:43064|issue:44380", + "issue:44483|issue:44514", + "issue:43618|issue:44380", + "issue:43208|issue:43526", + "issue:36683|issue:43582", + "issue:43618|issue:43761", + "issue:43012|issue:44683", + "issue:42757|issue:43824", + "issue:44038|issue:44230", + "issue:44483|issue:45290", + "issue:43299|issue:43867", + "issue:44483|issue:45381", + "issue:38617|issue:43502", + "issue:43756|issue:44485", + "issue:43901|issue:44655", + "issue:36683|issue:43475", + "issue:43867|issue:45216", + "issue:43352|issue:43937", + "issue:42994|issue:44655", + "issue:44220|issue:44655", + "issue:44077|issue:44380", + "issue:36683|issue:44077", + "issue:43066|issue:45381", + "issue:44263|issue:45440", + "issue:43976|issue:44938", + "issue:36010|issue:42757", + "issue:36683|issue:43525", + "issue:43064|issue:44492", + "issue:43352|issue:45593", + "issue:43618|issue:45216", + "issue:44188|issue:44380" + ], + "prepared_review_unit_hash": "2781d11258e51de225e9addafa9de0e414559339a5ea7e52f43cae52f1985a82", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38098, + "estimated_input_tokens": 9525, + "estimated_eval_tokens": 19306 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated import errors, model/config attribute bugs, tokenizer/chat-template regressions, save/load serialization problems, attention-backend issues, and training/distributed bugs. None of the soft pairs looks like the same underlying bug, so no duplicate collapse is safe.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue is a safe canonical representative; the items span unrelated failure modes and subsystems rather than one common bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global best issue exists for this mixed cluster; issue:44380 is relatively broad, but it still does not represent the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline cache/tokenizer loading failure vs gradient checkpointing in eval mode; unrelated code paths." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM small-model training bugs vs Bamba torch.compile/SDPA failure; different models and root causes." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Dequantized model saving vs Pipeline.save_pretrained; both involve saving, but not the same bug." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling/backend regression vs degenerate zero-loss classification bug; different behavior and subsystem." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention support error for Nemotron vs Python version compatibility failure; unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state mismatch vs GPT2 attention scaling ignored under backends; different failure modes." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat/completions API rejection vs batched chat template crash with padding=False; different entrypoints." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIPOutput attentions missing vs GPT2 attention scaling/backend issue; not the same bug." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training issues vs BeitImageProcessorFast label reduction bug; unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size vs Apple Silicon warmup TypeError; different modules and causes." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP-related, but one is missing attentions and the other missing hidden_states; distinct regressions." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "bf16 compile warning vs compiled flex_attention failure on torch>=2.9; different issues." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Hub import error for is_offline_mode vs missing Qwen2_5_VL export from transformers; unrelated symbols." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs fp8 inference support request; not the same concrete problem." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "OpenAPI chat/completions rejection vs assistant tool-call chat template crash; different APIs and failure points." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL-Moe loading breakage vs state_dict-sorted load error; different loading defects." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "Chat/completions request handling vs Qwen2.5-VL video vision_position_ids bug; unrelated." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Import error in configuration_utils vs local_files_only still making network requests; different layers." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE-layer count mismatch vs GLM-5 RoPE implementation discussion; not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch for return_all_scores vs inability to save Pipeline objects; docs vs serialization." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config missing vocab_size vs Sam3VisionEncoderOutput missing fpn_position_embeddings; different model-specific attributes." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Load failure with sorted state_dict vs incorrect saved checkpoint in Qwen3.5; load-path vs save-path bugs." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention unsupported for Nemotron vs invalid GenerationConfig for GLM-5; unrelated issues." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure vs Pipeline save_pretrained failure; both are save-related but distinct." + }, + { + "left": "issue:44220", + "right": "issue:44655", + "accept": false, + "reason": "_torch_extract_fbank_features bug vs Pipeline.save_pretrained issue; unrelated functionality." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "patchtsmixer post_init validation vs GPT2 attention scaling under SDPA/FlashAttention; different code paths." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3Config attribute bug vs patchtsmixer post_init restriction; not the same underlying change." + }, + { + "left": "issue:43066", + "right": "issue:45381", + "accept": false, + "reason": "Wrong tokenizer decoder type vs Qwen2.5-VL video position-id bug; different tokenizer/model logic." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "torch.split return values bug in GlmMoeDsaIndexer vs DeepseekV3MoE divergence; different MoE implementations." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Python version support regression vs Python 3.14 load failure; same broad topic, but not the same concrete bug." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Missing GenerationMixin import vs missing is_offline_mode import; different missing symbols." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3Config missing vocab_size vs Llama4Config missing pad_token_id; similar pattern but different model-specific attributes." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Distributed optimizer-state bug vs typo in cache strategy names; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Flash Attention support error vs D-FINE auxiliary-loss behavior; completely different features." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions assignment regression vs Qwen3.5 checkpoint saving regression; unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44380", + "accept": false, + "reason": "Both involve attention/backends, but one is kernel divergence under torch.compile and the other is GPT2 scaling ignored; 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": 2, + "component_count": 14, + "review_unit_index": 41, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43065", + "issue:43352", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43931", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44242", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44484", + "issue:44556", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45588", + "issue:45600" + ], + "soft_pairs": [ + "issue:36683|issue:44242", + "issue:43352|issue:43931", + "issue:43010|issue:45278", + "issue:43992|issue:45310", + "issue:41669|issue:44246", + "issue:43867|issue:45375", + "issue:36683|issue:43064", + "issue:44355|issue:44855", + "issue:42890|issue:45561", + "issue:44938|issue:45071", + "issue:43867|issue:45357", + "issue:43992|issue:45478", + "issue:43010|issue:43976", + "issue:44938|issue:45381", + "issue:44360|issue:45440", + "issue:43618|issue:44077", + "issue:36296|issue:43575", + "issue:43867|issue:44484", + "issue:43618|issue:44857", + "issue:43618|issue:45588", + "issue:28282|issue:33453", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:43723|issue:44556", + "issue:43010|issue:44075", + "issue:44222|issue:45125", + "issue:42890|issue:45341", + "issue:44387|issue:44556", + "issue:43010|issue:43065" + ], + "prepared_review_unit_hash": "e089802d81d50baa1ad1ec252029e4def773e0cefcdf891db8f94a64c11dd5ab", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 35955, + "estimated_input_tokens": 8989, + "estimated_eval_tokens": 18234 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed cluster of unrelated regression reports, with one clear duplicate-like pair around import-time slowdown. The broadest umbrella issue is the open report about many import errors after upgrading to v5.5.0.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45278 is the broadest and most central user-facing regression report in the set: it captures multiple import failures after upgrading from 4.57.0 to 5.5.0 and can serve as the umbrella issue for nearby import/load regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best overall issue candidate because it is open, recent, and phrased as a broad umbrella regression rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Different subsystems and failure modes: Gemma3 config attribute error vs MoE load-balancing-loss handling." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "Unrelated model-specific errors: Flash Attention 2 support gate vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "One is about cache/layer update decoration, the other is a broad import-error regression; not the same bug." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both involve from_pretrained, but the models and root causes differ; not enough evidence of one underlying bug." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both describe the same import-time regression/slowdown in transformers import behavior; one identifies the cause, the other reports the symptom." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Different issues: state_dict sorting load error vs config field being dropped by @strict." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Different training/runtime problems; no shared concrete code-path bug." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are import-related, but one is compiled-file handling and the other is a Python 3.13 @torch.jit.script parsing problem." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test failures, but one is missing set_seed and the other is a pytest-xdist file race; not the same bug." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python version import failure and PretrainedConfig type-checking regression are different issues." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen-related save/load bugs affecting different artifacts and symptoms." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Same family of from_pretrained reports, but different models and mismatched failure details; not a single concrete bug." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Unrelated: cache/layer update decoration vs Python-version compatibility regression." + }, + { + "left": "issue:44938", + "right": "issue:45381", + "accept": false, + "reason": "Different problems: Python 3.14 load failure vs qwen2.5-vl video position IDs being wrong." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Different code paths and symptoms; no evidence of a shared defect." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions assignment and patchtsmixer post_init policy are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a generic training bug and the other is an OOM on a specific model load." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "Model-load error and save_pretrained shard-size question are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "Different runtime errors in different components; not the same underlying bug." + }, + { + "left": "issue:43618", + "right": "issue:45588", + "accept": false, + "reason": "Different failures in different features; no common code-path." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "ImportError about missing PyTorch is unrelated to tokenizer loading regression." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test seeding issue vs model-load failure for Phi-4 multimodal are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only network leak and AddedToken keyword conflict are unrelated tokenizer/library bugs." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both involve loading, but one is tokenizer loading in v5 and the other is checkpoint reload compatibility across versions; not the same bug." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 CUDA memory regression and checkpoint reload failure are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:44075", + "accept": false, + "reason": "Cache update decoration bug vs optimizer SGD arguments being ignored are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Both are Qwen/MoE-related, but one is FP8 save_pretrained and the other is missing tensor-parallel plan." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "Test flakiness due to missing seeds is unrelated to a generic bug in testing_utils.py." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Different problem classes: memory usage regression vs versioned checkpoint loading failure." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache/layer update method decoration and dummy Conv2d in Sam3PixelDecoder are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: issue:45278 is a plausible broad umbrella candidate, and the one accepted soft pair is reasonably supported by the titles. The rejected soft edges stay conservative and do not overclaim shared root causes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 42, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45542" + ], + "soft_pairs": [ + "issue:42548|issue:44351", + "issue:45125|issue:45478", + "issue:43010|issue:43232", + "issue:43502|issue:44485", + "issue:45125|issue:45375", + "issue:30990|issue:31795", + "issue:44355|issue:44749", + "issue:30333|issue:33453", + "issue:44315|issue:44360", + "issue:43010|issue:44368", + "issue:43502|issue:44222", + "issue:43502|issue:44961", + "issue:43299|issue:44556", + "issue:44355|issue:44655", + "issue:44222|issue:44230", + "issue:42831|issue:43874", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:43827|issue:44961", + "issue:33453|issue:36296", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:44961|issue:45468", + "issue:43673|issue:44492", + "issue:38617|issue:43576", + "issue:31795|issue:38617", + "issue:43576|issue:44351", + "issue:41628|issue:42548", + "issue:44908|issue:44961", + "issue:44485|issue:44961", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526", + "issue:44261|issue:44360", + "issue:44273|issue:45003", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:43576|issue:44556", + "issue:44038|issue:45125" + ], + "prepared_review_unit_hash": "60105b9b7e57b7ffff28e6d92fb4bb3b4bbaa9bfcc9ab75f614eee801d882ecd", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39325, + "estimated_input_tokens": 9832, + "estimated_eval_tokens": 19920 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of Transformers issues around v5 loading/import regressions and a few unrelated model-specific bugs. The soft pairs are generally too coarse to be true duplicates; they share a subsystem at best, not the same concrete failure.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45003 is the closest thing to a root-cause issue in the set: it targets import/lazy-loading internals (`sys.modules`) rather than a single downstream symptom, so it can plausibly umbrella several of the import/loading reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45003 is the best single representative of the cluster because it is broad, technical, and closest to the underlying import/loading mechanism behind multiple reports; the rest are mostly model- or symbol-specific symptoms.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are top-level import errors, but they involve different missing symbols and no evidence points to one shared underlying fix." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5/Moe loading on v5, but one is a tensor-parallel-plan issue and the other is a broader from_pretrained failure; too little to call them the same bug." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Different code paths: cache/layer `update()` no-grad decoration versus a generation kwargs issue after `sync_gpus`." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated problems: offline/local-files behavior versus a RoPE implementation bug." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5-Moe related, but one is tensor-parallel loading and the other is a missing config field; distinct failures." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "A runtime loading hang and a documentation issue are not the same underlying bug." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-Python execution errors and post-upgrade data filtering slowdown are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "Training-job MLflow reporting and tokenizer loading regression are different subsystems and symptoms." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Model creation with Liger Kernel and a DSA indexer activation issue are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "Cache update no-grad behavior is not the same as the tie_word_embeddings warning." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Local-files-only networking behavior and FP8 save_pretrained are different code paths." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "No meaningful overlap beyond being open issues in the same repo." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions after version changes, but one is Qwen3VL-Moe-specific and the other is a generic checkpoint reload problem." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled-file execution errors and Pipeline save_pretrained support are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/Moe, but one is save_pretrained and the other is inference support; not the same bug." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FineGrainedFP8 accuracy and a missing image-patch helper are different issues." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow failure reporting and tensor-parallel training are different problems." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-Python errors and `PretrainedConfig` type-checking breakage are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but they affect different models and likely different code paths." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing hub import and a broken `transformers env` command are separate failures." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still mentioning pipeline() and the unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading and tensor-parallel training bugs do not share a concrete failure mode." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI breakage and `PretrainedConfig` type checking are different regressions." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "`transformers env` and Qwen2.5-VL import errors are unrelated issues." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder issue versus Gemma-4 audio encoding bug; no overlap." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing in v5 during chunked prefill and a cache-strategy typo are not the same bug." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "ImportError for a missing helper and the `transformers env` command failure are different code paths." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion versus an ImportError are not duplicates." + }, + { + "left": "issue:43576", + "right": "issue:44351", + "accept": false, + "reason": "A broken CLI command and a missing top-level import are separate issues." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and no shared root cause is evident." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling and a placeholder issue are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "RoPE implementation and a placeholder issue are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training and pipeline docs wording are not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "Top-level import error and compiled-file execution errors do not share a concrete code-path bug." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "MLA layernorm precision/config issue and DSA indexer activation issue are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "These are both vaguely loading-related, but one is a general lazy-loading symptom and the other is a specific `sys.modules` access bug; not enough to merge." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Processor save_pretrained missing files and a generic bug report are not duplicates." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy-loading problems and a tensorboard/TensorFlow backend error are different issues." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "A broken environment command and checkpoint reload regression after upgrade are distinct failures." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both are Qwen3/VL/Moe flavored, but one is a broad bug report and the other is specifically tensor-parallel `_tp_plan` missing; too different to merge." + } + ] + }, + "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": 14, + "review_unit_index": 43, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:42913", + "issue:43066", + "issue:43352", + "issue:43408", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43673", + "issue:43704", + "issue:43723", + "issue:43827", + "issue:43976", + "issue:44077", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44945", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478" + ], + "soft_pairs": [ + "issue:44393|issue:45071", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:42371|issue:44492", + "issue:42890|issue:44908", + "issue:44704|issue:44908", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:43976|issue:44393", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:44297|issue:45230", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:44492|issue:44945", + "issue:41669|issue:44492", + "issue:44393|issue:45478", + "issue:44315|issue:44829", + "issue:31795|issue:33453", + "issue:43827|issue:44908", + "issue:44077|issue:44861", + "issue:41669|issue:44908", + "issue:43723|issue:44393", + "issue:44655|issue:44861", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43519|issue:44485", + "issue:41669|issue:43704", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:44315|issue:45092", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43606|issue:45468", + "issue:43704|issue:45341", + "issue:42913|issue:43066" + ], + "prepared_review_unit_hash": "42fcbcb7d0a285b540e022fdc2f593312becb3223b98add81e4f548316e731d6", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 47, + "serialized_chars": 41136, + "estimated_input_tokens": 10284, + "estimated_eval_tokens": 20824 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most items are unrelated docs, perf, model-specific, or test issues. The closest shared theme is v5 loading/tokenizer/checkpoint regressions, so I used the most concrete checkpoint-loading regression as the representative issue. No PRs are present.", + "confidence": 0.42, + "canonical_issue_reason": "issue:45092 is the clearest representative of the recurring v5 loading/regression theme: old checkpoints failing under Transformers v5 meta initialization.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45092 is the best single issue to anchor this cluster because it is concrete, recent, and broad enough to represent the checkpoint-compatibility subset.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Different bugs: Qwen3-VL 2D bbox output vs PretrainedConfig type checking." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-time performance issue vs generation cache/chunked_prefill bug; unrelated code paths." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are v5 checkpoint-loading regressions, but the specific failure modes differ and are not clearly the same bug." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 behavior settings vs a typo in cache strategies; unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test seeding issue vs scheduler keyword-argument handling; unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs propagation vs inverse_sqrt scheduler kwargs; different subsystems." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import performance complaint vs lazy loading malfunction; related area, but not the same concrete bug." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type warning vs Liger Kernel not applied with model_init; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility issue vs Qwen3-VL bbox output bug." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention support limitation vs Qwen3-VL output error; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "CLI/env command breakage vs scheduler kwargs bug; different areas." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch vs a generic placeholder bug report; not enough evidence." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs bug vs PretrainedConfig type checking breakage; unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer read error vs generic bug report; not the same issue." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import star performance issue vs HybridCache import failure; different bugs." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import performance issue vs testing_utils bug; unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "Cache strategy typo vs pipeline-parallelism output corruption; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import performance issue vs cache-strategy typo; unrelated." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3-VL issue vs Qwen3.5 Moe from_pretrained error." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application issue vs flash_attention_3 training degeneration; different code paths." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion vs tokenizer loading regression; not the same bug." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() vs scheduler kwargs handling; unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "PatchTSMixer post_init restriction vs tied weight key AttributeError; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import-time performance issue vs scheduler kwargs bug; unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44393", + "accept": false, + "reason": "Tokenizer loading regression vs Qwen3-VL bounding-box output bug; unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained issue vs tied_weight_keys list crash; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "env CLI breakage vs lazy loading malfunction; different bugs." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer/ReLU discussion vs Gemma4AudioRelPositionalEncoding bug; unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report placeholder vs specific Qwen3.5 Moe from_pretrained error; insufficient evidence to merge." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading problem vs scheduler kwargs issue; unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation vs GLM-5 RoPE implementation; different model-specific bugs." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network leak vs timestamp calculation error; unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Docs confusion vs Llama 3.2 model loading regression; not the same bug." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint loading vs model.forward docs confusion; unrelated." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Liger Kernel/model_init issue vs checkpoint meta-init incompatibility; different failures." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in dataloader threads vs RoPE implementation bug; unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE bug vs Gemma-4 audio positional encoding bug; different model internals." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API/settings issue vs VRAM leak; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Unexpected API requests despite local_files_only vs timestamp calculation bug; unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion vs model loading regression; unrelated." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint load vs forward doc confusion; different issues." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "model_init/Liger Kernel application issue vs v5 checkpoint reload incompatibility; not the same bug." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak vs RoPE implementation bug; unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE bug vs Gemma-4 audio positional encoding bug; unrelated." + } + ] + }, + "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": 14, + "review_unit_index": 44, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:43298", + "issue:43525", + "issue:43572", + "issue:43618", + "issue:44230", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45341" + ], + "soft_pairs": [ + "issue:44908|issue:44998", + "issue:44998|issue:45341", + "issue:44492|issue:44998", + "issue:44861|issue:45290", + "issue:43618|issue:44998", + "issue:44556|issue:44998", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:31515|issue:36296", + "issue:30333|issue:31515", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "cd3b40c456565857aa4e3522de3c71bf3b653c1daf00492258239e1bef4b9157", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737908, + "estimated_input_tokens": 184477, + "estimated_eval_tokens": 369210 + }, + "budget": { + "node_count": 19, + "item_count": 19, + "soft_pair_count": 15, + "serialized_chars": 15126, + "estimated_input_tokens": 3782, + "estimated_eval_tokens": 7820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidate issues are not true duplicates; the soft links mostly reflect superficial text overlap rather than the same bug or change. No PRs are present.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue is appropriate here: the items span unrelated problems, and the most connected node ('Unemployment') is not a substantive technical report to anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "None of the issues is a strong global representative; they cover separate code paths and product areas, so a shared canonical issue would be misleading.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug vs an unrelated placeholder/spam issue; no shared underlying defect." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "Unemployment issue is unrelated to a testing_utils bug." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo vs unrelated placeholder issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weights helper crash and chat-template tool-call crash are different code paths." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression vs unrelated placeholder issue." + }, + { + "left": "issue:44556", + "right": "issue:44998", + "accept": false, + "reason": "Checkpoint reload regression after v5 update vs unrelated placeholder issue." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Llama4Config pad_token_id attribute error vs tied-weight key handling; unrelated bugs." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx vs tied-weight key handling; different failures." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading vs ImportError for missing layer_type_validation; different root causes." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 Qwen3-VL/MoE inference support vs processor.save_pretrained missing files; not the same bug." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "from_pretrained slowness vs tensor-parallel training bug; unrelated subsystems." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow job-status reporting after failure vs checkpoint-loading slowness; different issues." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is fp8 inference support and the other is a from_pretrained error; not one concrete bug." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Checkpoint load slowness vs tokenizer-loading regression; different code paths." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio-model support vs Qwen fp8 inference support; distinct feature requests/bugs." + } + ] + }, + "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": 14, + "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-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "0decccc0fbe93260207aa2fde22ffaf8a118ce01d0f7cc8e7c6ebab9d7113e39", + "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 are two separate community contribution requests for different model-runtime features: Flash Attention 2 support vs GGUF support. They share a broad architectural theme but not the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a duplicate of the other; each tracks a distinct feature request in a different area.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature requests with different targets (Flash Attention 2 support vs GGUF support); only broad subsystem overlap, not the same underlying change." + } + ] + }, + "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": 14, + "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-27088-4", + "nodes": [ + "issue:27088", + "issue:43834", + "issue:44365", + "issue:44370" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:44365|issue:44370" + ], + "prepared_review_unit_hash": "ca8ff1c7aae688f2010e0c16a886f3018d02f06b24ca0a956e15972fc21fa2f4", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4451, + "estimated_input_tokens": 1113, + "estimated_eval_tokens": 2482 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4451, + "estimated_input_tokens": 1113, + "estimated_eval_tokens": 2482 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are highly similar documentation-translation request issues, but they refer to different target languages or are generic template examples, so they should not be deduplicated as the same underlying request.", + "confidence": 0.91, + "canonical_issue_reason": "issue:27088 is the only concrete, language-specific request (Turkish) and is the earliest real issue in the set, so it is the best representative if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:27088 is the most specific and actionable issue; the others are generic placeholder-language variants rather than the same request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Both are translation requests, but they are not the same underlying task unless they target the same language; 27088 is Turkish while 44370 is just a generic placeholder language issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Same broad template, but no evidence these are the same language or same concrete translation work; different language-specific requests should stay separate." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "27088 is a specific Turkish docs translation request, while 43834 is a generic placeholder-language issue, so they are not the same issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "These are generic template issues, but there is no concrete evidence they point to the same actual language or translation task." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Both are placeholder translation issues, but the text does not establish that they correspond to the same underlying request." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "They are near-identical templates, but without a shared concrete language target they should not be merged as duplicates of 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": 5, + "component_count": 14, + "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-36817-14", + "nodes": [ + "issue:36817", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:37015|issue:42503", + "issue:37015|issue:45027", + "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:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:43837|issue:45177" + ], + "prepared_review_unit_hash": "3db2aae03dfc688dfec0d51ce3ee0c5e36bc45e297bd2882607aa588820200a0", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 28, + "serialized_chars": 17648, + "estimated_input_tokens": 4412, + "estimated_eval_tokens": 9080 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 28, + "serialized_chars": 17648, + "estimated_input_tokens": 4412, + "estimated_eval_tokens": 9080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Loose cluster of model-request issues with superficial title similarity only; they target different models/features (BERT variants, audio/TTS/ASR, OCR, SAM, EUPE, etc.) and do not look like duplicate reports of the same underlying 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:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model requests: EuroBERT config support vs DEIMv2 architecture; only shared 'add model' phrasing." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBERT config support and Qwen3-TTS are unrelated model families and code paths." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT vs Qwen3-ASR are distinct models and different modalities." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT request is unrelated to OpenAI weight-sparse transformer support." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are different architectures/modalities, not the same fix." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT vs ModernVBERT are different model additions; similar naming is not enough." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS concern different model families and features." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support is unrelated to Qwen3-ASR support." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the weight-sparse transformer request target different code paths/models." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 architecture support is not the same as ModernVBERT model support." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS are different model types and implementation work." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR are different model families/modalities." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT support and Qwen3-TTS support are not the same underlying change." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models vs a general BERT-like RoPE proposal are conceptually related but not the same concrete request." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS are different model-feature requests." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are sibling but distinct modalities and implementations." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are different audio model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "TTS support request is unrelated to weight-sparse transformer support." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different concrete model additions." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "TTS support and DeepSeek-OCR2 are unrelated modalities." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio models with different implementation targets." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "ASR support request and EUPE model request are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and the weight-sparse transformer request are not the same code-path change." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different model families and use cases." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE addition are different model requests." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral-4B-TTS are different concrete audio-model additions." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "ASR support and DeepSeek-OCR2 are unrelated tasks." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 14, + "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-37934-6", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031" + ], + "soft_pairs": [ + "issue:37934|issue:43668", + "issue:42936|issue:43240", + "issue:42936|issue:44031", + "issue:42936|issue:43813", + "issue:42936|issue:43668", + "issue:43240|issue:43668", + "issue:43668|issue:44031", + "issue:43668|issue:43813" + ], + "prepared_review_unit_hash": "e0a17a735c19638756e7838738048b02a410b4ebb3aa7a5cfc55b099e79725d0", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6293, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6293, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The issues in this cluster are heterogeneous and do not describe the same underlying bug or change. They span unrelated model behavior, config typing, tokenizer warnings, and a typo/doc-style fix, so no soft edge should be merged.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43668 is the most concrete and self-contained report in the set, but the cluster is not actually a duplicate group; it is only the least ambiguous single issue to stand in as a representative.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43668 is the best standalone issue because it names a specific incorrect type hint with a clear fix target; the others are unrelated or broader in scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different problems in different models: Llama4TextL2Norm/RMS norm vs ModernBERTConfig type hint." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2former ignore_value handling is unrelated to kwargs not being forwarded to a loss function." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Unrelated topics: Mask2former loss parameter usage vs tokenizer regex warning regression." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Different code paths and bug types: unused ignore_value vs a typo in a quantization symbol." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "No shared underlying defect; one is a model loss-parameter bug, the other is a config type-hint issue." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "A missing kwargs pass-through in loss calculation is not the same as an incorrect config type hint." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Different subsystems and symptoms: ModernBERTConfig typing vs tokenizer regex warning after a version change." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "A type-hint correction and a typo in a different symbol are not the same concrete bug and would not merge into one PR." + } + ] + }, + "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": 14, + "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": "1e7fe8ab1941ac60917d0dabafc54b66de85e71931ef9d0233ce0eb6207e998b", + "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": "These two issues do not appear to be duplicates: one requests Set Block Decoding, while the other asks for DeepSeek v3.2 support. They have no shared targets or filenames and describe different underlying changes.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue fits the cluster; the two issues are about unrelated topics and do not describe the same bug or feature request.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good cluster representative for the other, since they address different functionality and there is no evidence of overlap.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Rejected: block decoding and DeepSeek v3.2 support are unrelated requests with 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": 8, + "component_count": 14, + "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": "2aea3d0944197f6507428035ac5a28c2e2526577c001fe917532902ff13272fd", + "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": "These two closed issues are related only by the broad theme of custom trainers, but they describe different bugs/feature gaps: one is about `remove_unused_column` behavior in `Trainer`, the other is about FLOPS estimation for custom trainers. They should not be deduplicated.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the more specific and self-contained Trainer customizability request; issue 43600 is a separate FLOPS-estimation concern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying problems: `remove_unused_column` customizability vs FLOPS estimation logic. No shared code path or explicit duplicate linkage." + } + ] + }, + "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": 14, + "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": "936094648c639beb0f55dd873c71b941e94fda19152dbf7be3ef3bd1a7e1919d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at the broad Qwen AutoModel-support level, but they target different model families and different task heads, so they are not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43684 is the broader registration request, but it is about Qwen3-Omni AutoModel / AutoModelForConditionalGeneration, not Qwen3.5 sequence classification.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the best representative of the cluster only because it is the more general API-registration request; the other issue is a separate task-specific support request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: one requests model registration for Qwen3-Omni conditional generation, the other requests AutoModelForSequenceClassification support for Qwen3.5. They share a theme but not the same concrete bug or fix." + } + ] + }, + "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": 14, + "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": "26811c1cf05007eb46b61e721758cb2cc45f7329b84e4bd4119562f983c143ef", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three issues are near-identical placeholder reports titled \"huggingface \" and likely belong together; the \"Fett\" issue looks unrelated. No PRs are present.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43845 is the earliest of the repeated \"huggingface \" reports and is the cleanest representative of that duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43845 is the best cluster representative because it matches the other two \"huggingface \" issues exactly in title and appears earliest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles with no shared targets/files; \"Fett\" does not look like the same underlying issue as the \"huggingface \" reports." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no concrete evidence of the same bug; this looks unrelated to the \"huggingface \" cluster." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different title and no shared technical evidence; insufficient basis to treat as a duplicate." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same title, same general placeholder content pattern, and created one minute apart; they look like duplicate reports of the same underlying issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Exact title match and the same apparent placeholder topic; this is consistent with a duplicate of the same report." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Exact title match and no distinguishing technical details are visible; these appear to be the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 43845 is the earliest of the three identical \"huggingface \" issues, 43835 is clearly different by title, and no PRs are present. The soft-edge decisions are conservative enough given the limited evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 14, + "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-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "10264dc188d2a37097b777a6f7f3d1b1ded2189b92143b21e767a43c9f2e4747", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5785, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5785, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items appear to be unrelated low-information or spam issues, not clear duplicates of a single underlying bug/report. No soft edge is strong enough to merge, and there is no meaningful canonical issue for this cluster.", + "confidence": 0.96, + "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": "Same placeholder title, but there is no substantive body/detail to confirm the same underlying issue; treat as separate spam reports." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Identical spam-like title only; no evidence of the same concrete bug or request." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Generic spam title versus documentation suggestion; clearly different topics." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus branded text; no shared bug/change context." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation enhancement request is unrelated to the spam placeholder issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Documentation enhancement request is unrelated to the spam placeholder issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both have the same placeholder title, but the sparse metadata does not establish one underlying issue." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus promotional/brand text; no evidence they report the same problem." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus promotional/brand text; no evidence they report the same problem." + } + ] + }, + "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": 14, + "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": "777e3b9f731c405cdae71567467d39e896cd1421dda946cedd5df9765f3f1cfd", + "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 issues have identical titles and similar metadata, but the packet does not expose body text or other concrete evidence tying them to the same report, so the duplicate call should be conservative. #45145 remains the best canonical issue on timestamp/reference grounds.", + "confidence": 0.79, + "canonical_issue_reason": "#45145 is slightly preferable as the canonical issue because it was created first and already has an inbound reference, while #45151 has none.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest representative of this cluster because it is earliest and already has reference activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "The evidence is too thin to confirm a duplicate: the packet shows identical titles and similar body lengths, but not the body text or any explicit shared details. Conservative triage should not merge them on soft similarity alone." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical choice reasoning is grounded, but the duplicate verdict is too strong for the evidence provided. The packet only shows identical titles, similar body lengths, and a soft_similarity signal; it does not expose body text or confirm the claimed shared wording. So calling the pair a clear duplicate is overstated and not conservative enough." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 14, + "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": 14, + "component_count": 14, + "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-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "5f6d399b85bac915d49717d11e79ae0f22992a78ed9c3b0391eb39d1914a1d2a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both 4-bit inference issues, but they describe different bugs: one is a Gemma4 audio-module uint8/torch.finfo crash, the other is a BitsAndBytesConfig skip_modules regression that drops the default lm_head exclusion and triggers an AssertionError.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical duplicate here; the reports point to distinct failure modes and code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45674 is the more generally actionable report: it names the concrete BitsAndBytesConfig regression and a clear 4-bit inference failure path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Shared 4-bit/BitsAndBytes context only; the underlying bugs are different and would not be fixed by 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": 1, + "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-39895-12", + "nodes": [ + "pull_request:39895", + "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" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "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:44827", + "pull_request:43995|pull_request:45213", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:45655", + "pull_request:43823|pull_request:44827", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "add8eb458bee2a574f59a52641f7a7ae6ad23d40908338ef84cbe232a7c7110f", + "component_budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 18, + "serialized_chars": 32876, + "estimated_input_tokens": 8219, + "estimated_eval_tokens": 16694 + }, + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 18, + "serialized_chars": 32876, + "estimated_input_tokens": 8219, + "estimated_eval_tokens": 16694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous and not duplicate-like overall. The only true duplicate candidate is the pair of cross-entropy PRs 43251 and 43254; all other soft pairs are unrelated changes in different models, docs, or test areas.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single cluster-wide canonical PR exists because the items are unrelated overall. Within the only real duplicate pair, PR 43251 is the better representative: it has the explicit issue link and the fuller fixed_cross_entropy kwargs change.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best PR fit among the items because it is the only one that clearly resolves a concrete bug in the shared code path and is substantially the same change as 43254.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Different changes: adding VideoPrism vs an executorch dynamic-shape export test. Same broad ML stack, but not the same underlying bug or patch." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer methods vs adding a new MobileLLM model. No shared concrete code-path problem." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API fix and executorch export test are unrelated changes." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor robustness changes are unrelated to introducing a new model family." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss utility kwargs support vs MobileLLM model addition; different subsystems and different fixes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Cross-entropy kwargs support is unrelated to Mistral4 test/model changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic-shape testing is unrelated to Mistral4 test fixes and MoE contiguity changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic-shape export tests and adding MobileLLM are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "Adding MobileLLM is unrelated to fixing config resolution order in modeling_utils." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New model addition vs Falcon output-interface refactor; not the same bug/change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon refactor and Mistral4 fixes do not target the same concrete issue." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon output-capture refactor is unrelated to the model-creation skill PR." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model fixes vs CLIP-like weight-renaming/conversion mapping; different underlying changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 changes are unrelated to config resolution ordering in modeling_utils." + }, + { + "left": "pull_request:43823", + "right": "pull_request:44827", + "accept": false, + "reason": "MobileLLM addition and Mistral4 fixes are distinct model-specific PRs." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 fixes are unrelated to the model-creation skill content and scaffolding." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New model implementation vs an internal skill/documentation PR; not the same code-path problem." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same file, same function, same issue target, and near-identical change to fixed_cross_entropy; these are duplicate fixes for the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is well grounded in the packet. The only clearly mergeable duplicate-like pair is 43251/43254, which share the same file, function, and issue target. The other soft-edge rejections stay conservative and are supported by the diffs/titles, which span unrelated models, docs, tests, and refactors." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "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-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "8f6abb067874afa376ace00824ff4578297c5befa73c76a38bcd0d33c0d758b0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open VibeVoice PRs overlap heavily in model-family files, but they appear to target different scopes: a general VibeVoice integration versus a separate realtime variant with additional tokenizer/feature-extractor/generation changes. I would not deduplicate them.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 40546 is the cleaner canonical PR for the base VibeVoice implementation: it is the earlier, non-draft integration and centers on the core model/docs/auto-registration set rather than the expanded realtime stack.", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 is the best single PR in the cluster because it represents the main VibeVoice feature addition with a more focused scope; PR 42781 is draft and broader, with realtime-specific changes that make it a different change set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "They share VibeVoice infrastructure files, but the second PR adds a separate realtime-oriented feature set (including acoustic tokenizer and generation/feature-extraction changes). This looks like related work in the same model family, not the same underlying 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": 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-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "2027221a45e3e5836765588eae3234ba8dc3beea6d4c453f10cd435fa2c93c55", + "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": "The two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They share only a broad pattern of adding model capability and docs/tests, not the same underlying code path.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 41224 is the more narrowly scoped, self-contained change; PR 40755 is a larger cross-file feature addition. Neither is a duplicate of the other, so there is no meaningful canonical PR for this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models and different problems: TimesFM covariate forecasting vs. DINOv3 image classification support. No shared concrete code path or mergeable single 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": 4, + "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-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": 5, + "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-41797-2", + "nodes": [ + "pull_request:41797", + "pull_request:45186" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186" + ], + "prepared_review_unit_hash": "7a654e774eed6b1659c58d8dd1e6b2a144cbbdc417817aa1495927ccc85bb8b4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6723, + "estimated_input_tokens": 1681, + "estimated_eval_tokens": 3618 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6723, + "estimated_input_tokens": 1681, + "estimated_eval_tokens": 3618 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two pull requests that both add new model integrations, but for different models and different code paths; overlap is mostly generic boilerplate for model registration and docs.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No duplicate PR relationship here; if a representative is needed, PR 45186 is slightly more comprehensive and touches additional core utilities/tests, but it is still a distinct Isaac integration.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good duplicate target for the other because they implement separate model additions (DeepSeek OCR vs Isaac) rather than the same bug or change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "They add different models with different model-specific files and implementations; shared files are just framework registration/doc/test boilerplate, not 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": 6, + "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-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "b599897c110059e6550f2ee6a361faf0aed37c675f48f9d7d35d005d39b7dd66", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two unrelated GitHub Actions maintenance PRs: one upgrades core workflow actions for Node 24 compatibility, the other bumps Docker build actions to newer versions. They overlap on workflow files but not on the same concrete fix.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better canonical representative because its title and diff align around a clear, specific maintenance goal: updating common GitHub Actions dependencies for Node 24 compatibility across many workflows.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the stronger global representative for this cluster because it has the broader, clearer CI-actions upgrade scope; PR 42976 is a separate Docker-action version bump with a different purpose.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both touch workflow YAMLs, but they update different action families for different reasons: checkout/cache/upload-artifact Node 24 compatibility versus docker/build-push-action version bumps. Not the same underlying change and not safely 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": 7, + "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-42978-5", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490", + "pull_request:45490|pull_request:45630" + ], + "prepared_review_unit_hash": "9572214d11447745c2f60f41c67a0e93ae1571313dd54bcf050a5c2bddd61900", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 17566, + "estimated_input_tokens": 4392, + "estimated_eval_tokens": 9040 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 17566, + "estimated_input_tokens": 4392, + "estimated_eval_tokens": 9040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates: each adds a different model family (ViT NEPA, Molmo, Molmo2, CTSM, Kimi2-6). Their overlap is mostly standard integration boilerplate like docs/_toctree and auto-mapping updates, not the same underlying code change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for deduping: the PRs implement different models and code paths, so shared files are just routine integration scaffolding.", + "best_issue_reason": null, + "best_pr_reason": "If one had to be picked as the most substantial standalone PR, 43451 (Molmo2) is the broadest, but it is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo. Shared docs/auto files are boilerplate only." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model families and implementations; no same concrete bug or change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are unrelated model additions with only shared integration files." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are separate model releases with distinct code paths and files." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated model additions; overlap is limited to standard registry/docs updates." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are different models, not the same underlying fix or feature." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45630", + "accept": false, + "reason": "CTSM and Kimi2-6 are separate model integrations; shared auto/docs edits do not make them 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": 8, + "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-43291-3", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "e539b0a2269394294c20a2e99a5e1ea6969239ca8b6bbc0e4a7dd26711369188", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is not a duplicate set: one PR is a substantive FP8 dequant/loading fix, while the others are unrelated Whisper/test-only changes. The best canonical PR is the FP8 fix PR.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44815 is the only clearly substantive change: it adjusts core model loading and fine-grained FP8 integration to pass loading_info through and fix dequant/padding behavior, with matching model tests.", + "best_issue_reason": null, + "best_pr_reason": "PR 44815 is the strongest representative because it fixes a concrete code-path bug in FP8 dequantization/loading rather than just adjusting tests or unrelated tokenizer logic.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer decoding changes vs. CLIP/ViT test edits are unrelated; they do not fix the same underlying bug or change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper timestamp decoding and FP8 model-loading/dequantization are different subsystems and different bug classes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "The left PR is test-only and even contains unrelated failing assertions; it does not appear to fix the same concrete code-path problem as the FP8 dequant/loading 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": 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-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:45476" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532", + "pull_request:43488|pull_request:45476", + "pull_request:43532|pull_request:45476" + ], + "prepared_review_unit_hash": "219408c45adc08fa50054de6eaf846f370a4c036220acc6ce87347c6426a178f", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7467, + "estimated_input_tokens": 1867, + "estimated_eval_tokens": 3990 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7467, + "estimated_input_tokens": 1867, + "estimated_eval_tokens": 3990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three unrelated open PRs with placeholder edits; the only overlap is an incidental shared test file. They do not look like duplicates of the same code change or bug fix.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: 43488 changes packaging/setup, 43532 rewires comment-driven CI/workflow behavior, and 45476 adds a CI caller plus unrelated tokenization/test edits. The shared `tests/models/vit/test_modeling_vit.py` touch is incidental.", + "best_issue_reason": null, + "best_pr_reason": "43532 is the most coherent representative of the cluster because it has the broadest CI/workflow-focused change set and the most discussion, but it is still not a duplicate of the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Different underlying changes: setup/package versioning versus workflow/notification logic. Shared Vit test file does not indicate the same fix." + }, + { + "left": "pull_request:43488", + "right": "pull_request:45476", + "accept": false, + "reason": "Unrelated PRs: packaging/setup edits versus CI workflow caller plus CLIP/Chinese-CLIP test tweaks. No shared concrete bug or code path." + }, + { + "left": "pull_request:43532", + "right": "pull_request:45476", + "accept": false, + "reason": "Both touch CI/testing infrastructure, but they fix different areas and mechanisms; the overlap in `test_modeling_vit.py` is not enough to merge them as 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": 10, + "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-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "92652be86e2fb8f3176b5fed5ad3b375b216af7da34ffa535d930e927c58ea2a", + "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": "The two PRs are superficially similar pipeline-addition changes, but they implement different features: promptable concept segmentation vs promptable visual segmentation. They share scaffolding files, but they target different code paths, docs, and model integrations, so they should not be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these are separate feature PRs with different pipeline names, different model integrations, and different added files.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for a duplicate cluster here; the pair is not a true duplicate and both are distinct feature additions.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different pipelines and feature targets: concept segmentation vs visual segmentation. Shared scaffolding does not make them the same underlying change, and they would not 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": 11, + "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-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "f4476aab5b5086ea4602a2df89902fca7659be3a439bd0390269932decfe9bea", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two independent trainer extensibility PRs in the same file: one adds `_loss_is_scaled_for_ga` for gradient-accumulation loss scaling, the other adds `_get_signature_columns` to customize column filtering. They are related only by subsystem, not the same change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43651 is the more concrete change to an existing training bug/behavior, with a direct code-path adjustment in `training_step`; PR #43663 is also valid but addresses a separate override point for input-column filtering.", + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the best representative of the cluster because it targets a specific, user-visible training behavior change and has the clearer standalone fix path. PR #43663 is a separate trainer API refactor rather than the same underlying problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different underlying changes: one controls loss scaling during gradient accumulation, the other extracts signature-column logic for filtering. Same file/subsystem, but 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": 12, + "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-43656-3", + "nodes": [ + "pull_request:43656", + "pull_request:43836", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842", + "pull_request:43836|pull_request:43842" + ], + "prepared_review_unit_hash": "c850ec3bcfe5d3014fc73b547ebc8f70e32fbddf3e06a9018764d7a511b3d2a5", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5993, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5993, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "`43842` is the clearest representative for the `TypeAdapter` NameError in `src/transformers/cli/serve.py`. `43836` appears to overlap the same runtime typing issue closely enough to treat as the same fix family, but `43656` looks more like a broader annotation-cleanup change and is not well-supported as the same concrete bug fix.", + "confidence": 0.69, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR `43842` is the most focused fix: it directly addresses the `TypeAdapter` NameError with a minimal, targeted change in `serve.py` and is more narrowly scoped than the other candidates.", + "best_issue_reason": null, + "best_pr_reason": "PR `43842` is the best overall representative because it is the most explicit and narrowly scoped fix for the `pydantic`/`TypeAdapter` runtime failure in `serve.py`.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Both touch `serve.py`, but `43656` is mainly a broader `from __future__ import annotations` / typing cleanup and targets a different issue number. The evidence is not strong enough to say it is the same concrete bug fix as `43842`." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": true, + "reason": "These two PRs both point at the same `TypeAdapter`/annotation NameError in `serve.py` and are plausible alternative fixes for the same runtime code path, even though `43836` is broader in scope." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The conclusions are a bit too strong for the packet. `43836` and `43842` are plausibly overlapping fixes in the same file and likely the same bug family, but `43656` is not well-grounded as the same TypeAdapter/pydantic issue: its diff preview shows a broader `from __future__ import annotations` / annotation cleanup, and its explicit issue target differs. The summary and the `43656`\u2194`43842` soft-edge verdict overstate the evidence; this should be phrased more conservatively or split by bugfix confidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "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-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": 14, + "component_count": 26, + "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:44024", + "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", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44018|pull_request:44086", + "pull_request:44018|pull_request:44085", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44722", + "pull_request:44098|pull_request:44101", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44059|pull_request:44068", + "pull_request:44018|pull_request:44059", + "pull_request:44056|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" + ], + "prepared_review_unit_hash": "63f167b6144e812fec0ad7d640a21cf055d3ac270e3ca332a02cd9bf32b8175f", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84505, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76939, + "estimated_input_tokens": 19235, + "estimated_eval_tokens": 38726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of model-specific output-tracing refactors. 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"Segformer and GPT-J/CodeGen are separate model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer and LongT5 are different model code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer and VisualBert are unrelated model-specific output tracing changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different models." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are separate code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are unrelated concrete changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "Segformer and MPT are 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"left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are separate model code paths." + }, + { + "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 output-tracing refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different model implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are separate concrete changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated model-specific refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are separate model-specific changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet and MPT are different implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are unrelated model changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are separate output-tracing refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 do not share the same underlying bug/change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are different model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are unrelated." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are separate model-specific fixes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are unrelated models." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are different concrete code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet and LongT5 are unrelated model 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"right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are different model code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and ResNet/RegNet/RT-DETR are different model families." + }, + { + "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 V2 and SpeechT5 are separate model-specific changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa V2 and VITS are different concrete code paths." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are separate model implementations." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative: it treats most cross-model pairs as similar refactors rather than duplicates, and the accepted pairs are the clearly overlapping same-model cases (GPT-J/CodeGen and GPT-Neo). The anchor choice of PR 44722 is also supported by the shared filenames and explicit issue linkage." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 26, + "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:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "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": "10f4a87f48777ed9486ea991017b5b8962761d84725a31e26b0c91a62d705b6a", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84505, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13066, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs all refactor model-specific output tracing toward the new capture_outputs/can_return_tuple pattern, but they target different architectures and code paths. They are related thematically, not duplicates of the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44074 is a good cluster representative because it shows the output-tracing migration clearly and includes both implementation and test updates for one model.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the strongest single PR to keep on its own: it has an explicit issue target and a concrete SpeechT5 output-tracing refactor in one code path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same refactor theme, but different models (VisualBert vs TextNet) and different implementation details; not one mergeable change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both migrate output tracing, but MPNet and VisualBert are separate model-specific code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Related standardized-output refactors, but they touch different model implementations and cannot plausibly be merged into one PR." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated concrete model paths; the similarity is only the broad output-tracing migration pattern." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 are distinct model-specific refactors; same subsystem theme 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": "pull_request", + "component_index": 15, + "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-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:44025", + "pull_request:44000|pull_request:44026", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44025", + "pull_request:44001|pull_request:44026", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44025", + "pull_request:44001|pull_request:44003", + "pull_request:44002|pull_request:44003", + "pull_request:44000|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": "ec1c77a882b5cb7e3f10abb5bf27e5f099aa8ff5f295f4fba15e81c464da9b1b", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 43, + "serialized_chars": 41322, + "estimated_input_tokens": 10331, + "estimated_eval_tokens": 20918 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 43, + "serialized_chars": 41322, + "estimated_input_tokens": 10331, + "estimated_eval_tokens": 20918 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicate PRs; 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shared helper style, but no shared code path or mergeable fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "`timm_backbone` output handling is unrelated to the `mamba/falcon_mamba` tracing plumbing." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "`timm_backbone` and `rwkv` are different models with different forward signatures and tracing behavior." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "`mobilenet_v1` and `univnet` are separate model families; not one concrete duplicate fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "`mobilenet_v1` output tracing is unrelated to `upernet`'s segmentation forward path." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "`mobilenet_v1` and `depth_anything` are different models and different refactors, despite similar helper usage." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "`mobilenet_v1` vs `vision_encoder_decoder`; 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same refactor motif, not one mergeable fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44026", + "accept": false, + "reason": "`univnet` and `vision_encoder_decoder` affect different model families and output APIs." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "`upernet` and `rwkv` are different models and do not fix the same concrete issue." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44025", + "accept": false, + "reason": "`upernet` vs `depth_anything`; different dense prediction models, different forward changes." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "`univnet` and `mamba/falcon_mamba` are unrelated model implementations." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "`upernet` segmentation refactor is not the same code-path change as `mamba/falcon_mamba` tracing." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "`vision_text_dual_encoder` and `mamba/falcon_mamba` are entirely different model stacks." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "`mamba/falcon_mamba` vs `superpoint`; shared tracing theme, but different model code and outputs." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "`mamba/falcon_mamba` tracing changes are unrelated to the `codegen` forward signature refactor." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "`timm_backbone` and `codegen` change different models and different output-return behavior." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "`univnet` and `codegen` are separate model families with no shared bug." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "`upernet` and `codegen` are unrelated refactors across segmentation vs language modeling." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "`vision_text_dual_encoder` and `codegen` do not look like one fix to one code path." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "`depth_anything` and `vision_encoder_decoder` are different models; same helper import pattern is not enough to merge." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "`depth_anything` vs `speech_encoder_decoder`; distinct output tracing changes in different stacks." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "`depth_anything` and `superpoint` both concern vision outputs, but they are different concrete code paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "`depth_anything` and `rwkv` are unrelated model refactors." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "`depth_anything` vs `dpr`; separate model families and output contracts." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "`vision_encoder_decoder` and `rwkv` are not the same underlying bug or change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are related only at a high level, but their code paths are distinct." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "`vision_encoder_decoder` vs `superpoint`; different models and different return-path refactors." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "`vision_encoder_decoder` and `dpr` are different implementations with no concrete shared fix." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated refactors." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "`speech_encoder_decoder` and `rwkv` touch different model code paths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "`speech_encoder_decoder` vs `dpr`; same broad pattern, but not the same bug/change." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "`superpoint` and `rwkv` are different model families with distinct outputs." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "`superpoint` vs `dpr`; both vision-related, but not mergeable as one PR." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "`rwkv` and `dpr` are unrelated model code paths and output semantics." + } + ] + }, + "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": 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-44662-3", + "nodes": [ + "pull_request:44662", + "pull_request:45075", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401", + "pull_request:44662|pull_request:45075", + "pull_request:45075|pull_request:45401" + ], + "prepared_review_unit_hash": "bcfd776785b534de81a4189436272dc0e5bec23e69ab0b0cc18a29224f55ec5a", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10913, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10913, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-addition PRs (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). They share Transformers boilerplate files, but they are not the same underlying change and should not be deduplicated.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: each PR adds a different model integration and addresses a distinct codebase change.", + "best_issue_reason": null, + "best_pr_reason": "None of these is a duplicate of the others; if forced to pick the most self-contained representative, PR #45075 is the clearest complete model-addition package, but it is not a canonical duplicate target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model targets and different integration/code paths: PenguinVL vs Voxtral TTS. Shared auto-registration and docs boilerplate is not enough to treat them as one change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Different models with different implementations and files. They only overlap on generic Transformers scaffolding, not the same bug or feature." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model additions. The overlap is limited to common framework wiring, so they should remain separate PRs." + } + ] + }, + "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": 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-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "0dfffa18f7a49a2f3dde418cf4e46d8c6adaf4eab59a631e7cbd14aefb7e16d0", + "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 conceptually but they are not the same change: #44979 introduces a general Module Fusion API, while #45363 adds a specific n-to-1 kernel fusion feature wired through KernelConfig and related integration points. They target different scopes and code paths, so they should not be merged as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "#44979 is the more foundational and general change: it introduces the reusable module fusion API itself, whereas #45363 is a narrower feature built around KernelConfig-based kernel fusion.", + "best_issue_reason": null, + "best_pr_reason": "#44979 is the best representative PR for the cluster because it is the core API introduction; #45363 is a downstream application of fusion machinery rather than the same concrete change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "They are adjacent feature work, but not the same underlying bug or change. #44979 adds the generic fusion API; #45363 implements a specific kernel-fusion path via KernelConfig across different files and behavior." + } + ] + }, + "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": 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-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "3611f87e66e92d132953e009b30ea4b197d6f4531163cb1edcf26cfd1c3ce112", + "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 PRs address the same Mistral regex patch AttributeError by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; they target the same issue and are effectively duplicate fixes, with 45317 adding test coverage.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the more complete version of the same fix: it includes the identical code change plus regression tests, making it the best canonical representative.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best overall candidate because it fixes the same concrete bug as 45086 and adds tests to validate the change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError fix in the same function and file; 45317 is a superset with tests, so these 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": 19, + "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-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "ccffc962fb76cf47bb0e75b5fe1ede7b316fa74785a3df5fbc3c8a9388bc367b", + "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": "These are related NemotronH architecture changes, but they are not the same underlying change: one is a narrow NemotronH\u2192GraniteMoeHybrid refactor/conversion mapping update, the other introduces the split NemotronH Dense/Sparse model family and accompanying docs/tests. Treat as separate PRs.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the most representative cluster item because it covers the full model split and user-facing integration work (configs, auto mappings, docs, tests), whereas PR 45115 is a narrower conversion/refactor patch.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the strongest standalone change: it implements the concrete NemotronH Dense/Sparse model structure and the public documentation/update path. PR 45115 is more of an internal renaming/refactor and is not a substitute for the broader architecture change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Different scope and code path: 45115 updates conversion/key renaming for a NemotronH-to-GraniteMoeHybrid refactor, while 45569 introduces separate NemotronHDense/NemotronHSparse implementations plus docs/tests. They would not plausibly merge into one single 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": 20, + "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-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "8ef47f2dd90e47bffd013819ca6cd34b7650b2abfa174b1b7f800788e7b92e47", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are closely related but not duplicates: one introduces heterogeneous per-layer configuration plumbing, while the other adds the broader heterogeneous modeling/cache support that builds on it. They touch overlapping files, but they are not the same concrete change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the better canonical representative because it is the broader end-to-end heterogeneous model support change and appears to subsume the per-layer config groundwork from #45333.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the strongest single representative for the cluster since it covers the larger feature surface and is the more complete change set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Reject: #45333 adds per-layer config support, while #45332 adds broader heterogeneous modeling/cache behavior. They overlap, but they are not the same underlying bug or change and would not plausibly be merged as one PR without losing distinct scope." + } + ] + }, + "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": 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-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "49c6f8b4a100adc2d00b5a982eb259e45307664c463aba6f23bc54cd2dab02c6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are typing-related, but they implement different changes: #45415 is a broad type-checking sweep across many files plus pyproject ignores, while #45425 adds shared typing protocols/helpers and a smaller set of typing fixes. They are related in theme but not the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45425 is the better representative for the cluster because it is the more focused typing-infrastructure change and has substantial review activity, making it a better anchor than the broad sweep in #45415.", + "best_issue_reason": null, + "best_pr_reason": "PR #45425 is the best overall PR candidate because it centers on reusable typing definitions and targeted fixes, whereas #45415 is a wider housekeeping pass across many files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Reject: both are about typing cleanup, but they address different scopes and code changes. #45415 is a broad type-checking pass; #45425 adds shared protocols/type aliases and related fixes. They would not plausibly be merged as one concrete 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": 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-45487-2", + "nodes": [ + "pull_request:45487", + "pull_request:45615" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:45615" + ], + "prepared_review_unit_hash": "466bee79c9b180dfd4c3a2ded8a574c4bc28151f346a58c242e06fceb2f9565a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5159, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5159, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: PR 45487 is a real model-parallel device-placement fix for AltCLIP/ChineseCLIP, while PR 45615 only updates Qianfan OCR XPU test expectations. They touch different models, different code paths, and one is code while the other is test data.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45487 is the substantive code fix: it addresses device mismatch in model-parallel forward logic across multiple model implementations. PR 45615 is only a test expectation update for XPU and does not represent the underlying bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45487 is the best representative artifact because it fixes the actual runtime bug in the model code. PR 45615 is narrowly a test update and is not a good canonical change for this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:45615", + "accept": false, + "reason": "Different underlying changes: 45487 fixes model-parallel tensor device handling in AltCLIP/ChineseCLIP, while 45615 only adds XPU expected outputs for Qianfan OCR tests. They do not appear 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": 23, + "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-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "bb8fb52fd6e2fa09823f32dbbc684ed742894546361b2e9ef9b614c7c87043eb", + "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": "Both PRs touch expert-parallel loading paths in Transformers, but they fix different failures: 45548 is about EP + DeepSpeed ZeRO-3 loading via `accelerate launch`, while 45662 is about EP + FSDP2 experts being overwritten by rank-0 broadcast. Related subsystem, not the same bug.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "45548 is the cleaner canonical PR for this cluster: it has a focused bug statement, a small self-contained fix, and directly addresses EP loading/serialization issues without broadening into other distributed-loading behaviors.", + "best_issue_reason": null, + "best_pr_reason": "45548 is the best representative PR because it is narrowly scoped and clearly tied to one concrete loading defect. 45662 is a different EP-related failure mode and should not be treated as the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both are EP-related loading fixes, but the concrete bugs differ: 45548 removes `distributed_config` from serialization and adds `has_ep` for DeepSpeed ZeRO-3/accelerate loading, while 45662 prevents experts from being overwritten during FSDP2 post-shard handling. 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": 24, + "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-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "0fc355d8b29733676831fbbbf4dac54b7ff5966f673f78687a1fdc547213da08", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs overlap on the same xdist-safe captured_info fix in `src/transformers/testing_utils.py`; PR 45645 is the broader superset and also updates CI log handling, so it is the better canonical representative.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the shared xdist-safe `captured_info` fix plus the CI workflow changes to preserve multiple captured_info artifacts, making it the more complete implementation.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest overall representative: it covers the same underlying captured_info xdist collision bug as 45639 and adds the surrounding CI/logging changes needed to fully preserve debug output.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs address the same concrete captured_info xdist collision problem in `testing_utils.py`; 45645 appears to subsume 45639 by including the same fix plus workflow/log preservation 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": 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-45683-2", + "nodes": [ + "pull_request:45683", + "pull_request:45734" + ], + "soft_pairs": [ + "pull_request:45683|pull_request:45734" + ], + "prepared_review_unit_hash": "5bf556c48e00ed86e4c03ceb7e01f11cf4b18f29c45b12a017e905cb44e456f3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3891, + "estimated_input_tokens": 973, + "estimated_eval_tokens": 2202 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3891, + "estimated_input_tokens": 973, + "estimated_eval_tokens": 2202 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates: 45683 adds audio-module skips for multimodal quantization crashes, while 45734 fixes skip_modules semantics so auto-detected defaults remain skipped and adds tests.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "45734 is the stronger standalone fix: it patches the skip_modules regression, includes tests, and has the explicit issue link; 45683 addresses a different audio-specific crash.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45683", + "right": "pull_request:45734", + "accept": false, + "reason": "Shared file and issue target are incidental; 45683 skips audio_tower/embed_audio to avoid a uint8 crash, whereas 45734 changes the skip_modules/default-skip control flow to keep lm_head and tied embeddings excluded and prevent a bitsandbytes AssertionError. Different bugs and not 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": 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-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 + } + ] +} diff --git a/snapshots/20260502T180031Z/analysis-runs/hybrid-model-20260502t180031z/manifest.json b/snapshots/20260502T180031Z/analysis-runs/hybrid-model-20260502t180031z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..91c0f42e42f47d7ef19ef948916f4c83823d882a --- /dev/null +++ b/snapshots/20260502T180031Z/analysis-runs/hybrid-model-20260502t180031z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260502t180031z", + "artifacts": { + "hybrid": "snapshots/20260502T180031Z/analysis-runs/hybrid-model-20260502t180031z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260502T180031Z/analysis-runs/hybrid-model-20260502t180031z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-02T18:03:24Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260502T180031Z", + "variant": "hybrid" +} diff --git a/snapshots/20260502T180031Z/manifest.json b/snapshots/20260502T180031Z/manifest.json index 89e54a8f422028e0bfab3e52e398c5ca8fec3221..9de9ec6790b7d422fdef611327b1029713613b38 100644 --- a/snapshots/20260502T180031Z/manifest.json +++ b/snapshots/20260502T180031Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 242 }, "extracted_at": "2026-05-02T18:00:31Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260502t180031z", + "runs": { + "hybrid-model-20260502t180031z": { + "analysis_id": "hybrid-model-20260502t180031z", + "artifacts": { + "hybrid": "snapshots/20260502T180031Z/analysis-runs/hybrid-model-20260502t180031z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260502T180031Z/analysis-runs/hybrid-model-20260502t180031z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260502T180031Z/analysis-runs/hybrid-model-20260502t180031z/manifest.json", + "model": null, + "published_at": "2026-05-02T18:03:24Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260502T180031Z", "watermark": {