diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index aeeb3aaa5ccc6b2c9c61bbcca6f8cce9e91703a3..af55baf8b0e4b10561532b7cba3840a46e574181 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": "20260420T094431Z", - "generated_at": "2026-04-20T09:57:23Z", + "snapshot_id": "20260420T120036Z", + "generated_at": "2026-04-20T12:17:48Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1150,200 +1150,36 @@ ] }, { - "cluster_id": "cluster-43656-4", - "summary": "Cluster of 1 issues and 3 PRs centered on issue #43824.", + "cluster_id": "cluster-44514-5", + "summary": "Cluster of 3 issues and 2 PRs centered on issue #44521.", "status": "open", - "confidence": 0.8, - "canonical_issue_number": 43824, - "canonical_pr_number": 43656, + "confidence": 0.6, + "canonical_issue_number": 44521, + "canonical_pr_number": 44535, "issue_numbers": [ - 43824 + 44514, + 44521, + 44545 ], "pr_numbers": [ - 43656, - 43836, - 43842 + 44535, + 44543 ], "evidence_types": [ "closing_reference", - "shared_issue_target", "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 43656, - "right_pr_number": 43836, - "code_similarity": 0.36, - "size_similarity": 0.176, - "file_overlap": 1.0, - "area_overlap": 0.051, - "patch_similarity": 0.048, - "shared_filenames": [ - "src/transformers/cli/serve.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/cli/serve.py", - "left_ranges": [ - [ - 11, - 18 - ], - [ - 30, - 36 - ], - [ - 315, - 323 - ], - [ - 665, - 671 - ], - [ - 931, - 937 - ], - [ - 1843, - 1849 - ], - [ - 1868, - 1874 - ] - ], - "right_ranges": [ - [ - 11, - 18 - ], - [ - 359, - 429 - ], - [ - 584, - 590 - ], - [ - 1892, - 1910 - ], - [ - 1917, - 1923 - ] - ] - } - ] - }, - { - "left_pr_number": 43656, - "right_pr_number": 43842, - "code_similarity": 0.405, - "size_similarity": 0.5, - "file_overlap": 1.0, + "left_pr_number": 44535, + "right_pr_number": 44543, + "code_similarity": 0.121, + "size_similarity": 0.477, + "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.036, - "shared_filenames": [ - "src/transformers/cli/serve.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/cli/serve.py", - "left_ranges": [ - [ - 11, - 18 - ], - [ - 30, - 36 - ], - [ - 315, - 323 - ], - [ - 665, - 671 - ], - [ - 931, - 937 - ], - [ - 1843, - 1849 - ], - [ - 1868, - 1874 - ] - ], - "right_ranges": [ - [ - 54, - 61 - ], - [ - 587, - 593 - ] - ] - } - ] - }, - { - "left_pr_number": 43836, - "right_pr_number": 43842, - "code_similarity": 0.332, - "size_similarity": 0.088, - "file_overlap": 1.0, - "area_overlap": 0.033, - "patch_similarity": 0.017, - "shared_filenames": [ - "src/transformers/cli/serve.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/cli/serve.py", - "left_ranges": [ - [ - 11, - 18 - ], - [ - 359, - 429 - ], - [ - 584, - 590 - ], - [ - 1892, - 1910 - ], - [ - 1917, - 1923 - ] - ], - "right_ranges": [ - [ - 54, - 61 - ], - [ - 587, - 593 - ] - ] - } - ] + "patch_similarity": 0.169, + "shared_filenames": [], + "shared_file_areas": [] } ] }, @@ -1737,6 +1573,76 @@ } ] }, + { + "cluster_id": "cluster-43824-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43824.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43824, + "canonical_pr_number": 43836, + "issue_numbers": [ + 43824 + ], + "pr_numbers": [ + 43836, + 43842 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43836, + "right_pr_number": 43842, + "code_similarity": 0.332, + "size_similarity": 0.088, + "file_overlap": 1.0, + "area_overlap": 0.033, + "patch_similarity": 0.017, + "shared_filenames": [ + "src/transformers/cli/serve.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cli/serve.py", + "left_ranges": [ + [ + 11, + 18 + ], + [ + 359, + 429 + ], + [ + 584, + 590 + ], + [ + 1892, + 1910 + ], + [ + 1917, + 1923 + ] + ], + "right_ranges": [ + [ + 54, + 61 + ], + [ + 587, + 593 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-45081-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", @@ -2128,9 +2034,254 @@ ] } ] + }, + { + "cluster_id": "cluster-42975-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 42976, + "issue_numbers": [], + "pr_numbers": [ + 42975, + 42976 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 42975, + "right_pr_number": 42976, + "code_similarity": 0.131, + "size_similarity": 0.148, + "file_overlap": 0.212, + "area_overlap": 0.095, + "patch_similarity": 0.033, + "shared_filenames": [ + ".github/workflows/build-ci-docker-images.yml", + ".github/workflows/build-docker-images.yml", + ".github/workflows/build-nightly-ci-docker-images.yml", + ".github/workflows/build-past-ci-docker-images.yml", + ".github/workflows/check_failed_tests.yml", + ".github/workflows/new_model_pr_merged_notification.yml", + ".github/workflows/release-conda.yml" + ], + "shared_file_areas": [ + { + "filename": ".github/workflows/build-ci-docker-images.yml", + "left_ranges": [ + [ + 45, + 51 + ] + ], + "right_ranges": [ + [ + 54, + 60 + ] + ] + }, + { + "filename": ".github/workflows/build-docker-images.yml", + "left_ranges": [ + [ + 29, + 35 + ], + [ + 65, + 71 + ], + [ + 104, + 110 + ], + [ + 140, + 146 + ], + [ + 174, + 180 + ], + [ + 241, + 247 + ], + [ + 277, + 283 + ] + ], + "right_ranges": [ + [ + 38, + 44 + ], + [ + 74, + 80 + ], + [ + 113, + 119 + ], + [ + 149, + 155 + ], + [ + 183, + 189 + ], + [ + 250, + 256 + ], + [ + 286, + 292 + ] + ] + }, + { + "filename": ".github/workflows/build-nightly-ci-docker-images.yml", + "left_ranges": [ + [ + 26, + 32 + ], + [ + 55, + 61 + ] + ], + "right_ranges": [ + [ + 23, + 41 + ], + [ + 52, + 70 + ] + ] + }, + { + "filename": ".github/workflows/build-past-ci-docker-images.yml", + "left_ranges": [ + [ + 24, + 30 + ], + [ + 69, + 75 + ] + ], + "right_ranges": [ + [ + 21, + 27 + ], + [ + 38, + 50 + ], + [ + 66, + 72 + ], + [ + 83, + 95 + ] + ] + }, + { + "filename": ".github/workflows/check_failed_tests.yml", + "left_ranges": [ + [ + 56, + 62 + ], + [ + 77, + 83 + ], + [ + 113, + 119 + ], + [ + 194, + 200 + ], + [ + 211, + 222 + ], + [ + 280, + 286 + ] + ], + "right_ranges": [ + [ + 296, + 302 + ] + ] + }, + { + "filename": ".github/workflows/new_model_pr_merged_notification.yml", + "left_ranges": [ + [ + 13, + 19 + ] + ], + "right_ranges": [ + [ + 38, + 44 + ] + ] + }, + { + "filename": ".github/workflows/release-conda.yml", + "left_ranges": [ + [ + 19, + 25 + ] + ], + "right_ranges": [ + [ + 22, + 28 + ] + ] + } + ] + } + ] + } + ], + "duplicate_issues": [ + { + "cluster_id": "cluster-44514-5", + "canonical_issue_number": 44521, + "duplicate_issue_numbers": [ + 44514, + 44545 + ], + "reason": "Issues in cluster-44514-5 are treated as duplicates because they share closing_reference, soft_similarity evidence." } ], - "duplicate_issues": [], "duplicate_prs": [ { "cluster_id": "cluster-41211-3", @@ -2141,6 +2292,15 @@ "target_issue_number": 41211, "reason": "PRs in cluster-41211-3 are treated as duplicates because they converge on issue #41211 with closing_reference, shared_issue_target evidence." }, + { + "cluster_id": "cluster-42975-2", + "canonical_pr_number": 42976, + "duplicate_pr_numbers": [ + 42975 + ], + "target_issue_number": null, + "reason": "PRs in cluster-42975-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-43240-3", "canonical_pr_number": 43251, @@ -2160,16 +2320,6 @@ "target_issue_number": 43366, "reason": "PRs in cluster-43366-4 are treated as duplicates because they converge on issue #43366 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-43656-4", - "canonical_pr_number": 43656, - "duplicate_pr_numbers": [ - 43836, - 43842 - ], - "target_issue_number": 43824, - "reason": "PRs in cluster-43656-4 are treated as duplicates because they converge on issue #43824 with closing_reference, shared_issue_target, soft_similarity evidence." - }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -2179,6 +2329,15 @@ "target_issue_number": 43698, "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." }, + { + "cluster_id": "cluster-43824-3", + "canonical_pr_number": 43836, + "duplicate_pr_numbers": [ + 43842 + ], + "target_issue_number": 43824, + "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", "canonical_pr_number": 44007, @@ -2205,6 +2364,15 @@ "target_issue_number": null, "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." }, + { + "cluster_id": "cluster-44514-5", + "canonical_pr_number": 44535, + "duplicate_pr_numbers": [ + 44543 + ], + "target_issue_number": 44521, + "reason": "PRs in cluster-44514-5 are treated as duplicates because they converge on issue #44521 with closing_reference, soft_similarity evidence." + }, { "cluster_id": "cluster-45081-3", "canonical_pr_number": 45317, @@ -2226,10 +2394,10 @@ } ], "best_issue": { - "cluster_id": "cluster-43366-4", - "issue_number": 43366, - "reason": "Issue #43366 is the strongest global issue candidate because it is open, belongs to a cluster with 4 artifacts, and carries 5 discussion comments plus 7 inbound references.", - "score": 157.0 + "cluster_id": "cluster-44514-5", + "issue_number": 44521, + "reason": "Issue #44521 is the strongest global issue candidate because it is open, belongs to a cluster with 5 artifacts, and carries 8 discussion comments plus 5 inbound references.", + "score": 171.0 }, "best_pr": { "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 10e71a151296dc202e65a8dbaf38c5ac3971b560..b5d21764af30840cbf9080b48c1f16e2d15e21f1 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": "20260420T094431Z", - "generated_at": "2026-04-20T09:57:23Z", + "snapshot_id": "20260420T120036Z", + "generated_at": "2026-04-20T12:17:48Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -26,12 +26,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "def90bc16496d6f679e8ab2e49a31cde60469c2df424e68eb6615a9ca14b9d26", + "prepared_review_unit_hash": "98df1802115efb1a69b7d7bdc06a79effc3bec4a2484ef1b0714822889240aaa", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2477, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -39,7 +39,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2477, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -48,24 +48,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "No duplicate cluster here: one issue is about Tapas tokenization, one about private-model auth/download messaging, and one about a generic model-loading failure. The only soft similarities are at the subsystem level, not the same underlying bug.", - "confidence": 0.95, - "canonical_issue_reason": "issue #16618 is the broadest model-loading report in the set and is the closest representative of the only related pair; the other issues describe different symptoms and causes.", + "summary": "These issues do not look like one duplicate set. #13244 is about TAPAS tokenization mismatching TensorFlow, while #15980 and #16618 are both model-loading/download failures but appear to describe different failure modes: private-model authentication versus a generic \"can't load bert-base-uncased\" error.", + "confidence": 0.78, + "canonical_issue_reason": "#16618 is the broadest model-loading issue in the set and the most plausible umbrella candidate; #15980 is narrower and specifically about private-model login/auth messaging, and #13244 is unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the most general and user-facing of the issues, so it is the best single representative if one must be chosen.", + "best_issue_reason": "#16618 is the best single issue to represent the cluster because it is the most generic model-load failure title, but it still does not clearly subsume the other two issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tapas tokenization mismatch vs. a BERT model-loading failure are different bugs in different code paths; shared ML infrastructure is too broad to treat as duplicate." + "reason": "Different problem domains: TAPAS tokenization vs. bert model loading. No indication they share the same underlying bug." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Both involve model download/load behavior, but #15980 is specifically an unauthorized private-model download error while #16618 is a generic 'can't load model' report for bert-base-uncased; not the same underlying issue." + "reason": "Both concern model download/load failures, but one is explicitly about private-model auth and bad messaging while the other is a generic bert-base-uncased load failure; not enough evidence they are the same bug." } ] }, @@ -194,8 +194,8 @@ "issue:43425|issue:45070", "issue:39290|issue:43531", "issue:41093|issue:43638", - "issue:43404|issue:43866", "issue:45362|issue:45464", + "issue:43404|issue:43866", "issue:43792|issue:45070", "issue:43541|issue:43828", "issue:36010|issue:39290", @@ -203,292 +203,304 @@ "issue:41093|issue:41762", "issue:43296|issue:43366" ], - "prepared_review_unit_hash": "94e914bca7ac44e87e08ddaf6a3ada324e9127ca80320efe843f8e204003e97c", + "prepared_review_unit_hash": "601f58403abd9fc607c6a01a7ea93110494079e728734ee014951a37a939e532", "component_budget": { "node_count": 362, "item_count": 362, "soft_pair_count": 1351, - "serialized_chars": 697234, - "estimated_input_tokens": 174309, - "estimated_eval_tokens": 348874 + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46472, - "estimated_input_tokens": 11618, - "estimated_eval_tokens": 23492 + "serialized_chars": 46473, + "estimated_input_tokens": 11619, + "estimated_eval_tokens": 23494 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab bag of unrelated model/runtime/docs issues. The only clear duplicate family is the DeepSpeed ZeRO-3 zero-size/index-out-of-bounds loading bug around Bert/Gemma3; the rest are distinct failures across different models, APIs, and doc cleanups.", - "confidence": 0.9, - "canonical_issue_reason": "issue:43596 is the best representative of the one real duplicate family here: it states the concrete ZeRO-3 zero-size index-out-of-bounds failure clearly, and it has a near-exact duplicate (43638) plus a closely related follow-up (41762) on the same loading path.", + "summary": "Mostly unrelated issues with a few thematic clusters. The only clear duplicate-like pair is the DeepSpeed ZeRO-3 zero-sized index error on Bert; the rest are too loosely related to merge.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43596 is the best representative of the only strong duplicate cluster: the same DeepSpeed ZeRO-3 'index 0 is out of bounds for dimension 0 with size 0' loading failure, with issue:43638 as a near-exact duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the strongest global issue representative because it captures the shared low-level DeepSpeed ZeRO-3 loading bug in a model-agnostic way while still being specific enough to anchor the small duplicate cluster.", + "best_issue_reason": "issue:43596 is the clearest canonical issue to keep because it is specific, well-scoped, and has the strongest near-duplicate match in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: Qwen3.5 config attribute access vs chat/completions streaming behavior on a different path." + "reason": "Different problems: config attribute missing vs streaming chat/completions failure." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Both involve model/runtime problems, but one is an autocast dtype mismatch and the other is an AMD GPU execution failure for GPT-OSS." + "reason": "Both mention model execution, but one is an image-preprocessor dtype mismatch and the other is AMD GPU support." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Different concrete bugs: Phi-tiny-MoE autocast dtype mismatch vs GPT-OSS AMD GPU failure." + "reason": "Autocast dtype mismatch is not the same failure as GPT-OSS not working on AMD GPUs." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model/code paths: GPT-OSS on AMD GPUs vs GraniteMoEHybrid calling an invalid method." + "reason": "Unrelated failures: AMD GPU runtime issue vs invalid method call in GraniteMoEHybrid." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different models and symptoms: Qwen-3-8B-NVFP4 runtime error vs GPT-OSS AMD GPU failure." + "reason": "Different model/runtime failures with no clear shared code path." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch on Jamba-v01 is unrelated to ModernBERT ONNX export." + "reason": "DeepSpeed collective mismatch is unrelated to ModernBERT ONNX export." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different bugs in different models: ONNX export failure vs FineGrainedFP8Config load failure." + "reason": "ModernBERT ONNX export and Qwen3MoE FP8 loading are different code paths." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ModernBERT ONNX export and Qwen3 auto-device-map cuda assert are unrelated." + "reason": "Export error vs auto device-mapping CUDA assert; not the same bug." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs cleanup around v5 removals, but they concern different removed topics and are not the same concrete change." + "reason": "Both are docs issues for v5, but they target different stale references and are not clearly one fix." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both mention index/shape problems, but one is a ZeRO-3 Bert loading failure and the other is a different mask/tensor mismatch symptom." + "reason": "Both are index/error-themed, but one is ZeRO-3 zero-sized tensor loading and the other is a mask-shape mismatch." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export failure and GenerationMixin import error are unrelated." + "reason": "ONNX export and GenerationMixin import failure are unrelated." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Similar index/shape language, but the specific error and code path differ; not enough evidence for the same bug." + "reason": "Different symptom and likely different underlying bug: ZeRO-3 loading vs mask indexing." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask/tensor shape mismatch is unrelated to GPT-OSS tensor-parallel failure." + "reason": "Mask-shape index error is unrelated to GPT-OSS tensor-parallel failure." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer-mapping issue and mask/tensor mismatch are different problems." + "reason": "Tokenizer-mapping generator bug vs tensor mask mismatch; not the same issue." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both touch DeepSpeed, but one is a collective mismatch and the other is a zero-size index error; different bugs." + "reason": "Both involve DeepSpeed, but collective mismatch and zero-sized index-out-of-bounds are different failures." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice preset regression is unrelated to ModernBERT export." + "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same concrete ZeRO-3 zero-size index-out-of-bounds loading bug, with nearly identical symptom and code path." + "reason": "Near-exact duplicate: same DeepSpeed ZeRO-3 'index 0 is out of bounds for dimension 0 with size 0' loading failure on Bert." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Different issues: incorrect detokenization vs LoRA merge/save/reload output mismatch." + "reason": "Detokenization regression and LoRA merge/reload mismatch are different bugs." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross_entropy invocation and GPT-OSS tensor-parallel failure are different code paths." + "reason": "Liger cross-entropy call and GPT-OSS tensor-parallel failure do not share a concrete fix." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error and LoRA merge/reload mismatch are unrelated." + "reason": "Qwen NVFP4 runtime error and LoRA save/reload inconsistency are unrelated." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Both are tensor-shape failures, but the contexts and symptoms differ: activation checkpointing/FSDP vs mask indexing." + "reason": "Activation-checkpointing/FSDP tensor recomputation issue is distinct from the mask-shape index error." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Different DeepSpeed-related failures: weight dimensionality check vs collective mismatch." + "reason": "Both involve DeepSpeed, but the runtime weight-dimension error and collective mismatch are different code paths." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "Detokenization bug is unrelated to GPT-OSS AMD GPU loading/runtime failure." + "reason": "Detokenization bug and AMD GPU runtime failure are unrelated." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 Bert loading failure is unrelated to GPT-OSS tensor-parallel support." + "reason": "ZeRO-3 Bert loading failure and GPT-OSS tensor-parallel issue are different bugs." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Activation checkpointing/FSDP tensor mismatch and CustomTrainer kwarg mismatch are unrelated." + "reason": "Activation checkpointing mismatch is unrelated to CustomTrainer.compute_loss signature breakage." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "DeepSpeed ZeRO-3 loading failure does not match the GPT-OSS tensor-parallel problem." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different failures: image preprocessor dtype mismatch vs GraniteMoEHybrid invalid method call." + "reason": "Dtype mismatch in Mistral-3 is not the same as an invalid-method call in GraniteMoEHybrid." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 config attribute missing in vLLM and Mistral regex patch backend_tokenizer error are unrelated." + "reason": "Gemma3 config attribute error and Mistral regex patch crash are unrelated." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to GPT-OSS tensor-parallel failure." - }, - { - "left": "issue:44292", - "right": "issue:44918", - "accept": false, - "reason": "Both mention Qwen3-family models, but one is an NVFP4 runtime error and the other is a TRL SFT trainer embedding-unpacking failure." - }, - { - "left": "issue:43039", - "right": "issue:43828", - "accept": false, - "reason": "Different execution bugs: Liger Kernel cross_entropy path vs autocast dtype mismatch." + "reason": "Autocast dtype mismatch is unrelated to GPT-OSS MoE tensor-parallel failure." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch and CustomTrainer compute_loss signature mismatch are unrelated." + "reason": "DeepSpeed collective mismatch and CustomTrainer API break are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross_entropy issue is unrelated to mask/tensor shape mismatch." + "reason": "Liger kernel cross-entropy call is unrelated to mask/tensor indexing." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "FSDP activation checkpointing mismatch and GenerationMixin import error are unrelated." + "reason": "Checkpointing tensor-size mismatch and GenerationMixin import failure are unrelated." }, { "left": "issue:41762", - "right": "issue:43596", - "accept": true, - "reason": "Same underlying DeepSpeed ZeRO-3 zero-size index-out-of-bounds loading failure, just reported on a different model." - }, - { - "left": "issue:43827", - "right": "issue:44512", + "right": "issue:43638", "accept": false, - "reason": "Both are docs issues caused by v5 removals, but they reference different removed features and should not be merged as the same change." + "reason": "Both are ZeRO-3 loading errors, but Gemma3 and Bert titles do not show the same concrete bug." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "TextClassificationPipeline docs mismatch and transformers run-command docs removal are separate documentation fixes." + "reason": "Different docs topics and different stale references." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Different bugs: Gemma3 sliding-window config error vs Qwen3 auto device mapping cuda assert." + "reason": "Different model families and different runtime failures." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross_entropy regression is unrelated to Qwen3-vl video StopIteration." + "reason": "Liger kernel cross-entropy issue is unrelated to Qwen3-vl video StopIteration." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Different model-loading failures: corrupted Ovis2 checkpoint vs NemotronH implementation unable to load checkpoints." + "reason": "Corrupted checkpoint vs model implementation cannot load checkpoints are not the same issue." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Different model/test failures: GLM-4.7-Flash unit test loading issue vs Ovis2 checkpoint corruption." + "reason": "Unit-test load failure and checkpoint corruption are different root causes." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and pydantic PretrainedConfig breakage are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Gemma3 vLLM config attribute error and Qwen3-MoE sliding_window issue are different." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are index errors, but the mask-length mismatch is not the same as ZeRO-3 zero-sized loading." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5 chat use, but one is a transformers chat crash and the other is a streaming chat/completions API failure; not the same bug." + "reason": "Qwen3.5 chat crash and streaming inference API failure are related only by model family, not concrete bug." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Untied lm_head weights and corrupted checkpoint are unrelated." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper model runtime failure is unrelated to the pydantic PretrainedConfig field breakage." + "reason": "Whisper runtime failure and pydantic field breakage are unrelated." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Grouped_mm torch-dynamo tracing failure and autocast dtype mismatch are different execution problems." + "reason": "Grouped_mm tracing failure and autocast dtype mismatch are different MoE/runtime issues." }, { "left": "issue:36010", @@ -500,49 +512,25 @@ "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure for Voxtral-Mini-3B-2507 is unrelated to the non-template-node compile error." + "reason": "Processor failure and template-node compilation error are different problems." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Mask/index shape mismatch during one path is not the same as the ZeRO-3 zero-size index-out-of-bounds loading error." - }, - { - "left": "issue:43404", - "right": "issue:43866", - "accept": false, - "reason": "Mistral3 lm_head tying bug is unrelated to the Ovis2 checkpoint corruption report." - }, - { - "left": "issue:41093", - "right": "issue:43638", - "accept": false, - "reason": "Mask/tensor shape mismatch and ZeRO-3 Bert index-out-of-bounds are different bugs." - }, - { - "left": "issue:43425", - "right": "issue:45070", - "accept": false, - "reason": "Torch 2.10 incompatibility is unrelated to the pydantic PretrainedConfig regression." - }, - { - "left": "issue:39290", - "right": "issue:43531", - "accept": false, - "reason": "Different Qwen/Gemma sliding-window problems with different model families and symptoms." + "reason": "Both are index-style runtime errors, but the specific mask mismatch and ZeRO-3 zero-size access are not the same bug." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL loading failure and GGUF gpt-oss support request are unrelated." + "reason": "PaddleOCR-VL loading failure and GGUF gpt-oss support request are not duplicates." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative on the soft-edge calls. The only clearly supported duplicate family is the DeepSpeed ZeRO-3 index-out-of-bounds loading bug cluster (43596/43638/41762), and the other pairings are appropriately rejected as distinct issues." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair, issue:43596 with issue:43638, is well-supported by the titles. The other soft-edge rejections are cautious and do not overclaim duplicates. Minor note: issue:41762 is somewhat thematically close to the ZeRO-3 loading cluster, but the analyst did not overstate it as a duplicate, which is acceptable." }, "evaluator_used": true, "retried": false, @@ -579,9 +567,9 @@ "issue:43541", "issue:43572", "issue:43596", - "issue:43643", "issue:43644", "issue:43645", + "issue:43742", "issue:43828", "issue:43866", "issue:43873", @@ -622,7 +610,7 @@ "issue:43531|issue:45070", "issue:44661|issue:45464", "issue:43541|issue:44589", - "issue:39290|issue:43643", + "issue:39290|issue:43742", "issue:43054|issue:43994", "issue:41093|issue:43596", "issue:42915|issue:43541", @@ -639,8 +627,8 @@ "issue:43975|issue:44292", "issue:43950|issue:44534", "issue:44492|issue:44512", - "issue:43644|issue:43950", "issue:44292|issue:45507", + "issue:43644|issue:43950", "issue:43828|issue:44928", "issue:39692|issue:43054", "issue:43866|issue:44403", @@ -648,247 +636,247 @@ "issue:44560|issue:45507", "issue:36331|issue:41762" ], - "prepared_review_unit_hash": "ea18976fa602f7739bdcee183c749da69a271efded6bc9d799f1a02715b00976", + "prepared_review_unit_hash": "87183a493ef53abdc59cd05c18403765eb66d77b0f5919a44b8725fdae06d890", "component_budget": { "node_count": 362, "item_count": 362, "soft_pair_count": 1351, - "serialized_chars": 697234, - "estimated_input_tokens": 174309, - "estimated_eval_tokens": 348874 + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37619, - "estimated_input_tokens": 9405, - "estimated_eval_tokens": 19066 + "serialized_chars": 37565, + "estimated_input_tokens": 9392, + "estimated_eval_tokens": 19040 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Two clear duplicates in this set: the non-persistent buffer regression around `from_pretrained()` / Transformers v5, and the broader duplicate wording of that same issue. The rest are same-surface-area only and not the same concrete bug.", - "confidence": 0.94, - "canonical_issue_reason": "issue:43950 is the clearest representative of the non-persistent-buffer regression: it names the failing path (`from_pretrained`) and the specific corruption of `register_buffer(persistent=False)`.", + "summary": "The non-persistent-buffer regression cluster is the only strong duplicate family here. The SigLIP2 pair is related in topic but not strong enough to merge on the evidence provided, so it should remain rejected/tentative. The rest of the cluster is heterogeneous and best kept separate.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43950 is the clearest root-cause report for the duplicate family: it explicitly describes the Transformers 5.x non-persistent-buffer corruption regression and matches the follow-up report in issue:44534.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 best captures the underlying bug with enough detail to anchor the cluster; issue:43644 is the same regression but phrased more generally.", + "best_issue_reason": "issue:43950 is the best representative issue because it states the regression most concretely and broadly, and the linked follow-up issue shows the same underlying non-persistent-buffer bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Both mention config/field problems after v5, but one is `pad_token_idx` in StableLmConfig and the other is a pydantic `PretrainedConfig` field issue; different bugs." + "reason": "Both are v5 config regressions, but the failure modes differ: missing `pad_token_idx` versus a pydantic `PretrainedConfig` field breakage." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Both touch v5/weights/quantization themes, but one is an int4 OOM/memory regression and the other is tied weights in translation models." + "reason": "One is an int4 quantization/OOM regression; the other is tied-weights behavior in translation models." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Both involve MoE/inference, but the concrete failures differ: grouped_mm tracing error vs tensor-parallel support not working for GPT-OSS." + "reason": "Both mention MoE models, but the concrete bugs differ: Mixtral torch-dynamo grouped_mm tracing versus GPT-OSS tensor-parallel-only behavior." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Different models and failure modes: dtype mismatch under autocast vs chat/completions streaming failure." + "reason": "Different models and failure surfaces: Phi-tiny-MoE autocast dtype mismatch versus Qwen3.5 streaming chat/completions failure." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "`init_empty_weights` unexpected argument error is unrelated to the pydantic `PretrainedConfig` field regression." + "reason": "`init_empty_weights` with unexpected `_is_hf_initialized` is a different loader/config bug from the pydantic `PretrainedConfig` issue." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GPT-OSS GGUF support request is unrelated to Qwen3.5 streaming inference failures." + "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference are unrelated." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is a different model-specific bug from the config-field/pydantic issue." + "reason": "Qwen3-MoE `sliding_window` handling is a model-specific bug, not the same as the pydantic config regression." }, { "left": "issue:44661", "right": "issue:45464", "accept": false, - "reason": "Tokenizer mapping failure when adding a model is unrelated to Qwen3.5 streaming inference." + "reason": "Tokenizer-mapping/add-new-model-like failure is unrelated to Qwen3.5 streaming inference." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Grouped_mm tracing failure and missing Float8 storage type are different bugs." + "reason": "Mixtral tracing/grouped_mm and missing Float8 storage are different failures." }, { "left": "issue:39290", - "right": "issue:43643", + "right": "issue:43742", "accept": false, - "reason": "Both are config-field issues, but one is Gemma3/vLLM missing `sliding_window_pattern` and the other is `trust_remote_code` returning incomplete config objects." + "reason": "Gemma3 sliding-window attribute error and MobileLLM key error are separate model-loading bugs." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Both are SigLIP2-related, but one reports poor text embeddings and the other nonsensical AutoModel/pipeline results; not the same concrete defect." + "reason": "Both are SigLIP2-related, but the packet only shows title-level similarity; it does not establish the same underlying bug or a shared code path." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are index errors around loading, but the shapes and code paths differ (`mask` mismatch vs zero-sized index during ZeRO-3/BertModel load)." + "reason": "Both are index/mask errors, but one is a mask-length mismatch and the other is a ZeRO-3/BertModel empty-weight indexing failure." }, { "left": "issue:42915", "right": "issue:43541", "accept": false, - "reason": "Different issues: FineGrainedFP8Config failure for Qwen3-MoE vs float32 grouped_mm tracing failure for Mixtral." + "reason": "FineGrainedFP8Config on Qwen3Moe and grouped_mm tracing on Mixtral are unrelated MoE problems." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "Unrelated model/perplexity report versus a GLM5 issue with no concrete overlap." + "reason": "GPT-OSS perplexity regression and a GLM5 issue are unrelated model reports." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP 2-D weight error and TRL SFT unpacking failure are distinct training/runtime bugs." + "reason": "FSDP `'weight' must be 2-D` and TRL SFT unpacking on Qwen3.5 are different training-time failures." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but one is a specific Mistral3 lm_head tie bug and the other is a broader translation-model v5 issue." + "reason": "Both involve tied weights, but the concrete model families and symptoms differ enough that they should not be merged." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Custom model initialization in Jupyter is unrelated to the flash-attn2 fallback/check ordering problem." + "reason": "Custom-model-in-notebook initialization and flash-attn2 fallback gating are unrelated." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache/group-type crash on Qwen3.5 is unrelated to tied-weight translation-model regressions." + "reason": "PagedAttentionCache invalid group type on Qwen3.5 is not the same as tied-weight handling in translation models." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "Checkpoint-loading failure for NemotronH is not the same bug as tied weights on translation models." + "reason": "NemotronH checkpoint loading and tied-weight regression are unrelated." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior and tied-weight handling are different issues." + "reason": "Quantization/offloading behavior is a different issue from tied weights." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3-MoE FP8 loading and flash-attn2 fallback gating are unrelated." + "reason": "FP8 Qwen3Moe and flash-attn2 fallback checks are unrelated." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A DSA indexer ReLU discussion is not the same as docs still mentioning the removed run command." + "reason": "A missing ReLU in a DSA indexer and outdated docs for the run command are not the same bug." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "TRL input-embedding unpacking and GraniteMoEHybrid invalid method calls are different model/integration bugs." + "reason": "Qwen3.5 embedding unpacking in TRL and GraniteMoEHybrid invalid method calls are unrelated." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Detokenization bug in deepseek-coder v5 is unrelated to Qwen-3-8B-NVFP4 runtime errors." + "reason": "DeepSeek detokenization and Qwen-3-8B-NVFP4 runtime failure are different model-specific problems." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same regression: Transformers v5 corrupts non-persistent buffers; one title names the concrete `from_pretrained()` path, the other states the same junk-buffer symptom." + "reason": "These both describe the same Transformers 5.x bug where non-persistent buffers are mishandled/corrupted on load." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A typo in cache strategies is unrelated to docs referencing the removed run command." - }, - { - "left": "issue:43644", - "right": "issue:43950", - "accept": true, - "reason": "Same underlying bug: v5 incorrectly fills/corrupts non-persistent buffers. `43950` is the clearer, more specific report." + "reason": "A cache-strategy typo and stale CLI docs are unrelated documentation issues." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime failure and GraniteMoEHybrid invalid method calls are unrelated." + "reason": "Qwen-3-8B-NVFP4 runtime error and GraniteMoEHybrid invalid method are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Both report the same Transformers 5.x regression affecting non-persistent buffers on load." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different problems in different models: autocast dtype mismatch vs Qwen3.5 RLHF gradient explosion/SDPA fallback." + "reason": "Autocast dtype mismatch on Phi-tiny-MoE and RLHF gradient explosion on Qwen3.5 are different failure modes." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 docs example errors (model/processor mismatch and quantization failure) are not the same as a text-embedding quality regression." + "reason": "SigLIP2 docs-example errors/quantization mismatch is not the same as a report that SigLIP2 embeddings are worse than SigLIP." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Corrupted Ovis2 checkpoint and generic loading noise are unrelated." + "reason": "A corrupted checkpoint and a noisy load-message complaint are unrelated." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad AutoTokenizer error message for Voxtral and missing `all_tied_weights_keys` on MolmoForCausalLM are different issues." + "reason": "Voxtral AutoTokenizer error message and missing `all_tied_weights_keys` on Molmo are unrelated." }, { "left": "issue:44560", "right": "issue:45507", "accept": false, - "reason": "Qwen3-vl video StopIteration and GraniteMoEHybrid invalid method calls are unrelated." + "reason": "Qwen3-vl StopIteration during video embedding and GraniteMoEHybrid invalid method calls are unrelated." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "CustomTrainer `compute_loss` kwarg mismatch and Gemma3 ZeRO-3 loading index error are distinct bugs." + "reason": "CustomTrainer `compute_loss()` kwarg mismatch and Gemma3 ZeRO-3 indexing failure are unrelated." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the two accepted soft-edge pairs are conservative and well-supported by the issue titles: 43950/44534 and 43644/43950 clearly describe the same non-persistent-buffer regression. The other verdicts stay cautious and do not overclaim duplicates." + "accept": false, + "feedback": "The summary is mostly grounded, but one soft-edge verdict is too strong for the evidence in the packet: accepting issue:43054 with issue:43994 overstates similarity based on titles alone. They are both SigLIP2-related, but the packet does not clearly establish the same underlying bug, so this should stay tentative/rejected. The non-persistent-buffer cluster around issue:43644 / issue:43950 / issue:44534 looks solid; the rest of the rejections are conservative." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -993,20 +981,20 @@ "issue:43257|issue:45305", "issue:36331|issue:41093" ], - "prepared_review_unit_hash": "19323840d6f22a77861d4ba4e10d79dcbed2906cad12b132531e2c79ec9c9edb", + "prepared_review_unit_hash": "c2453587dfa5cd45377d1c3757a017eabed2201cc8778f9915a54ae73384b243", "component_budget": { "node_count": 362, "item_count": 362, "soft_pair_count": 1351, - "serialized_chars": 697234, - "estimated_input_tokens": 174309, - "estimated_eval_tokens": 348874 + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 36, - "serialized_chars": 38577, + "serialized_chars": 38578, "estimated_input_tokens": 9645, "estimated_eval_tokens": 19546 }, @@ -1015,216 +1003,216 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issues with a few true duplicates. Clear duplicate pairs are the two `_is_hf_initialized` loading errors and the two v5 docs pipeline-removal issues; one Whisper audio-loading pair also looks like the same underlying bug. Most other soft pairs are only loosely related by model family or subsystem and should stay separate.", - "confidence": 0.81, - "canonical_issue_reason": "No single issue cleanly represents the whole set because it spans unrelated bugs. If an umbrella must be chosen, issue 45020 is the broadest current regression around remote_code-based model loading, but it does not cover most of the other items.", + "summary": "Mostly a set of unrelated issues with a few clear duplicate-like clusters: docs/pipeline removals, SigLIP2 implementation discrepancy, and the `_is_hf_initialized` loading incompatibility. Most other pairings are too broad or model-specific to merge.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43872 is the clearest concrete bug report here: a specific, reproducible loading incompatibility around `_is_hf_initialized`, and it has a strong duplicate candidate in issue:44291.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the best global issue candidate only as a broad remote_code-loading regression anchor; otherwise the cluster is too mixed for a true canonical issue.", + "best_issue_reason": "issue:43872 is the best representative issue overall because it is narrowly scoped, actionable, and tied to a specific runtime failure rather than a broad or vague symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Both are TypeErrors during loading, but they involve different failure points: `_is_hf_initialized` vs missing `Float8_e4m3fnStorage`." + "reason": "Both are loading-related TypeErrors, but they point to different failure modes (`_is_hf_initialized` vs missing `Float8_e4m3fnStorage`) and do not look like the same bug." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different bugs: a misleading AutoTokenizer error for Voxtral vs a concrete load failure for GLM-4v-9b." + "reason": "Different models and different failures: Voxtral tokenizer error messaging vs GLM-4V load failure." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Same model family, but one is zero probabilities and the other is worse text embeddings; not the same concrete bug." + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is lower embedding quality; not enough to treat as the same concrete defect." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Different training problems: LoRA gradient checkpointing vs int4 quantization memory growth." + "reason": "Gradient checkpointing/LoRA inefficiency is a different problem from int4 quantization CUDA reserved-memory/OOM behavior." }, { "left": "issue:43054", "right": "issue:43493", - "accept": false, - "reason": "Both concern SigLIP2, but one is a quality regression and the other is an HF-vs-JAX implementation discrepancy." + "accept": true, + "reason": "Both describe the same SigLIP2 implementation discrepancy/quality regression, centered on the text embedding behavior relative to the expected/original implementation." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Unrelated load failures in different models and code paths." + "reason": "Different model-specific loading failures with unrelated symptoms (`glm-4v-9b` load failure vs missing `all_tied_weights_keys`)." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Docs/noise complaint vs a model-loading failure for ScandiBERT." + "reason": "One is about noisy loading logs, the other about failing to load a specific model; these are not the same bug." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Both involve training efficiency, but they are different issues: LoRA checkpointing vs Qwen3 MoE memory usage." + "reason": "Both involve training/memory, but one is checkpointing ineffectiveness and the other is memory usage during Qwen3 MoE training; not the same code-path issue." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization regression is unrelated to the Python 3.13 `flash_attn` import error." + "reason": "Different areas entirely: tokenizer detokenization regression vs Python 3.13 `flash_attn` import utility failure." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Related to remote_code, but one is a specific missing-fields bug in AutoConfig and the other is a broader regression claim." + "reason": "`trust_remote_code` missing fields in AutoConfig is more specific; `remote_code` breakage in general is broader and not clearly the same defect." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Different symptoms and targets; one is docs/noise, the other is a model load failure." + "reason": "Both are model-loading complaints, but one is about noise and the other is a hard load failure for a specific checkpoint." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different models and failure modes." + "reason": "Different models and different failure descriptions; not enough evidence of a shared underlying bug." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Different problems: hf4.x/hf5.x LoRA compatibility vs a tie_word_embeddings warning." + "reason": "Both mention Qwen3 LoRA/tie-word-embeddings, but one is about HF5.x compatibility for a trained LoRA model and the other is a warning during fine-tuning; not the same concrete failure." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Different model families and different DeepSpeed/FP8 failure modes." + "reason": "Both are DeepSpeed-related, but Gemma3 ZeRO-3 loading and Qwen3 MoE weight conversion are different bugs." }, { "left": "issue:43975", "right": "issue:44451", "accept": false, - "reason": "Tokenizer detokenization bug vs unrelated model loading failure." + "reason": "Tokenizer detokenization regression and a model load failure for ScandiBERT are unrelated." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Remote_code regression vs Kimi tokenizer codec/fix_mistral_regex regression; not the same bug." + "reason": "`remote_code` breakage is too broad; Kimi-K2.5 tokenizer codec handling and the misleading Mistral warning are a separate tokenizer regression." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "One is a new-model-like script edge case, the other is a broad remote_code loading regression." + "reason": "`add-new-model-like` failing inside `TOKENIZER_MAPPING_NAMES` is a registry edge case, not the same as broader `remote_code` breakage." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "ImportError for a missing class vs a TypeError in bitsandbytes initialization." + "reason": "Importing `Qwen2_5_VLForConditionalGeneration` and the `_is_hf_initialized` parameter error are unrelated failures." }, { "left": "issue:43054", "right": "issue:43278", "accept": false, - "reason": "Both mention embeddings, but one is SigLIP2 quality and the other is a dtype change during evaluation." + "reason": "SigLIP2 text embedding quality vs dtype drift between training and evaluate are different issues." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading regression vs flash-attn fallback logic." + "reason": "Tokenizer loading for EMBEDDIA/est-roberta and flash-attn fallback checks are unrelated." }, { "left": "issue:43792", "right": "issue:44220", - "accept": true, - "reason": "Likely the same Whisper audio feature-extraction bug; the generic 'can't run' report matches the `_torch_extract_fbank_features()` failure." + "accept": false, + "reason": "Whisper runtime failure and `_torch_extract_fbank_features()` may be adjacent, but the evidence is too weak to call them the same concrete bug." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs gap: both say removed v5 pipeline tasks are still referenced." + "reason": "Both are the same docs regression: pipeline task docs still reference removed v5 pipeline tasks." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Tokenizer regex crash vs flash-attn fallback being blocked are different code paths." + "reason": "Tokenizer regex patch crash and flash-attn fallback gating are different subsystems and failure modes." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Tied lm_head weights vs non-persistent buffer corruption are unrelated issues." + "reason": "Weight tying in Mistral3 and non-persistent buffer corruption are unrelated state/model-loading issues." }, { "left": "issue:42915", "right": "issue:45020", "accept": false, - "reason": "Different Qwen3/DeepSpeed/FP8 issue vs broad remote_code loading regression." + "reason": "Qwen3 MoE weight loading with accelerate+deepspeed is a specific loading bug, not the broader remote_code regression." }, { "left": "issue:43257", "right": "issue:43866", "accept": false, - "reason": "Different Qwen3 MoE problems: weight conversion/loading vs a corrupted Ovis2 checkpoint." + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed and an Ovis2 corrupted checkpoint are different problems." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM key error is unrelated to flash-attn fallback blocking." + "reason": "MobileLLM load failure and flash-attn fallback gating are unrelated." }, { - "left": "issue:43742", - "right": "issue:45020", + "left": "issue:43854", + "right": "issue:44863", "accept": false, - "reason": "A specific model-key error, not the broader remote_code regression." + "reason": "Both are model-loading failures, but for different model families and likely different root causes." }, { - "left": "issue:41553", - "right": "issue:44991", + "left": "issue:42915", + "right": "issue:43872", "accept": false, - "reason": "Different tokenizer-related failures in different models and code paths." + "reason": "DeepSpeed Qwen3 weight conversion and the `_is_hf_initialized`/bitsandbytes loading incompatibility are not the same bug." }, { - "left": "issue:43940", - "right": "issue:45313", + "left": "issue:41553", + "right": "issue:44488", "accept": false, - "reason": "Both are ZeRO-3 weight-loading failures, but for different Qwen model variants with different missing-weight patterns." - }, - { - "left": "issue:43872", - "right": "issue:44291", - "accept": true, - "reason": "Same underlying bug: loading with `init_empty_weights`/bitsandbytes trips on unexpected `_is_hf_initialized` handling." + "reason": "Different models and different symptoms: bad tokenizer error message vs a direct load failure." }, { - "left": "issue:43854", - "right": "issue:44863", + "left": "issue:43257", + "right": "issue:45305", "accept": false, - "reason": "Different models and failures: GLM-4.7-Flash test loading vs NemotronH checkpoint loading." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed and GAS gradient averaging with DeepSpeed are different training/load bugs." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Unrelated errors: custom trainer loss signature vs a mask shape mismatch." + "reason": "Trainer API kwarg mismatch and a mask-shape IndexError are unrelated failures." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying `_is_hf_initialized` loading incompatibility; both reports describe the same constructor-argument breakage during model initialization/loading." } ] }, "evaluator_result": { "accept": true, - "feedback": "The clustering is grounded in the packet and the verdicts stay conservative. The accepted pairs are well-supported by the titles and issue descriptions: the two `_is_hf_initialized`/`init_empty_weights` TypeErrors, the two v5 docs pipeline-removal issues, and the Whisper audio-feature extraction reports. The remaining soft pairs are appropriately rejected as only loosely related by subsystem or model family." + "feedback": "The summary is grounded in the packet, and the accepted soft pairs look mergeable for the same bugfixes: the docs/pipeline removal pair, the SigLIP2 implementation discrepancy pair, and the `_is_hf_initialized` loading incompatibility pair. The rejected pairs are generally conservative and do not overclaim duplicates from the available evidence." }, "evaluator_used": true, "retried": false, @@ -1326,220 +1314,190 @@ "issue:44960|issue:44977", "issue:43708|issue:44075" ], - "prepared_review_unit_hash": "54d380f1f9e6dded91bfc4ac0da3a645400ef84064f76bb1688f82de61c6b480", + "prepared_review_unit_hash": "41fd9e59e690151a980be88f81530841aaf44481dcced7d452879bf203a6bf7d", "component_budget": { "node_count": 362, "item_count": 362, "soft_pair_count": 1351, - "serialized_chars": 697234, - "estimated_input_tokens": 174309, - "estimated_eval_tokens": 348874 + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36649, - "estimated_input_tokens": 9163, - "estimated_eval_tokens": 18582 + "serialized_chars": 36647, + "estimated_input_tokens": 9162, + "estimated_eval_tokens": 18580 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not one coherent cluster; it breaks into a few small duplicate pairs and many unrelated issues. The clearest duplicates are around the mask-shape regression, custom model initialization in Transformers 5.0.0, SigLIP2 output corruption, and non-persistent buffer corruption.", - "confidence": 0.82, - "canonical_issue_reason": "No single canonical issue fits the whole set because the items span several unrelated bugs; the best-defined duplicate subclusters are 41093/44805, 43645/43646, 38175/43994, and 43644/44534.", + "summary": "Mostly unrelated issue set with a few small duplicate-style pairs. The clearest true duplicates are the non-persistent-buffer regression reports and the custom-model-initialization reports; most other pairs are only superficially similar and should stay separate.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43950 is the clearest and most general description of the non-persistent-buffer regression, and it best represents the 43644/44534 mini-cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue among this heterogeneous set; 43644 is a strong representative for the non-persistent-buffer regression, but it does not cover the other duplicate subclusters.", + "best_issue_reason": "issue:43950 is the strongest issue candidate overall because it is specific, reproducible, and broader than the earlier rephrasings.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "Same mask-shape mismatch regression; 44805 is the same failure pattern with the same tensor-size mismatch." + "reason": "Same exact IndexError class and mask/tensor shape mismatch; these look like duplicate reports of the same indexing bug." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both are video-related, but they describe different model families and different failure modes; not clearly the same concrete bug." + "reason": "Both are video-related, but the failures differ materially: a regression across Qwen video models vs a StopIteration in Qwen3-VL embedding handling." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Qwen3.5 cache/linear_attention crash vs NemotronH checkpoint loading are unrelated." + "reason": "Different models and different failure modes; one is a PagedAttentionCache/linear_attention crash, the other is a NemotronH checkpoint loading issue." }, { "left": "issue:43872", "right": "issue:45084", "accept": false, - "reason": "bitsandbytes initialization incompatibility and template-node compile error are different code paths." + "reason": "Unrelated problems: bitsandbytes Int8Params init incompatibility vs a compiler/template-node TypeError." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF gpt-oss support and Phi-tiny-MoE autocast dtype mismatch are unrelated." + "reason": "These do not describe the same bug; one is GGUF support for gpt-oss, the other is an autocast dtype mismatch on Phi-tiny-MoE." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed weight-dimension error and void segmentation-map processing failure are unrelated." + "reason": "Completely different domains: DeepSpeed training weight-shape error vs image processor handling of void segmentation maps." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "gpt-oss GGUF support and Qwen3-MoE sliding_window bug are different issues." + "reason": "Different Qwen/GGUF topics; one is general GGUF support, the other is a sliding_window issue in Qwen3-MoE." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different models and different failure mechanisms: SDPA/torch.compile vs flash-attention position_ids handling." + "reason": "Both involve attention/compile problems, but on different models and different concrete bugs; not mergeable as one PR." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Both report Transformers 5.0.0 breaking custom model initialization; the notebook-specific report is a variant of the same regression." + "reason": "These are the same custom-model initialization regression, with 43645 just adding the Jupyter notebook context." }, { "left": "issue:43950", "right": "issue:45325", "accept": false, - "reason": "Non-persistent buffer corruption and Qwen2.5-VL rope-index scaling are unrelated." + "reason": "Non-persistent-buffer corruption is unrelated to the Qwen2.5-VL rope-index scaling bug." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "GGUF architecture support and missing Float8 storage type are unrelated." + "reason": "GGUF support for gpt-oss and Float8 storage lookup failure are unrelated." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Video StopIteration in Qwen3-VL embedding and TRL SFT input-embedding unpacking are different bugs." + "reason": "Different bugs: a video StopIteration regression vs unpacking Qwen3.5 embeddings in TRL SFT trainer." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Importing Qwen2_5_VL class and meta-device model loading failures are unrelated." + "reason": "Importing a missing class and meta-device model loading are separate issues with different code paths." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3Moe FP8 config failure and meta-device loading regressions are different problems." - }, - { - "left": "issue:42617", - "right": "issue:43366", - "accept": false, - "reason": "3d_parallel.py execution failure and GGUF gpt-oss support are unrelated." - }, - { - "left": "issue:38175", - "right": "issue:43994", - "accept": true, - "reason": "Same SigLIP2 checkpoint/output regression; the second report rephrases the same bad model behavior in AutoModel/pipeline terms." - }, - { - "left": "issue:43646", - "right": "issue:43950", - "accept": false, - "reason": "Custom model initialization regression and non-persistent buffer corruption are both Transformers 5 issues but not the same bug." - }, - { - "left": "issue:44560", - "right": "issue:44805", - "accept": false, - "reason": "Different failures: video StopIteration versus token/mask shape mismatch." - }, - { - "left": "issue:36010", - "right": "issue:42915", - "accept": false, - "reason": "GenerationMixin import error and Qwen3Moe FP8 failure are unrelated." + "reason": "Qwen3Moe FP8 config failure is unrelated to meta-device loading regressions." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "DeepSpeed ZeRO-3 Bert index error and TOKENIZER_MAPPING_NAMES add-new-model-like failure are different code paths." + "reason": "DeepSpeed ZeRO-3 Bert index errors and TOKENIZER_MAPPING_NAMES add-new-model-like validation are different bugs." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "These are distinct issues: ZeRO-3/Bert initialization versus model registration in tokenizer mapping." + "reason": "Same reasoning as above: one is a ZeRO-3 empty-tensor initialization crash, the other is model-registration validation." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both involve config loading/validation, but they concern different model families and different validation failures." + "reason": "Both mention config validation, but they affect different model families and different validation failures." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Dequantized-model offload failure and mmap OOM workaround are not the same bug." + "reason": "Device-map dequantized loading/offload and Strix Halo mmap OOM are distinct loading/resource issues." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Both describe the same Transformers v5 regression where non-persistent buffers get filled with junk." + "reason": "Same underlying regression: from_pretrained / Transformers v5 fills non-persistent buffers with junk." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Both mention SigLIP2, but one is output probabilities while the other is a docs-example/model-processor/quantization issue." + "reason": "Both mention SigLIP2, but one is about zero probabilities in the model output while the other is a docs example with model/processor mismatch and quantization failures." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "ZeRO-3 language_model loading failure and save_pretrained visual-encoder-key regression are different bugs." + "reason": "Same model family, but different concrete problems: ZeRO-3 loading of language_model weights vs save_pretrained writing incorrect visual encoder keys." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Qwen3_MoE LoRA compatibility and BitNet packed-weight loading are unrelated." + "reason": "LoRA/Qwen3-MoE cross-version incompatibility and BitNet packed-weight loading are unrelated." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading failures, but the titles point to different checkpoints and no shared concrete failure mode." + "reason": "Both are model-loading failures for different checkpoints, but there is not enough evidence they share the same code-path bug." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "GLM5 and Qwen3.5 flash-attention generation failures are unrelated." + "reason": "These are different GLM/Qwen issues with different symptoms; not the same underlying change." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer max_steps resume bug and SGD args not being used are different training/optimizer issues." + "reason": "Trainer resume/max_steps accounting and SGD argument handling are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted soft edges are supported by closely matching titles and issue descriptions, and the rejected pairs are appropriately cautious where the evidence only suggests broad thematic similarity rather than the same bug. The cluster-level conclusion that this is heterogeneous with a few small duplicate subclusters is also well supported." + "feedback": "The summary is grounded in the packet, and the soft-edge calls are conservative. The accepted pairs are well-supported by near-identical titles/regression descriptions (41093/44805, 43645/43646, 43644/44534), while the rejected pairs mostly differ in model, failure mode, or subsystem enough to stay separate." }, "evaluator_used": true, "retried": false, @@ -1615,8 +1573,8 @@ "issue:41720|issue:42915", "issue:45362|issue:45406", "issue:42491|issue:45276", - "issue:39692|issue:43994", "issue:44488|issue:44991", + "issue:39692|issue:43994", "issue:43257|issue:43854", "issue:44661|issue:44683", "issue:43856|issue:44387", @@ -1628,8 +1586,8 @@ "issue:43404|issue:43454", "issue:36010|issue:39404", "issue:44164|issue:44291", - "issue:44402|issue:44488", "issue:41720|issue:44155", + "issue:44402|issue:44488", "issue:43873|issue:44387", "issue:39692|issue:44960", "issue:44387|issue:44756", @@ -1644,28 +1602,28 @@ "issue:43957|issue:44756", "issue:44164|issue:44756", "issue:43646|issue:43708", - "issue:45292|issue:45335", "issue:44479|issue:44877", + "issue:45292|issue:45335", "issue:44402|issue:44451", "issue:43645|issue:44164", "issue:43257|issue:44863", "issue:43425|issue:43828", "issue:43828|issue:43957" ], - "prepared_review_unit_hash": "2eaaa3da7a1f901a99a53ab665d8bd4cb3e06591f523c030d412fd2e9f202b22", + "prepared_review_unit_hash": "c855c176b7dbed2536294ffd369ff29579cd11abab8e6f64d5d9636a908a1ff7", "component_budget": { "node_count": 362, "item_count": 362, "soft_pair_count": 1351, - "serialized_chars": 697234, - "estimated_input_tokens": 174309, - "estimated_eval_tokens": 348874 + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 41, - "serialized_chars": 39811, + "serialized_chars": 39812, "estimated_input_tokens": 9953, "estimated_eval_tokens": 20162 }, @@ -1674,264 +1632,264 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous; only the resize_token_embeddings subgroup looks like true duplicates. Most other pairs are topical similarities rather than the same underlying bug.", - "confidence": 0.71, - "canonical_issue_reason": "No single canonical issue fits the whole cluster. For the only clear duplicate subgroup, issue 45292 is the best canonical candidate because it is the most generic description of the resize_token_embeddings regression and aligns with 45276/45335.", + "summary": "The cluster is mostly heterogeneous, with only a small duplicate-like subcluster around `resize_token_embeddings` behavior (and a possible custom-model-init pair). Most other pairs are same-subsystem but different bugs or model-specific regressions.", + "confidence": 0.66, + "canonical_issue_reason": "`issue:45292` is the broadest representative of the resize-token-embedding regression and best captures the shared root problem behind the closest matches.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45292 is the broadest, most reusable representative of the strongest duplicate set and is the best anchor for triage cleanup.", + "best_issue_reason": "`issue:45292` has the most generic wording and is the clearest umbrella issue for the resize-token-embedding failures; the nearby model-specific reports look like manifestations of the same bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different model-loading failures for different models; same broad area, not the same bug." + "reason": "Both are model-loading failures, but they involve different models and different failure modes, so they do not look like the same underlying bug." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both concern quantization/memory behavior, but the reported failures and likely code paths differ." + "reason": "Both mention memory/quantization, but one is Qwen3 MoE training memory usage and the other is offloading behavior; likely different code paths." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Qwen3 device-mapping crash vs Qwen3 MoE LoRA compatibility issue; not the same concrete problem." + "reason": "Both are Qwen3-related, but one is a cuda assert under auto device mapping and the other is a LoRA compatibility issue across versions; not the same bug." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different model/processor bugs: chat crash vs processor missing _tokenizer in serve." + "reason": "Different models and different failure types (chat crash vs processor attribute error), so these are not the same issue." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Both involve Qwen3.5/Qwen3 MoE, but one is a hf4.x/hf5.x compatibility issue and the other is token embedding resizing." + "reason": "Both concern Qwen3/gemma-style model behavior across versions, but the reported problems are unrelated." }, { - "left": "issue:39692", - "right": "issue:43994", + "left": "issue:44488", + "right": "issue:44991", "accept": false, - "reason": "Both mention SigLIP2, but one is a docs example error and the other is an inference/output regression." + "reason": "Both are tokenizer/load failures, but on different models with no clear shared code-path or identical root cause." }, { - "left": "issue:44488", - "right": "issue:44991", + "left": "issue:39692", + "right": "issue:43994", "accept": false, - "reason": "Tokenizer-loading failures for different models; similar symptom, not clearly the same root cause." + "reason": "Both are SigLIP2-related, but one is documentation/example errors while the other is nonsensical inference output; not clearly the same bug." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Qwen3 MoE weight conversion vs GLM-4.7 loading; unrelated bugs." + "reason": "Different model families and different symptoms (accelerate/deepspeed weight conversion vs unit-test loading failure)." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenizer-mapping failure vs torch flex_attention compilation failure; unrelated." + "reason": "Unrelated issues: tokenizer mapping behavior versus compiled flex_attention on newer torch." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both are memory/quantization complaints, but the specific failure modes are different." + "reason": "Both are memory-related, but one is Qwen3 MoE training efficiency and the other is int4 quantization OOM regression; too different to merge." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE HF-version incompatibility vs mmap/OOM on Strix Halo; unrelated." + "reason": "Different problem domains: Qwen3 MoE FP8 loading versus disabling mmap on Strix Halo." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Both are Transformers 5.0 regressions, but one is buffer initialization and the other is custom-model/Jupyter initialization." + "reason": "One is about non-persistent buffers being initialized with junk; the other is custom model initialization in notebooks." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Different issues: MoE checkpoint compatibility vs Qwen3-VL shape mismatch." + "reason": "Distinct model/version compatibility problems with no clear common bug." }, { "left": "issue:42491", "right": "issue:43856", "accept": false, - "reason": "Different Qwen3 MoE problems; no shared concrete bug." + "reason": "Different Qwen3-related regressions; the symptoms and likely fixes do not match." }, { "left": "issue:45276", "right": "issue:45335", "accept": true, - "reason": "Near-identical resize_token_embeddings regression affecting model-specific tied embeddings; same underlying bug family." + "reason": "Same underlying regression: `resize_token_embeddings` fails to propagate to downstream embeddings; these are model-specific repros of the same bug." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both are missing lm_head tying, but they are different model implementations and not proven to share one fixable code path." + "reason": "Both mention untied `lm_head` weights, but they affect different model implementations and are not clearly the same code-path fix." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin vs Whisper pipeline return_language regression; unrelated." + "reason": "Import error for `GenerationMixin` is unrelated to Whisper pipeline `return_language` behavior." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "save/from_pretrained extra_state handling vs init_empty_weights argument mismatch; separate serialization/loading bugs." + "reason": "Both are save/load or init-related, but one is `extra_state` handling and the other is `_is_hf_initialized` argument handling; different root causes." }, { - "left": "issue:44402", - "right": "issue:44488", + "left": "issue:41720", + "right": "issue:44155", "accept": false, - "reason": "Tokenizer vocab-size inconsistency vs a specific model-loading failure; not the same defect." + "reason": "Both involve model inference correctness, but one is a device-mapping CUDA assert and the other is a batched embedding/token leak." }, { - "left": "issue:41720", - "right": "issue:44155", + "left": "issue:44402", + "right": "issue:44488", "accept": false, - "reason": "CUDA assert in Qwen3 device mapping vs AudioFlamingo3 batched inference leakage; unrelated." + "reason": "Both are tokenizer-related, but the specific failures and affected models are different." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "General quantization/offloading complaint vs int4 reserved-memory OOM regression; not the same code-path problem." + "reason": "Both touch quantization memory, but one is offloading not working as expected and the other is a reserved-memory/OOM regression; not the same concrete bug." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "SigLIP2 example/model mismatch vs GLM5 issue; unrelated." + "reason": "SigLIP2 doc/example issues are unrelated to the GLM5 issue." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Int4 CUDA reserved-memory regression vs Strix Halo mmap OOM; different mechanisms." + "reason": "OOM under int4 quantization is unrelated to disabling mmap on Strix Halo." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch version incompatibility vs meta-device loading bug; not the same issue." + "reason": "Torch version incompatibility and meta-device loading failures are separate issues." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Generic model-loading/initialization bug vs MXFP4 quantization fallback; unrelated." + "reason": "Different quantization/load failures with different models and no shared fix signal." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different model families and different failure modes: load correctness vs save_pretrained regression." + "reason": "Model-loading test failure for GLM-4.7 versus a save_pretrained regression for Qwen3.5; different bugs." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is ineffective with PEFT LoRA and the other is eval-mode incompatibility." + "reason": "Gradient checkpointing inefficiency in PEFT LoRA is not the same as checkpointing being disallowed in eval mode." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "init_empty_weights TypeError vs mmap/OOM on Strix Halo; unrelated." + "reason": "Different loading mechanisms and failure modes; not the same underlying issue." }, { "left": "issue:45276", "right": "issue:45292", - "accept": false, - "reason": "Same resize_token_embeddings theme, but the evidence only shows similarity; not enough to treat as the same concrete bug without more detail." + "accept": true, + "reason": "Same resize-token-embedding regression; `45292` is the broader version and `45276` is a model-specific manifestation." }, { "left": "issue:44743", "right": "issue:44960", "accept": false, - "reason": "Qwen3.5 cache reset bug vs GLM5 model issue; unrelated." + "reason": "Qwen3.5 recurrent-state caching bug and GLM5 issue are unrelated." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Gradient checkpointing eval-mode issue vs RLHF NaN from 3D position_ids/SDPA fallback; unrelated." + "reason": "Checkpointing in eval mode and RLHF gradient explosion via position IDs are different problems." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading regression vs mmap/OOM workaround; different problems." + "reason": "Meta-device loading failures are unrelated to mmap/OOM behavior." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "Serialization extra_state bug vs Strix Halo mmap OOM; unrelated." + "reason": "Save/load `extra_state` handling and mmap/OOM are unrelated." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization regression vs Trainer resume_from_checkpoint max_steps calculation; unrelated." - }, - { - "left": "issue:45292", - "right": "issue:45335", - "accept": true, - "reason": "Same resize_token_embeddings regression expressed generically and for a specific model class; clearly the same underlying bug family." + "reason": "Custom model initialization breakage and Trainer checkpoint-resume `max_steps` math are different bugs." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video input regression for Qwen models vs strict config preventing granite_speech loading; unrelated." + "reason": "Video-input regression and strict config loading are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same family of `resize_token_embeddings` propagation failures; both point to the same underlying embedding-update bug." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab-size mismatch vs a model-specific loading failure; not the same bug." + "reason": "Different tokenizer/vocab loading problems for different models." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook/custom-model initialization regression vs extra_state save/load failure; separate issues." + "reason": "Notebook/custom-model init regression is unrelated to `extra_state` save/load handling." }, { "left": "issue:43257", "right": "issue:44863", "accept": false, - "reason": "Qwen3 MoE deepspeed loading bug vs NemotronH checkpoint loading failure; unrelated." + "reason": "Different Qwen3 MOE-related issues with different failure modes." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version incompatibility vs autocast dtype mismatch; different code paths." + "reason": "Torch version incompatibility is unrelated to the autocast dtype mismatch." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch vs meta-device model loading breakage; unrelated." + "reason": "Dtype mismatch under autocast and meta-device loading are distinct bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: this set is clearly heterogeneous, and the resize_token_embeddings trio is the only convincingly related subgroup. The two accepted soft edges stay conservative enough given the titles and high similarity scores, and the chosen canonical anchor (45292) is a reasonable generic representative for that subgroup." + "feedback": "The summary is grounded in the packet: issue:45292 is the most generic resize_token_embeddings report, and the high-similarity model-specific issues (45276, 45335) are a reasonable narrow duplicate-like subcluster. The other soft-edge calls are conservative rejects rather than overclaims, and the one accepted pair appears mergeable as the same bugfix." }, "evaluator_used": true, "retried": false, @@ -2009,8 +1967,8 @@ "issue:43611|issue:43645", "issue:43425|issue:43716", "issue:44530|issue:45084", - "issue:43299|issue:43931", "issue:44265|issue:44898", + "issue:43299|issue:43931", "issue:43901|issue:44509", "issue:44479|issue:44805", "issue:43596|issue:44683", @@ -2018,9 +1976,9 @@ "issue:44589|issue:45084", "issue:43856|issue:44756", "issue:44671|issue:44991", - "issue:39404|issue:44671", "issue:40990|issue:42947", "issue:43425|issue:44918", + "issue:39404|issue:44671", "issue:36032|issue:43452", "issue:44991|issue:45081", "issue:32090|issue:39404", @@ -2039,238 +1997,232 @@ "issue:34567|issue:40444", "issue:43883|issue:44991" ], - "prepared_review_unit_hash": "0968bb0c42ea639d854aa4e76d33c73574c94fb39c09a6d13d629b8978feb498", + "prepared_review_unit_hash": "258ffcdb95ce7e8211eeb01d1eee372476db5f3682c870d28d3a3010236578bf", "component_budget": { "node_count": 362, "item_count": 362, "soft_pair_count": 1351, - "serialized_chars": 697234, - "estimated_input_tokens": 174309, - "estimated_eval_tokens": 348874 + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 36, - "serialized_chars": 38479, - "estimated_input_tokens": 9620, - "estimated_eval_tokens": 19496 + "serialized_chars": 38483, + "estimated_input_tokens": 9621, + "estimated_eval_tokens": 19498 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated regressions or model-specific bugs, with a few loose topical similarities around Transformers v5 loading/tokenizer regressions, but no clear duplicate core.", - "confidence": 0.92, - "canonical_issue_reason": "No single canonical issue fits the whole set; the items span multiple independent bugs (trainer, tokenizer, vision, audio, MoE, loading, docs).", + "summary": "This set is not a single duplicate cluster; it\u2019s a heterogeneous mix of unrelated bugs/regressions across tokenizers, model loading, training, audio, vision, and docs. None of the soft pairs look like the same underlying issue closely enough to merge.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out because the items span many unrelated failure modes and subsystems rather than one shared bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43611 is the closest broad representative because it captures the largest shared theme here (Transformers v5 model-loading regressions), but it is still not a true duplicate umbrella for the rest of the cluster.", + "best_issue_reason": "No global best issue is appropriate; the cluster is too mixed to represent with one issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Different failures: float8 storage lookup vs mmap/OOM on Strix Halo; no shared code-path bug." + "reason": "Different problems: float8 storage lookup error vs mmap/OOM workaround on Strix Halo." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "Unrelated: isolated reproduction of a prior issue vs Qwen3.5 PagedAttentionCache linear_attention crash." + "reason": "Both are regressions, but they affect different code paths and model families; no clear shared bug." }, { "left": "issue:43931", "right": "issue:44863", "accept": false, - "reason": "Both are model-loading problems, but for different architectures and failure modes (shape mismatch vs checkpoint loading support)." + "reason": "Both concern model loading, but one is a Qwen3-VL weight-shape mismatch and the other is NemotronH checkpoint loading." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline return_language regression is unrelated to GPT-OSS MXFP4 quantization fallback." + "reason": "Unrelated: Whisper pipeline language return vs GPT-OSS quantization fallback." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is custom-model initialization in notebooks; different code paths." + "reason": "Both involve v5 model loading behavior, but one is base_model_prefix handling and the other is Jupyter/custom-model initialization." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch version incompatibility is not the same bug as a Mistral image preprocessor/model dtype mismatch." + "reason": "Completely different issues: Torch version incompatibility vs image preprocessor/model dtype mismatch." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "Different subsystems and errors: Qwen3.5 cache group-type crash vs template compilation failure." + "reason": "Different failures in different areas; no evidence they share the same concrete code path." }, { - "left": "issue:43299", - "right": "issue:43931", + "left": "issue:44265", + "right": "issue:44898", "accept": false, - "reason": "Both involve Qwen3-VL loading, but one is a v5.dev0 MoE loading break and the other is a checkpoint shape mismatch; not clearly the same bug." + "reason": "torch.export/torch_compilable_check failure is unrelated to Perceiver interpolation at inference time." }, { - "left": "issue:44265", - "right": "issue:44898", + "left": "issue:43299", + "right": "issue:43931", "accept": false, - "reason": "torch.export/torch_compilable_check is unrelated to Perceiver positional encoding interpolation failure." + "reason": "Both are Qwen-related loading bugs, but the affected models and failure modes differ too much to merge." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs issues, but they concern different pipeline/task documentation changes." + "reason": "Both are docs issues, but they refer to different documentation mismatches and task sets." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression for Qwen VL models is unrelated to a generic mask shape IndexError." + "reason": "Different regressions: Qwen video-input handling vs a mask/tensor shape indexing error." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Deepspeed ZeRO-3/BertModel index error is unrelated to compiled flex_attention failing on newer torch." + "reason": "Deepspeed ZeRO-3 init error is unrelated to compiled flex_attention on newer torch." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "SigLIP2 bad outputs and ModelOutput key assignment bugs are different problems." + "reason": "A bad SigLIP2 output symptom does not clearly match the ModelOutput key-assignment bug." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to non-template-node compilation errors." + "reason": "Float8 storage resolution and template-node compilation are unrelated errors." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "MoE memory usage regression is unrelated to Strix Halo mmap/OOM behavior." + "reason": "Both mention memory, but one is Qwen3 MoE training inefficiency and the other is a platform-specific mmap OOM fix." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT prediction quality regression and tokenizer loading failure are distinct issues." - }, - { - "left": "issue:39404", - "right": "issue:44671", - "accept": false, - "reason": "Whisper pipeline return_language regression is unrelated to CamemBERT masked-LM output issues." + "reason": "Different v5 regressions: CamemBERT masked-LM behavior vs tokenizer loading for est-roberta." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity on GPT-OSS-20B and ineffective gradient checkpointing with LoRA are different training/eval bugs." + "reason": "Perplexity regression and gradient-checkpointing/LoRA behavior are not the same bug." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch version compatibility is not the same as Qwen3.5 SFT embedding unpacking failure." + "reason": "Torch compatibility is unrelated to Qwen3.5 embedding unpacking in TRL SFT training." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language output and CamemBERT masked-LM predictions are unrelated." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5Tokenizer add_special_tokens conflict is different from gguf_file breaking from_pretrained for tokenizer/model loading." + "reason": "Both are loading/tokenizer-related, but T5 special-token method conflict is not the same as gguf_file loading breakage." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-load regressions, but for different models and different failure mechanisms." + "reason": "Tokenizer-loading failures, but for different models and different mechanisms; not one concrete bug." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer GPU broadcast NoneType error is unrelated to Whisper pipeline return_language behavior." + "reason": "Trainer GPU broadcast TypeError is unrelated to Whisper pipeline return_language behavior." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon caching_allocator_warmup TypeError is unrelated to the _is_hf_initialized flag regression." + "reason": "Apple Silicon warmup TypeError and _is_hf_initialized flag regression are separate issues." }, { "left": "issue:43957", "right": "issue:44164", "accept": false, - "reason": "Meta-device loading issues and save/from_pretrained extra_state handling are separate serialization/load bugs." + "reason": "Model loading on meta device and save/from_pretrained extra_state handling are different code paths." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Loading cjvt/sleng-bert and Mistral regex patch crashes are different tokenizer-load failures." + "reason": "Both touch tokenizer loading, but sleng-bert loading failure and Mistral regex patch crash are not the same bug." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "extra_state save/load failure is unrelated to Qwen VL video-input regression." + "reason": "save/from_pretrained extra_state handling is unrelated to Qwen video-input regression." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity regression on a model is unrelated to tokenizer post-processor update behavior." + "reason": "Perplexity regression and runtime post-processor update for special tokens are not the same issue." }, { "left": "issue:43425", "right": "issue:45161", "accept": false, - "reason": "Torch 2.10 compatibility and GPT-OSS MoE tensor-parallel loading are different issues." + "reason": "Torch version incompatibility is unrelated to GPT-OSS MoE tensor-parallel loading behavior." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing all_tied_weights_keys on MolmoForCausalLM is unrelated to sleng-bert tokenizer loading." + "reason": "Missing all_tied_weights_keys for Molmo is unrelated to sleng-bert model loading." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 loading regressions, but one is base_model_prefix handling and the other is non-persistent buffer initialization; different defects." + "reason": "Both are v5 loading/init regressions, but one is base_model_prefix and the other is non-persistent buffer initialization." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Audio feature extraction issues are related in area, but one is an unsupported center arg regression and the other is a generic _torch_extract_fbank_features problem; not clearly the same bug." + "reason": "Likely same audio area, but the titles do not show the same concrete bug or code path strongly enough." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Sleng-bert tokenizer loading and physical-intelligence/fast model loading are different failures." - }, - { - "left": "issue:42947", - "right": "issue:44756", - "accept": false, - "reason": "LoRA gradient checkpointing inefficiency is unrelated to Strix Halo mmap/OOM mitigation." + "reason": "Different tokenizer/model-loading regressions for different models." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Molmo tied-weights attribute error and est-roberta tokenizer loading failure are unrelated." + "reason": "Molmo tied-weights metadata issue is unrelated to est-roberta tokenizer loading." } ] }, @@ -2347,16 +2299,16 @@ "issue:43643|issue:44530", "issue:44451|issue:44987", "issue:43541|issue:45084", - "issue:43452|issue:43482", "issue:43317|issue:43482", "issue:36032|issue:42915", + "issue:43452|issue:43482", "issue:43262|issue:43377", - "issue:39404|issue:43825", "issue:42915|issue:44530", "issue:44849|issue:45325", + "issue:39404|issue:43825", "issue:36032|issue:43645", - "issue:43404|issue:44466", "issue:45084|issue:45507", + "issue:43404|issue:44466", "issue:44987|issue:44991", "issue:43646|issue:44534", "issue:43994|issue:44610", @@ -2371,251 +2323,263 @@ "issue:43632|issue:44756", "issue:42915|issue:45084", "issue:41553|issue:43582", - "issue:43404|issue:45127", "issue:44987|issue:45081", + "issue:43404|issue:45127", "issue:43296|issue:43531", "issue:44062|issue:44987", "issue:44479|issue:45325", "issue:42915|issue:44291" ], - "prepared_review_unit_hash": "9f12d1f54967670c7702848b5669903a2c7df7511503a1e6a7440a1844b99c9a", + "prepared_review_unit_hash": "dda1340949a4c492643de151a1b544abdc1296aec732aa7eb5bec6561403ad62", "component_budget": { "node_count": 362, "item_count": 362, "soft_pair_count": 1351, - "serialized_chars": 697234, - "estimated_input_tokens": 174309, - "estimated_eval_tokens": 348874 + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 34, - "serialized_chars": 37380, - "estimated_input_tokens": 9345, - "estimated_eval_tokens": 18946 + "serialized_chars": 37382, + "estimated_input_tokens": 9346, + "estimated_eval_tokens": 18948 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous; most soft links are false positives across unrelated model-loading, tokenizer, audio, and vision regressions. The only clear duplicate-looking pair is the Qwen3.5 `save_pretrained` checkpoint serialization regression.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45216 is the broadest and clearest representative of the only strong duplicate pair in this set; it describes the underlying Qwen3.5 `save_pretrained` checkpoint corruption regression, while issue:45357 is a narrower follow-up about the same visual-encoder key problem.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bugs across different models/features; there is no broad duplicate family. The only strong near-duplicate pair is the Qwen3.5 save_pretrained regression report and its follow-up about incorrect visual encoder keys.", + "confidence": 0.86, + "canonical_issue_reason": "Issue #45216 is the best canonical issue: it describes the broader Qwen3.5 save_pretrained regression since 5.4.0, and #45357 reads like a narrower follow-up on the same checkpoint-serialization bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45216 is the best global issue because it captures the core bug at a higher level and matches the accepted duplicate link more directly than the follow-up.", + "best_issue_reason": "#45216 is the strongest representative overall because it is a clear regression report with a concrete API and model family, and it likely subsumes the more specific #45357 report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both mention Transformers v5 regressions, but one is about non-persistent buffers and the other about custom model initialization; different bugs." + "reason": "Both are v5 initialization-related, but one is about non-persistent buffers and the other about custom model init; different failure modes." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "`trust_remote_code` config field loss is unrelated to Qwen3.5 PagedAttentionCache/group-type failures." + "reason": "Different subsystems and errors: AutoConfig/trust_remote_code field loss vs Qwen3.5 paged attention cache group-type failure." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are loading failures, but they concern different models and likely different root causes." + "reason": "Both are tokenizer/model load failures, but for different models and likely different root causes." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Torch Dynamo tracing on Mixtral and template compilation errors are unrelated code paths." - }, - { - "left": "issue:43452", - "right": "issue:43482", - "accept": false, - "reason": "Both involve loading, but one is generic gguf_file behavior and the other is a specific Qwen2.5-GGUF/v5 failure; not clearly the same bug." + "reason": "Unrelated code paths: torch dynamo grouped_mm tracing in Mixtral vs a template-node compilation error." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Device_map offload/dequantization and GGUF tokenizer/model loading are different failure modes." + "reason": "Different loading paths: dequantized device_map auto-offload vs GGUF loading on Qwen2.5." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "Tokenizer method-name conflict and Qwen3Moe FP8 config failure are unrelated." + "reason": "Tokenizer special-token conflict and Qwen3-MoE FP8 config failure are unrelated." }, { - "left": "issue:43262", - "right": "issue:43377", + "left": "issue:43452", + "right": "issue:43482", "accept": false, - "reason": "Audio chat-template sample-rate defaulting and MIMI batching/padding-mask mismatch are separate audio bugs." + "reason": "Both involve GGUF, but one is a broad gguf_file API breakage and the other is a specific Qwen2.5-GGUF v5 failure." }, { - "left": "issue:39404", - "right": "issue:43825", + "left": "issue:43262", + "right": "issue:43377", "accept": false, - "reason": "Whisper pipeline language-return behavior and a generic pipeline translation error message are not the same issue." + "reason": "Audio processor sampling-rate default bug vs MIMI batch-vs-single padding-mask mismatch are distinct issues." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "FineGrainedFP8Config failure and linear_attention group-type crash affect different subsystems." + "reason": "Different Qwen3-family bugs: FP8 config loading vs paged-attention cache group-type handling." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Qwen3.5 hidden-states output bug and Qwen2.5-VL rope-index scaling bug are distinct model-specific regressions." + "reason": "Both are Qwen3/Qwen2.5-VL regressions, but one is about output_hidden_states and the other about rope/temporal position scaling." }, { - "left": "issue:36032", - "right": "issue:43645", + "left": "issue:39404", + "right": "issue:43825", "accept": false, - "reason": "Tokenizer special-token conflict and custom model initialization in notebooks are unrelated." + "reason": "Whisper return_language pipeline behavior and a translation-task error message issue are not the same bug." }, { - "left": "issue:43404", - "right": "issue:44466", + "left": "issue:36032", + "right": "issue:43645", "accept": false, - "reason": "Missing tied lm_head weights and inconsistent serialization of tied weights are related thematically but not the same concrete bug." + "reason": "Tokenizer method conflict vs notebook custom-model initialization regression; different failures." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template-node compilation failure and GraniteMoEHybrid invalid-method call are different problems." + "reason": "A template compilation error is not the same as GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both concern tied weights, but one is a model not tying lm_head at all and the other is inconsistent serialization by device." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are loading failures on v5, but they involve different models and likely different tokenizer/config issues." + "reason": "Both are tokenizer load failures, but they target different model repositories and likely different causes." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization and non-persistent buffer junk are unrelated Transformers v5 regressions." + "reason": "Custom model init breakage and non-persistent buffer junk are separate v5 regressions." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 output quality and OmDet-Turbo input-size mismatch are not the same bug." + "reason": "Different model/input mismatches: SigLIP2 nonsensical outputs vs OmDet-Turbo processor size mismatch." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "MIMI padding-mask mismatch and DAC STE mismatch are different audio-model correctness issues." + "reason": "MIMI padding-mask batch inconsistency and DAC STE mismatch are different audio-model bugs." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Notebook custom-model initialization does not match the non-persistent-buffer serialization bug." + "reason": "Notebook custom model initialization and non-persistent buffer serialization are not the same code-path issue." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Generic loading noise and Mistral regex patch crash are unrelated." + "reason": "Noise in transformer loading is unrelated to a Mistral regex patch crash." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Llava Next segfault and Qwen3OmniMoe video-processing ValueError are distinct multimodal failures." + "reason": "Different multimodal model failures: Llava Next segfault vs Qwen3OmniMoe video processing ValueError." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Both describe the same Qwen3.5 `save_pretrained` checkpoint corruption / incorrect visual-encoder key serialization regression." + "reason": "Same model family and same save_pretrained regression; #45357 is a narrower manifestation of the checkpoint serialization bug reported in #45216." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "A model-loading failure for one checkpoint is not the same as a tokenizer regex-patching crash." + "reason": "Unrelated model-loading failure and Mistral tokenizer regex patch crash." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "FBank feature extraction and compiled flex_attention on torch>=2.9 are unrelated." + "reason": "Audio feature extraction issue and torch>=2.9 flex_attention compilation failure are unrelated." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export with `torch_compilable_check` and OmDet-Turbo preprocessing are separate issues." + "reason": "torch.export with torch_compilable_check is unrelated to an image-size processor bug." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "`_is_hf_initialized` flag behavior and Strix Halo mmap OOM are different failures." + "reason": "_is_hf_initialized regression and Strix Halo mmap OOM are unrelated." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3Moe FP8 loading and template compilation errors have no shared root cause." + "reason": "Qwen3-MoE FP8 loading and template compilation errors are unrelated." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Bad AutoTokenizer error message for Voxtral and AppleSilicon warmup TypeError are unrelated." + "reason": "Tokenizer load error messaging and Apple Silicon allocator warmup TypeError are unrelated." }, { - "left": "issue:43404", - "right": "issue:45127", + "left": "issue:44987", + "right": "issue:45081", "accept": false, - "reason": "Tied lm_head weight bug in Mistral3 is not the same as LoRA merge collapse after vocab extension." + "reason": "Tokenizer load failure for a specific model and Mistral regex patch crash are different bugs." }, { - "left": "issue:44987", - "right": "issue:45081", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "Different model families and different failure points; no clear common bug." + "reason": "Tied-lm_head bug in Mistral3ForConditionalGeneration is distinct from LoRA merge collapse with extended vocab." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL loading and Qwen3-MoE sliding_window behavior are unrelated." + "reason": "PaddleOCR-VL load failure in vLLM and Qwen3-MoE sliding_window behavior are unrelated." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken special-argument conflict is a tokenizer construction bug, not the same as model loading failures for physical-intelligence/fast." + "reason": "AddedToken special-argument duplication and tokenizer load failure for EMBEDDIA/est-roberta are different issues." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Both involve Qwen VL temporal/video behavior, but one is a broad video-input regression and the other is a still-image rope-index scaling bug; too different to merge." + "reason": "Both touch Qwen vision/video positioning, but one is a broad video-input regression and the other is a specific still-image temporal position-id scaling bug; not clearly the same underlying defect." }, { - "left": "issue:42915", - "right": "issue:44291", - "accept": false, - "reason": "Qwen3Moe FP8 loading and `_is_hf_initialized` init_empty_weights TypeError are separate regressions." + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3.5 PagedAttentionCache group-type failure is unrelated to a template-node compilation error." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different model-load failures with no shared concrete code path." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Different tied-weight-related symptoms and different triggers; not safe to merge as duplicates." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft pair, issue:45216 vs issue:45357, is well supported by the titles as the same Qwen3.5 save_pretrained serialization regression. The other pair verdicts generally avoid overclaiming and are phrased cautiously enough from the available evidence." + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted near-duplicate, #45216/#45357, is plausibly the same Qwen3.5 save_pretrained regression family. The rejected soft-edge pairs are mostly justified by clearly different models, APIs, or failure modes, and I don\u2019t see any overstatement that would require rejection." }, "evaluator_used": true, "retried": false, @@ -2660,6 +2624,7 @@ "issue:43749", "issue:43792", "issue:43818", + "issue:43828", "issue:43856", "issue:43881", "issue:44079", @@ -2687,19 +2652,19 @@ "soft_pairs": [ "issue:40990|issue:44811", "issue:43611|issue:44534", - "issue:43317|issue:43856", "issue:36032|issue:43742", - "issue:40444|issue:45325", + "issue:43317|issue:43856", "issue:42915|issue:44589", + "issue:40444|issue:45325", "issue:43632|issue:44534", "issue:43531|issue:44877", "issue:44683|issue:45020", - "issue:43818|issue:45357", "issue:43421|issue:44568", + "issue:43818|issue:45357", "issue:36032|issue:41720", - "issue:44829|issue:45479", "issue:43425|issue:44403", "issue:43792|issue:44589", + "issue:44829|issue:45479", "issue:44403|issue:44991", "issue:33666|issue:40444", "issue:44079|issue:44534", @@ -2710,252 +2675,262 @@ "issue:43749|issue:44079", "issue:43644|issue:44079", "issue:44079|issue:45072", - "issue:44265|issue:45072", "issue:43632|issue:45072", - "issue:40444|issue:45381", + "issue:44265|issue:45072", "issue:43531|issue:44291", + "issue:40444|issue:45381", "issue:42175|issue:43296", "issue:41720|issue:45081", "issue:45325|issue:45381", "issue:43611|issue:43646", - "issue:43881|issue:44488" + "issue:43881|issue:44488", + "issue:43828|issue:44683" ], - "prepared_review_unit_hash": "3b8671bbcc9ed5b1cbb502bacd4bd19c2e7e75c952b0ede05ebf656a10a0683d", + "prepared_review_unit_hash": "a91bc455419db08a0ef11110500a39ecef0f6d29f4a2206d8d912e02d5e11561", "component_budget": { "node_count": 362, "item_count": 362, "soft_pair_count": 1351, - "serialized_chars": 697234, - "estimated_input_tokens": 174309, - "estimated_eval_tokens": 348874 + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 34, - "serialized_chars": 37276, - "estimated_input_tokens": 9319, - "estimated_eval_tokens": 18894 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38147, + "estimated_input_tokens": 9537, + "estimated_eval_tokens": 19330 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of distinct issues, with a dominant theme of Transformers v5 loading/regression reports. Only the two Qwen2.5-VL position-id reports look like the same underlying bug; the rest are too model- or subsystem-specific to merge as duplicates.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 43611 is the best representative of the cluster\u2019s main theme: broad Transformers v5 loading regressions. It is more central and reusable as an umbrella than the highly specific model-failure reports, even though this cluster is not a clean duplicate set.", + "summary": "This cluster is mostly a grab-bag of distinct Transformers regressions and model-specific bugs (Qwen, tokenizer loading, dtype/init issues, etc.). A few pairs are semantically related, but none look like clear duplicates of the same concrete fix.", + "confidence": 0.34, + "canonical_issue_reason": "issue:45020 is the broadest umbrella in the set: it frames a recent-versions regression affecting model loading/remote_code, which makes it the best anchor for a mixed cluster of Transformers v5 breakages.", "canonical_pr_reason": null, - "best_issue_reason": "43611 is the strongest global issue candidate because it captures the repeated v5 model-loading breakage pattern seen across several nearby reports, without being tied to one narrow model or symptom.", + "best_issue_reason": "issue:45020 is the most general and active issue here, so it is the best single representative even though the cluster contains many separate sub-bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Different failures: language-model perplexity on GPT-OSS vs Whisper batch_decode special-token handling." + "reason": "Different models and failure modes: perplexity regression vs Whisper batch_decode token skipping." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Both are Transformers v5 regressions, but they describe different code paths: base_model_prefix loading vs non-persistent buffer initialization." - }, - { - "left": "issue:43317", - "right": "issue:43856", - "accept": false, - "reason": "Unrelated: device_map auto/offload loading failure vs Qwen3 MoE training memory usage." + "reason": "Both are Transformers v5 regressions, but one is about base_model_prefix loading and the other about non-persistent buffers; different root causes." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Different models and symptoms: T5 tokenizer class conflict vs MobileLLM loading KeyError." + "reason": "Tokenizer AttributeError for T5 is unrelated to MobileLLM loading key errors." }, { - "left": "issue:40444", - "right": "issue:45325", + "left": "issue:43317", + "right": "issue:43856", "accept": false, - "reason": "Same model family, but different bugs: multi-image iterable dataset failure vs still-image temporal position scaling." + "reason": "One is device_map/offload loading failure, the other is Qwen3 MoE training memory usage; not the same bug." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Both touch float8/fp8 territory, but the reported failures are different: FineGrainedFP8Config vs missing Float8 storage object." + "reason": "Both mention FP8, but one is FineGrainedFP8Config failure and the other is a Float8 storage loading error; distinct issues." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL, but one is multi-image training with IterableDataset and the other is still-image rope/position-id scaling." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "Both are v5 regressions, but one is about the `_is_hf_initialized` flag and the other about non-persistent buffers." + "reason": "Both are v5 regressions, but _is_hf_initialized handling is not the same as junk non-persistent buffer loading." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Different issues: Qwen3-MoE sliding window behavior vs strict config blocking granite_speech loading." + "reason": "Qwen3-MoE sliding_window bug is unrelated to granite_speech strict config loading." }, { "left": "issue:44683", "right": "issue:45020", "accept": false, - "reason": "Different subsystems: compiled flex_attention on torch>=2.9 vs remote_code model loading regressions." - }, - { - "left": "issue:43818", - "right": "issue:45357", - "accept": false, - "reason": "Different multimodal problems: Video-LLaVA tower/weight sharing vs Qwen3.5 save_pretrained key names." + "reason": "Compiled flex_attention on torch>=2.9 is a backend compatibility bug, not the remote_code loading regression in 45020." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Related tokenization area, but not the same bug: runtime special-token updates vs mDeBERTa add_special_tokens output behavior." + "reason": "Special-token runtime updates in TokenizersBackend are different from the mdeberta add_special_tokens behavior change." }, { - "left": "issue:36032", - "right": "issue:41720", + "left": "issue:43818", + "right": "issue:45357", "accept": false, - "reason": "Completely unrelated: tokenizer attribute conflict vs Qwen3 device-map cudaErrorAssert." + "reason": "Video-LLaVA architecture/weight-sharing bug is unrelated to Qwen3.5 save_pretrained key regression." }, { - "left": "issue:44829", - "right": "issue:45479", + "left": "issue:36032", + "right": "issue:41720", "accept": false, - "reason": "Both are training pathologies, but the concrete failures differ: flash_attention_3 degeneration vs zero-loss single-label classification." + "reason": "Tokenizer construction error and Qwen3 cudaErrorAssert are different code paths." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Unrelated: torch 2.10 compatibility issue vs noisy model-loading output." + "reason": "Torch 2.10 incompatibility is unrelated to loading noise/logging." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Different failures and code paths: Whisper runtime issue vs Float8 storage lookup error." + "reason": "Whisper runtime failure and Float8 storage lookup error are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both affect classification training, but flash_attention_3 degeneracy and num_labels=1 zero-loss are different underlying problems." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Different symptoms: logging/noise during loading vs tokenizer loading failure for a specific model." + "reason": "Unnecessary loading noise is not the same as tokenizer loading failure for EMBEDDIA/est-roberta." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Different Qwen2-VL family problems: multi-GPU training vs iterable-dataset multi-image finetuning." + "reason": "Both are Qwen-VL training-related, but multi-GPU training and multi-image iterable dataset failures are not the same bug." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "Unrelated bugs: ModelOutput key assignment vs non-persistent buffer initialization." + "reason": "ModelOutput key assignment and non-persistent buffer loading are unrelated." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both involve batching/padding, but they affect different models and likely different implementations." + "reason": "Both involve batching/padding effects, but MIMI encoder padding-mask support and Gemma3 NaN embeddings are not the same concrete defect." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Different generation/mechanism bug vs multimodal finetuning failure." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Different loading failures: Qwen2.5-GGUF/Transformers v5 vs missing pad_token_id on Llama4Config." + "reason": "Qwen2.5-GGUF v5 loading and Llama4Config missing pad_token_id are separate model-specific compatibility issues." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Different initialization failures: init_empty_weights/_is_hf_initialized vs Float8 storage object lookup." + "reason": "init_empty_weights/_is_hf_initialized argument handling is unrelated to Float8 storage lookup." }, { "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "Different areas: FSDP CPU RAM efficient loading vs ModelOutput key assignment." + "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment are different subsystems." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Different bug classes: non-persistent buffers filled with junk vs ModelOutput key assignment." + "reason": "Non-persistent buffer junk and ModelOutput key assignment are unrelated bugs." }, { "left": "issue:44079", "right": "issue:45072", "accept": false, - "reason": "Unrelated: ModelOutput key handling vs bfloat16 dtype mismatch in CI." + "reason": "ModelOutput key assignment is unrelated to bfloat16 dtype mismatches in CI." }, { - "left": "issue:44265", + "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "Different problems: torch.export with torch_compilable_check vs dtype mismatch during inference." + "reason": "_is_hf_initialized regression is not the same as bfloat16 inference dtype mismatch." }, { - "left": "issue:43632", + "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "Different Transformers v5 regressions: `_is_hf_initialized` handling vs bfloat16 dtype mismatch." + "reason": "torch.export with torch_compilable_check is a different failure mode than bfloat16 dtype mismatch." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window and init_empty_weights argument handling are unrelated." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Same model family, but one is multi-image finetuning failure and the other is video position-id mismatch." + "reason": "Both are Qwen2.5-VL, but multi-image training and video vision_position_ids are different code paths." }, { - "left": "issue:43531", - "right": "issue:44291", + "left": "issue:42175", + "right": "issue:43296", "accept": false, - "reason": "Different issues: Qwen3-MoE sliding window behavior vs unexpected `_is_hf_initialized` arg in init_empty_weights." + "reason": "Packaging/backend dependency issue is unrelated to PaddleOCR-VL loading in vLLM." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Unrelated: Qwen3 device-map CUDA assert vs Mistral tokenizer regex patch crash." + "reason": "Qwen3 device_map cuda assert and Mistral tokenizer regex patch crash are unrelated." }, { "left": "issue:45325", "right": "issue:45381", - "accept": true, - "reason": "Both describe the same Qwen2.5-VL position-id / rope-index bug in transformers 5.3.0, just from still-image vs video inputs." + "accept": false, + "reason": "Both are Qwen2.5-VL position-id bugs, but one is still-image temporal scaling and the other is video vision_position_ids; not clearly the same defect." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Related only at a high level; the concrete failures differ between base_model_prefix loading and custom model initialization." + "reason": "Both are v5 model-init/load regressions, but the reported failures differ enough that they do not look like one concrete duplicate." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Different model-loading failures for different models and causes." + "reason": "glm-4v-9b loading and sleng-bert tokenizer loading are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:44683", + "accept": false, + "reason": "Autocast dtype mismatch and compiled flex_attention on torch>=2.9 are different problems." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster read is grounded in the packet: it is mostly a mix of distinct issues, with a real recurring Transformers v5 loading/regression theme. The soft-edge verdicts are conservative overall, and the single accepted Qwen2.5-VL pair is narrowly tied to the same position-id/rope-index path rather than an obviously broader leap." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -2996,7 +2971,6 @@ "issue:43749", "issue:43792", "issue:43819", - "issue:43828", "issue:43873", "issue:43881", "issue:43883", @@ -3007,6 +2981,7 @@ "issue:44265", "issue:44291", "issue:44387", + "issue:44423", "issue:44466", "issue:44534", "issue:44610", @@ -3018,11 +2993,11 @@ "issue:44991", "issue:45072", "issue:45325", - "issue:45357" + "issue:45357", + "issue:45406" ], "soft_pairs": [ "issue:43994|issue:44898", - "issue:43828|issue:44683", "issue:43454|issue:44466", "issue:44387|issue:44617", "issue:42915|issue:43482", @@ -3042,10 +3017,10 @@ "issue:43377|issue:44898", "issue:44610|issue:45325", "issue:43377|issue:44610", - "issue:43454|issue:43550", "issue:43454|issue:45072", - "issue:43749|issue:44534", + "issue:43454|issue:43550", "issue:39692|issue:40444", + "issue:43749|issue:44534", "issue:43296|issue:44991", "issue:44466|issue:45357", "issue:43296|issue:44877", @@ -3053,234 +3028,242 @@ "issue:43454|issue:43720", "issue:41720|issue:43322", "issue:41720|issue:44977", - "issue:43404|issue:45357" + "issue:43404|issue:45357", + "issue:44423|issue:45406", + "issue:44186|issue:45072" ], - "prepared_review_unit_hash": "904bfbb2d4032d88f1578f794503f2bc0f4e837c1ab9b099fb6d219b842516e1", + "prepared_review_unit_hash": "6f58512e03ff2b1dd73dc05e0ca664e3e5faa7eb47a64a8df2a8c5ad508ba9e9", "component_budget": { "node_count": 362, "item_count": 362, "soft_pair_count": 1351, - "serialized_chars": 697234, - "estimated_input_tokens": 174309, - "estimated_eval_tokens": 348874 + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 36982, - "estimated_input_tokens": 9246, - "estimated_eval_tokens": 18748 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37954, + "estimated_input_tokens": 9489, + "estimated_eval_tokens": 19234 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous; the soft links mostly connect superficially similar bug themes (loading, offloading, weight tying, generation) rather than the same concrete defect. I found no safe duplicate merges among the candidate pairs.", - "confidence": 0.66, - "canonical_issue_reason": "No single true canonical issue emerges from these pairs. If one representative must be chosen, issue 43749 is the strongest standalone bug report with the most discussion and duplicate-triage value around loading/offload regressions.", + "summary": "This cluster is mostly a loose bundle of unrelated model-loading, serialization, processor, and quantization regressions; there is no clear duplicate core, so I treated it as a weak thematic cluster rather than a true same-bug set.", + "confidence": 0.64, + "canonical_issue_reason": "issue:43957 is the broadest representative: a general transformers 5.x meta-device loading regression affecting multiple models, which best matches the cluster\u2019s overall loading/offload theme.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the broadest open report and the closest umbrella for ongoing offloading/quantization failures, though it still does not subsume the whole set cleanly.", + "best_issue_reason": "issue:43957 is the best global representative because it captures the widest cross-model loading failure pattern among the issues shown.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different models and failure modes: SigLIP2 pipeline/nonsensical outputs vs Perceiver resolution/interpolation behavior." - }, - { - "left": "issue:43828", - "right": "issue:44683", - "accept": false, - "reason": "One is an autocast dtype mismatch in Phi-tiny-MoE; the other is a torch>=2.9 flex_attention compilation regression." + "reason": "Both touch vision model usage, but one is a SigLIP2 docs/example mismatch and quantization failure while the other is a Perceiver resolution issue; different bugs." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both touch tied weights, but one is an init/tie_weights bug causing bad generation while the other is device-dependent save_pretrained serialization." + "reason": "Both mention tied lm_head weights, but one is a model-specific failure to tie weights and the other is a device-dependent serialization inconsistency; not the same concrete bug." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both mention OOM, but one is int4 memory growth in Transformers 5.x and the other is a Sam3Video runtime OOM; different concrete causes." + "reason": "Both are memory/OOM reports, but they involve different models and different failure modes; too broad to merge." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Different artifacts and failures: FineGrainedFP8Config load failure vs GGUF loading failure in transformers v5." + "reason": "Different model families and different root causes: FP8 config failure vs GGUF loading on v5." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Whisper runtime failure is unrelated to the meta-device loading regression affecting other models." + "reason": "Whisper runtime failure is not the same concrete issue as the general meta-device loading regression, even if both concern loading." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BEiT image processor label reduction bug is unrelated to the Molmo missing all_tied_weights_keys AttributeError." + "reason": "Unrelated bugs: BeitImageProcessorFast label reduction vs missing all_tied_weights_keys on Molmo." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch and Qwen2.5-VL rope-index scaling are different code paths." + "reason": "Checkpoint key mismatch and Qwen2.5-VL rope-index scaling are different code paths." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio sampling-rate defaulting in apply_chat_template is unrelated to GraniteSpeech PEFT checkpoint loading." + "reason": "Audio chat-template sample-rate handling and GraniteSpeech PEFT checkpoint loading are unrelated." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both are offloading/quantization themed, but one is a dequantized gpu+cpu offload load failure and the other is a broader quantization offloading complaint; not the same concrete bug." + "reason": "Both concern offload/quantization broadly, but one is dequantized model loading with device_map=auto and the other is generic offloading behavior; not the same bug." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset and progressive generation with inputs_embeds/past_key_values are unrelated failures." + "reason": "BarkProcessor voice_preset and progressive generation with inputs_embeds/past_key_values are different features and failures." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Unexpected _is_hf_initialized argument handling is distinct from strict config rejection for granite_speech." + "reason": "init_empty_weights/_is_hf_initialized and strict granite_speech config loading are distinct regressions." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "glm-4v-9b loading failure and EMBEDDIA tokenizer loading failure are separate model-specific issues." + "reason": "Different artifacts and failure modes: glm-4v-9b load failure vs tokenizer loading failure for est-roberta." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU-offload device mismatch for Bark-small is unrelated to torch.export failures involving torch_compilable_check." + "reason": "CPU offload device mismatch and torch.export.export failing on torch_compilable_check are unrelated." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER/padding are unrelated to torch.export/torch_compilable_check." + "reason": "Tokenizer padding/truncation crash is not the same as export-time torch_compilable_check failure." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Device mismatch in Bark offload and DAC.from_latents vs forward mismatch are different bugs." + "reason": "Bark offload device mismatch and DAC.from_latents vs forward mismatch are different bugs." }, { "left": "issue:43632", "right": "issue:44164", "accept": false, - "reason": "_is_hf_initialized regression and extra_state save/from_pretrained handling are related to loading internals but not the same defect." + "reason": "Both are v5 loading/saving regressions, but one is the _is_hf_initialized flag and the other is extra_state handling; different code paths." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device-map CUDA asserts." + "reason": "Progressive generation with caches and Qwen3 auto device mapping cudaErrorAssert are unrelated." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "MIMI batching/padding-mask mismatch is unrelated to Perceiver non-default-resolution failures." + "reason": "Missing padding-mask support in MIMI and SigLIP2 doc/example errors are unrelated." }, { "left": "issue:44610", "right": "issue:45325", "accept": false, - "reason": "OmDet-Turbo processor size mismatch and Qwen2.5-VL temporal position scaling are different processor/model bugs." + "reason": "Processor output-size bug and Qwen2.5-VL temporal rope scaling are different issues." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Batched-vs-single MIMI encoder outputs and OmDet-Turbo image-size mismatch are separate issues." + "reason": "Both are multimodal preprocessing problems, but one is batched-vs-single encoder output mismatch and the other is an image-size mismatch; not the same bug." }, { "left": "issue:43454", - "right": "issue:43550", + "right": "issue:45072", "accept": false, - "reason": "lm_head tying/serialization bug is unrelated to Bamba torch.compile SDPA failure." + "reason": "Tied-weight serialization and bfloat16 dtype mismatch are different failure classes." }, { "left": "issue:43454", - "right": "issue:45072", + "right": "issue:43550", "accept": false, - "reason": "Weight-tying bug and bfloat16 dtype mismatch are different failure modes." + "reason": "Weight tying bug and torch.compile SDPA failure are unrelated." }, { - "left": "issue:43749", - "right": "issue:44534", + "left": "issue:39692", + "right": "issue:40444", "accept": false, - "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk filling are both v5/loading topics but not the same code-path bug." + "reason": "Different models and different problems: SigLIP2 docs/example errors vs Qwen2.5-VL multi-image finetuning failure." }, { - "left": "issue:39692", - "right": "issue:40444", + "left": "issue:43749", + "right": "issue:44534", "accept": false, - "reason": "SigLIP2 doc example errors and Qwen2.5-VL iterable-dataset finetuning failure are unrelated." + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are separate v5 regressions." }, { "left": "issue:43296", "right": "issue:44991", "accept": false, - "reason": "PaddleOCR-VL load failure in vLLM is unrelated to EMBEDDIA tokenizer loading in transformers v5." + "reason": "PaddleOCR-VL load failure in vLLM and tokenizer loading failure for est-roberta are unrelated." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both involve serialization, but one is tied lm_head.weight serialization and the other is incorrect visual encoder keys in Qwen3.5 save_pretrained." + "reason": "lm_head serialization inconsistency and Qwen3.5 visual encoder key saving are different save_pretrained bugs." }, { "left": "issue:43296", "right": "issue:44877", "accept": false, - "reason": "PaddleOCR-VL/vLLM loading failure is unrelated to strict config handling for granite_speech." + "reason": "PaddleOCR-VL model loading and granite_speech strict config parsing are different problems." }, { "left": "issue:43792", "right": "issue:44683", "accept": false, - "reason": "Whisper loading/runtime failure and compiled flex_attention failure are unrelated." + "reason": "Whisper loading/runtime failure and compiled flex_attention on torch>=2.9 are unrelated." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Tied lm_head weight bug and BitNet packed-weight unpacking during accelerate loading are different defects." + "reason": "lm_head tying/serialization and BitNet packed-weight unpacking are different code paths." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Qwen3 auto device-map CUDA assert and Llava Next segmentation fault are separate model-loading failures." + "reason": "Qwen3 auto device-mapping assert and Llava Next segfault are different model-loading failures." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Auto device mapping CUDA assert and flash-attention generation failure for Qwen3.5 are different issues." + "reason": "Auto device mapping cudaErrorAssert and flash-attention generation failure are distinct bugs." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Mistral3 lm_head tying bug is unrelated to Qwen3.5 visual-encoder save_pretrained key regression." + "reason": "Mistral3 lm_head tying and Qwen3.5 visual encoder key serialization are different model-specific issues." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Serve-time multimodal crash with a string .to() call and Gemma4Processor missing _tokenizer are not the same failure." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on padding/truncation and bfloat16 dtype mismatch are unrelated." } ] }, @@ -3328,13 +3311,13 @@ "issue:43606", "issue:43708", "issue:43720", + "issue:43746", "issue:43782", "issue:43873", "issue:43881", "issue:44186", "issue:44292", "issue:44361", - "issue:44423", "issue:44479", "issue:44514", "issue:44545", @@ -3348,14 +3331,11 @@ "issue:44918", "issue:44991", "issue:45059", - "issue:45072", "issue:45161", "issue:45406", "issue:45464" ], "soft_pairs": [ - "issue:44423|issue:45406", - "issue:44186|issue:45072", "issue:34567|issue:40990", "issue:43873|issue:44756", "issue:43526|issue:43881", @@ -3377,8 +3357,8 @@ "issue:43531|issue:43572", "issue:44292|issue:44479", "issue:41720|issue:45161", - "issue:43388|issue:45059", "issue:44186|issue:44361", + "issue:43388|issue:45059", "issue:43540|issue:43782", "issue:41720|issue:43873", "issue:45406|issue:45464", @@ -3387,246 +3367,235 @@ "issue:36331|issue:41720", "issue:44514|issue:44545", "issue:33357|issue:35707", + "issue:41720|issue:43746", "issue:43606|issue:43720" ], - "prepared_review_unit_hash": "1668ae07276aef46dcd4c82c43be2b98a6c326ccff952fe5b8939494fd96b3a8", + "prepared_review_unit_hash": "7e7479c677752f9390a0819da3ef5b10ef9cacf3bb84b0ea420eed3383b5a920", "component_budget": { "node_count": 362, "item_count": 362, "soft_pair_count": 1351, - "serialized_chars": 697234, - "estimated_input_tokens": 174309, - "estimated_eval_tokens": 348874 + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37685, - "estimated_input_tokens": 9422, - "estimated_eval_tokens": 19100 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36769, + "estimated_input_tokens": 9193, + "estimated_eval_tokens": 18642 }, "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 across different models, processors, and trainer/config paths. The only clear duplicate pair is the Qwen2_5_VLProcessor.apply_chat_template batched-input padding=False crash (issues 44514 and 44545).", + "summary": "This cluster is mostly a grab bag of unrelated Transformer bugs across different models and subsystems. Only one clear duplicate pair stands out: the Qwen2_5_VLProcessor batched-input crash with padding=False.", "confidence": 0.96, - "canonical_issue_reason": "issue:44545 is the clearest representative of the only confirmed duplicate bug: the same Qwen2_5_VLProcessor.apply_chat_template crash on batched input with padding=False, with the cleaner title and later corroborating report.", + "canonical_issue_reason": "issue:44545 is the best canonical issue: it is the cleaner, more explicit report of the same Qwen2_5_VLProcessor batched-input/padding=False crash as 44514, and it has slightly more inbound discussion.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44545 is the best canonical issue candidate because it precisely describes the exact duplicate bug and is the more specific, readable report.", + "best_issue_reason": "issue:44545 is the strongest representative issue in this set because it is a clear duplicate target with the most complete wording and references.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44423", - "right": "issue:45406", - "accept": false, - "reason": "Both are serve/multimodal crashes, but the failing paths differ: continuous-batching Qwen3.5 AttributeError vs Gemma4Processor missing _tokenizer." - }, - { - "left": "issue:44186", - "right": "issue:45072", - "accept": false, - "reason": "Different bugs: LayoutLMv2Tokenizer NER/padding crash versus dtype mismatch in SwitchTransformers/TimmWrapperModel inference." - }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "TrainerState token-count tracking is unrelated to GPT-OSS perplexity evaluation." + "reason": "Unrelated bugs: TrainerState token counting vs GPT-OSS perplexity regression." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Both mention offloading/memory, but one is quantization offloading behavior and the other is mmap OOM on Strix Halo; not the same bug." + "reason": "Both mention memory/offload, but one is quantization offloading behavior and the other is mmap/OOM on Strix Halo; different root causes." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v-9b loading failure." + "reason": "Different models and failures: BeitImageProcessorFast label reduction vs glm-4v-9b load failure." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Different regression classes: Blip2 dtype propagation vs Trainer resume/max_steps calculation." + "reason": "Blip2 dtype propagation bug vs Trainer checkpoint resume/max_steps calculation; unrelated." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "Both are model-run failures, but one is a 3d_parallel.py runner issue and the other is Qwen3Moe FineGrainedFP8Config loading." + "reason": "3d_parallel.py runtime issue vs Qwen3Moe FineGrainedFP8Config failure; not the same bug." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Both concern config/tokenizer loading after v5, but one is strict model config handling and the other is a tokenizer-loading regression for a specific model." + "reason": "Config-loading strictness for granite_speech vs tokenizer loading failure for est-roberta on v5; different code paths." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "Different code paths: Bamba torch.compile with SDPA versus BitNet packed-weight unpacking during accelerate loading." + "reason": "Different failures: Bamba torch.compile with SDPA vs BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Different vision-model bugs: OmDet processor size mismatch versus Perceiver non-default-resolution interpolation failure." + "reason": "Both are image-size/preprocessing mismatches, but for different models and mechanisms; not the same concrete bug." }, { "left": "issue:44479", "right": "issue:44918", "accept": false, - "reason": "Both involve Qwen-family regressions, but one is video-input handling and the other is trl SFT unpacking of embeddings." + "reason": "Both touch Qwen models, but one is a video-input regression and the other is TRL SFT unpacking of embeddings." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Different processors/models and failures: LayoutLMv2Tokenizer crash versus OmDet image-size mismatch." + "reason": "LayoutLMv2Tokenizer NER/padding crash vs OmDet-Turbo image size mismatch; unrelated." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Trainer custom compute_loss signature mismatch is unrelated to Qwen3Moe FineGrainedFP8Config loading." + "reason": "CustomTrainer compute_loss signature mismatch vs Qwen3Moe FP8 load failure; unrelated." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "CustomTrainer keyword-argument regression is unrelated to the 3d_parallel.py execution issue." + "reason": "CustomTrainer keyword-arg regression vs 3d_parallel.py runtime issue; unrelated." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure is not the same as Qwen2.5-GGUF loading failure under transformers v5." + "reason": "Quantized model saving failure vs Qwen2.5-GGUF loading failure; both are quantization-related but not the same bug." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Different config serialization bugs: Gemma3TextConfig API mismatch vs GPTNeoX rotary_pct not persisting on reload." + "reason": "Different config regressions in different models: Gemma3TextConfig API mismatch vs GPTNeoX rotary_pct reload issue." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM prediction regression is unrelated to Qwen3.5 recurrent-state cache reset." + "reason": "CamemBERT masked LM regression vs Qwen3.5 modular recurrent-state reset bug; unrelated." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "FineGrainedFP8Config model load failure is unrelated to dequantized model loading with device_map=auto offload." + "reason": "Qwen3Moe FP8 failure vs device_map=auto dequantized-model offload failure; different code paths." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Both are runtime/inference failures, but the model families and failures differ: Bamba SDPA compile issue vs bark-small CPU offload device mismatch." + "reason": "Different load/compile problems on different models; no shared concrete bug." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert is a different failure from the 3d_parallel.py runner problem." + "reason": "Qwen3 auto device mapping cudaErrorAssert vs 3d_parallel.py issue; unrelated." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx missing are unrelated configuration bugs." + "reason": "Qwen3-MoE sliding_window behavior vs StableLmConfig missing pad_token_idx after v5 update; unrelated." }, { "left": "issue:44292", "right": "issue:44479", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to the Qwen2_5_vl / qwen3_vl video-input regression." + "reason": "Different Qwen model families and failures: NVFP4 run error vs video input regression." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Same broad GPT/Qwen MoE area, but the concrete failures differ: auto device mapping cuda assert versus tensor-parallel-only not working." + "reason": "Both involve parallelism on MoE models, but the affected model and failure mode are different; not a single underlying bug." }, { - "left": "issue:43388", - "right": "issue:45059", + "left": "issue:44186", + "right": "issue:44361", "accept": false, - "reason": "Metric-label dropping in evaluation is unrelated to SAM3 PCS text/bounding-box behavior." + "reason": "Different tokenizer issues in different models; no concrete shared code path." }, { - "left": "issue:44186", - "right": "issue:44361", + "left": "issue:43388", + "right": "issue:45059", "accept": false, - "reason": "Different tokenizer crashes for different models: LayoutLMv2Tokenizer NER/padding issue versus MLukeTokenizer task AttributeError." + "reason": "Metric gathering label-truncation bug vs SAM3 text/box behavior; unrelated." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and Qwen3VL weight_only loading error are distinct model-loading/processing bugs." + "reason": "Qwen3OmniMoe video-processing error vs Qwen3VL weight_only load error; different failure points." }, { "left": "issue:41720", "right": "issue:43873", "accept": false, - "reason": "Both touch Qwen model execution/offloading, but one is a cuda assert with auto device mapping and the other is quantization offloading behavior." + "reason": "Both mention device/offload concerns, but one is auto device mapping CUDA assert and the other is quantization offloading; not the same bug." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Both are serve/API crashes, but Gemma4Processor missing _tokenizer is unrelated to Qwen3.5 streaming inference failure." + "reason": "Gemma4Processor missing _tokenizer in serve vs Qwen3.5 streaming chat/completions failure; different issues." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and Llava Next segmentation fault are different models and different crash modes." + "reason": "Qwen3Moe FP8 issue vs Llava Next segmentation fault; unrelated." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "GenerationMixin import error is unrelated to running 3d_parallel.py." + "reason": "GenerationMixin import error vs 3d_parallel.py runtime failure; unrelated." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Trainer custom-loss signature mismatch is unrelated to Qwen3 auto device mapping cuda errors." + "reason": "Trainer compute_loss signature regression vs Qwen3 device-mapping CUDA assert; unrelated." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Exact same bug: Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding=False; these are duplicate reports of the same path." + "reason": "These are the same batched-input crash in Qwen2_5_VLProcessor.apply_chat_template with padding=False, described with near-identical reproduction." }, { - "left": "issue:33357", - "right": "issue:35707", + "left": "issue:41720", + "right": "issue:43746", "accept": false, - "reason": "MacOS bus error on CLIP model loading is unrelated to progressive generation with inputs_embeds and past_key_values." + "reason": "Qwen3 auto device mapping failure vs GraniteSpeech PEFT local-checkpoint loading problem; unrelated." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Different offload/loader bugs: bark-small CPU offload device mismatch versus BitNet packed-weights unpacking during accelerate loading." + "reason": "Both are loading/offload-related, but the model/code paths differ and the bugs are not the same concrete failure." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the duplicate call on 44514/44545 is well supported. The other pair verdicts are conservative and the distinctions are specific to the titles/body context provided." + "feedback": "Grounded overall: the cluster is dominated by unrelated issue reports, and the lone duplicate pair (44514/44545) is well supported by the packet. The canonical choice is conservative and the soft-edge rejections do not overclaim shared causality." }, "evaluator_used": true, "retried": false, @@ -3697,12 +3666,11 @@ "issue:45479" ], "soft_pairs": [ - "issue:41720|issue:43746", "issue:30064|issue:34634", "issue:43550|issue:43653", "issue:44368|issue:45357", - "issue:44625|issue:45479", "issue:44492|issue:44509", + "issue:44625|issue:45479", "issue:43606|issue:43653", "issue:43421|issue:43927", "issue:34634|issue:41720", @@ -3714,8 +3682,8 @@ "issue:43381|issue:43844", "issue:42886|issue:44843", "issue:44077|issue:44625", - "issue:43421|issue:43653", "issue:44918|issue:44936", + "issue:43421|issue:43653", "issue:43531|issue:44589", "issue:44987|issue:45042", "issue:43994|issue:44671", @@ -3729,184 +3697,178 @@ "issue:39692|issue:43873", "issue:44220|issue:44661" ], - "prepared_review_unit_hash": "1a20c543544ef84e329bc5ca266c0f232f714acd92d0ca23402ae0569d84ea8e", + "prepared_review_unit_hash": "2a8b8b47fa7fa1cf25bff901627818582021fc8d80e12c470fb7aadb2a556f25", "component_budget": { "node_count": 362, "item_count": 362, "soft_pair_count": 1351, - "serialized_chars": 697234, - "estimated_input_tokens": 174309, - "estimated_eval_tokens": 348874 + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37251, - "estimated_input_tokens": 9313, - "estimated_eval_tokens": 18882 + "soft_pair_count": 30, + "serialized_chars": 36958, + "estimated_input_tokens": 9240, + "estimated_eval_tokens": 18736 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated tokenizer, model-loading, training, vision, or docs bugs that only share broad library vocabulary. None of the soft edges looks like the same underlying issue or a mergeable PR pair.", - "confidence": 0.96, - "canonical_issue_reason": "No clear canonical issue: the items span many unrelated code paths, and the soft edges are only superficial title similarity rather than one underlying bug.", + "summary": "This is a heterogeneous cluster of mostly unrelated Transformers bug reports; the title/body overlap is superficial in each soft pair, and none of the candidate pairs look like the same concrete bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out: the cluster spans many different subsystems (tokenizers, generation, image processors, training, quantization, docs), so the items are not one duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "Weak fit at best: issue 43421 is the broadest tokenizer-internals report, but it still does not represent the rest of the cluster well.", + "best_issue_reason": "issue:44843 is the best representative anchor if one is needed: it is open, clearly scoped, and has a concrete reproducible tokenizer/offline regression with a specific code path.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:41720", - "right": "issue:43746", - "accept": false, - "reason": "Different failures: Qwen3 device-map CUDA assert vs GraniteSpeech PEFT local-checkpoint loading." - }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Unrelated domains: image segmentation-map processing vs Bark voice preset handling." + "reason": "Different products and failures: image processor void segmentation maps vs BarkProcessor voice_preset handling." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "Different subsystems: torch.compile/SDPA model bug vs tokenizer special-token registration/decode issue." + "reason": "Unrelated bugs: torch.compile/SDPA on Bamba vs BigBirdTokenizer special-token decode output." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "Both involve Qwen3.5, but one is a tied-embeddings warning and the other is a save_pretrained serialization bug; not the same code path." + "reason": "One is a tied-embeddings warning during LoRA fine-tuning; the other is a save/load regression for visual encoder keys." }, { - "left": "issue:44625", - "right": "issue:45479", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "Both touch classification config, but one is num_labels propagation and the other is zero-loss behavior from problem_type handling." + "reason": "A typo in cache strategy docs is not the same issue as stale pipeline-task docs removed in v5." }, { - "left": "issue:44492", - "right": "issue:44509", + "left": "issue:44625", + "right": "issue:45479", "accept": false, - "reason": "A typo in cache-strategy docs is unrelated to removed pipeline-task documentation." + "reason": "Both involve classification config, but one is num_labels propagation in Qwen3.5 and the other is a zero-loss bug for num_labels=1 across models." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "CPU offload device mismatch and BigBirdTokenizer special-token decode are separate bugs." + "reason": "CPU offload device-mismatch bug vs BigBirdTokenizer special-token registration/decode bug." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Both concern tokenization/config mutation, but one is runtime post-processor refresh and the other is save/load custom token IDs." + "reason": "Both are tokenizer/config-related, but one is runtime special-token post-processing and the other is save/load loss of custom token IDs." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are unrelated." + "reason": "BarkProcessor voice preset vs Qwen3 auto device mapping cuda assert; different model paths and symptoms." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Different model bugs: Perceiver image-size handling vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "Perceiver resolution/interpolation failure is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel bfloat16 inference." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal Qwen bugs, but one is from_pretrained/weight_only loading and the other is video vision_position_ids." + "reason": "Different multimodal bugs: Qwen3VL weight_only loading error vs Qwen2.5-VL video vision_position_ids regression." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading regressions, but for different models and different failure mechanisms." + "reason": "Both are model-loading failures, but they affect different models and describe different tokenizer/load paths." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken special-arg duplication is not the same bug as loading ScandiBERT." + "reason": "AddedToken special-kwarg TypeError is not the same as failing to load a specific tokenizer/model." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "Trainer token accounting and progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "TrainerState token counter not updating is unrelated to progressive generation with inputs_embeds/past_key_values." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing in eval mode and abnormal gradients under ZeRO-3 are distinct training issues." + "reason": "Gradient checkpointing eval-mode failure is not the same bug as gradient explosion under HfDeepSpeedConfig + ZeRO-3." }, { "left": "issue:42886", "right": "issue:44843", "accept": false, - "reason": "Both break HF_HUB_OFFLINE, but one is cache loading and the other is an unconditional model_info call in Mistral regex patching." + "reason": "Both mention offline/tokenizer loading, but one is general cache loading on HF_HUB_OFFLINE and the other is a specific mistral-regex patch calling model_info()." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are unrelated." + "reason": "Optional post_init prohibition in patchtsmixer is unrelated to Qwen3.5 num_labels propagation." }, { - "left": "issue:43421", - "right": "issue:43653", + "left": "issue:44918", + "right": "issue:44936", "accept": false, - "reason": "Both mention special tokens, but one is runtime post-processor syncing and the other is a model-specific tokenizer registration bug." + "reason": "Different trainer failures: SFT embedding unpacking vs evaluate-after-train behavior." }, { - "left": "issue:44918", - "right": "issue:44936", + "left": "issue:43421", + "right": "issue:43653", "accept": false, - "reason": "Trainer bugs, but different ones: SFT inputs_embeds unpacking vs evaluate-after-train failure." + "reason": "Runtime special-token/post-processor updates are not the same as BigBirdTokenizer mask-token registration." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Sliding-window Qwen3-MoE behavior and Float8 storage lookup failure are unrelated." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to the Float8 storage lookup error." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Loading a specific model and PIL image processors requiring torchvision are separate issues." + "reason": "A model-loading regression for physical-intelligence/fast is unrelated to PIL backend image processors requiring torchvision." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different models and different regressions: SigLIP2 output quality vs CamemBERT masked-LM predictions." + "reason": "Both are model-output correctness reports, but they concern different architectures and failure modes." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Both are vision-model processor mismatches, but one is a docs/quantization example and the other is OmDet-Turbo size mismatch." + "reason": "Both are vision-related, but one is a SigLIP2 docs/model-processor mismatch and the other is OmDet-Turbo input-size mismatch." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "TokenizerBackend post-processor updates and LayoutLMv2 NER/padding crashes are separate tokenizer bugs." + "reason": "Special-token post-processor updates are not the same as LayoutLMv2Tokenizer NER padding/truncation crashes." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Deepspeed/BERT initialization and feature-extraction helper failure are unrelated." + "reason": "Zero3/BertModel index error and fbank feature extraction issue are unrelated code paths." }, { "left": "issue:43531", @@ -3918,31 +3880,31 @@ "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both involve Mistral regex/tokenizer handling, but one crashes on backend_tokenizer absence while the other is a Kimi-K2.5 codec regression." + "reason": "Both mention mistral regex/tokenizer handling, but one is an AttributeError in _patch_mistral_regex and the other is a Kimi-K2.5 codec-handling regression." }, { "left": "issue:43746", "right": "issue:45381", "accept": false, - "reason": "GraniteSpeech PEFT checkpoint loading and Qwen2.5-VL video position IDs are unrelated." + "reason": "PEFT/local-checkpoint loading for GraniteSpeech is unrelated to Qwen2.5-VL video position IDs." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Both are validation/labeling bugs, but one is XOR input validation messaging and the other is degenerate loss for num_labels=1." + "reason": "Both involve sequence-classification validation, but one is bad input_ids/inputs_embeds error messaging and the other is a degenerate zero-loss training bug." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 docs/quantization issues and quantized offloading behavior are not the same bug." + "reason": "SigLIP2 docs/model mismatch is unrelated to offloading problems with quantization." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction and add-new-model-like tokenizer mapping failure are unrelated." + "reason": "fbank feature extraction and add-new-model-like handling of TOKENIZER_MAPPING_NAMES are different subsystems and failures." } ] }, @@ -4017,10 +3979,10 @@ "soft_pairs": [ "issue:43540|issue:44008", "issue:43746|issue:43873", - "issue:43618|issue:43697", "issue:40444|issue:43746", - "issue:44843|issue:45081", + "issue:43618|issue:43697", "issue:43716|issue:44008", + "issue:44843|issue:45081", "issue:43720|issue:43819", "issue:43653|issue:43720", "issue:43335|issue:43756", @@ -4036,224 +3998,224 @@ "issue:43577|issue:43582", "issue:43531|issue:43643", "issue:43782|issue:44977", - "issue:44448|issue:44671", "issue:43644|issue:43749", + "issue:44448|issue:44671", "issue:44561|issue:45020", "issue:43653|issue:43819", - "issue:43825|issue:43994", "issue:44821|issue:45084", + "issue:43825|issue:43994", "issue:43550|issue:43819", "issue:44186|issue:44442", "issue:43825|issue:43827" ], - "prepared_review_unit_hash": "6e5f4e11276b36489bdc69578675c01afec2389cc2263536b3e02e692685f432", + "prepared_review_unit_hash": "0fe87f5b7c151165ad1edb273945f3525d8a0eccd8641e74d231787e78894c0b", "component_budget": { "node_count": 362, "item_count": 362, "soft_pair_count": 1351, - "serialized_chars": 697234, - "estimated_input_tokens": 174309, - "estimated_eval_tokens": 348874 + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36284, - "estimated_input_tokens": 9071, - "estimated_eval_tokens": 18398 + "serialized_chars": 36280, + "estimated_input_tokens": 9070, + "estimated_eval_tokens": 18396 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft-edge candidates are mostly near-miss similarities rather than true duplicates: they share broad subsystems (tokenizers, multimodal models, loading, v5 regressions) but not the same concrete bug or fix path.", - "confidence": 0.91, - "canonical_issue_reason": "No single canonical issue cleanly covers this cluster; the items are heterogeneous. If forced to pick a representative, issue:45020 is the broadest umbrella, but it only reflects the remote_code regression subset.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues. I do not see a strong duplicate cluster; the only near-match is the Mistral regex/helper area, but the paired reports describe different failure modes.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45081 is the most concrete standalone report in the set: it names the exact exception, trigger, and code path (`_patch_mistral_regex` with `fix_mistral_regex=True`), making it the best representative issue here.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best umbrella-style representative because it summarizes the broadest recent-version regression theme, but it still does not subsume the unrelated tokenizer, multimodal, and loading bugs in the set.", + "best_issue_reason": "issue:45081 is the clearest, most actionable issue in the cluster and the best single representative of the only closely related pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Different models and failures: Qwen3OmniMoe video-input processing vs Gemma 3n forward variable collision." + "reason": "Different models and different bugs: Qwen3OmniMoe video-input processing vs Gemma3n variable-name collision." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Both are loading-related, but one is PEFT/local checkpoint loading and the other is quantization offloading behavior; not the same bug." - }, - { - "left": "issue:43618", - "right": "issue:43697", - "accept": false, - "reason": "CLIP attentions field regression and RTDetr output drift are unrelated code paths and fixes." + "reason": "GraniteSpeech PEFT/local checkpoint loading is unrelated to quantization offloading behavior." }, { "left": "issue:40444", "right": "issue:43746", "accept": false, - "reason": "IterableDataset multi-image finetuning failure is unrelated to GraniteSpeech PEFT checkpoint loading." + "reason": "IterableDataset multi-image fine-tuning failure is not the same as GraniteSpeech local checkpoint loading." }, { - "left": "issue:44843", - "right": "issue:45081", + "left": "issue:43618", + "right": "issue:43697", "accept": false, - "reason": "Both touch _patch_mistral_regex, but one is an offline model_info call and the other is a backend_tokenizer attribute crash; different concrete bugs." + "reason": "CLIP attentions regression and RTDetrV2 output drift are different code paths and symptoms." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Blip/Mistral dtype mismatch and Gemma3n variable collision are unrelated." + "reason": "Mistral image-preprocessor dtype mismatch is unrelated to Gemma3n audio mask attribute collision." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both involve `_patch_mistral_regex`, but the reported failures differ: offline `model_info()` access vs missing `backend_tokenizer` attribute." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "BitNet packed-weight loading and DAC from_latents/STE mismatch are different model-specific issues." + "reason": "BitNet packed-weight loading and DAC latent reconstruction are unrelated bugs." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "BigBirdTokenizer special-token decode issue is unrelated to BitNet accelerate loading." + "reason": "BigBirdTokenizer special-token decode failure is unrelated to BitNet accelerate-loading unpacking." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "Different models and mechanisms: SwitchTransformers sparse-layer config vs Smollm3 RoPE-layer dropping." + "reason": "SwitchTransformers sparse-layer config bug and Smollm3 RoPE-layer dropping are different model/config issues." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "Tokenizer AddedToken special-arg duplication is not the same as failing to load cjvt/sleng-bert." + "reason": "AddedToken special-argument error is not the same as failing to load `cjvt/sleng-bert`." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "ImageProcessor segmentation-map handling and GenerationMixin import failure are unrelated." + "reason": "Image processor void-segmentation-map handling is unrelated to the GenerationMixin import error." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2 tokenizer padding/NER crash and Perceiver interpolation failure are different bugs." + "reason": "LayoutLMv2 tokenizer crashes on NER/padding are unrelated to Perceiver image-classification size handling." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Runtime special-token post-processor update and Whisper batch_decode skip_special_tokens are separate tokenizer/processor behaviors." + "reason": "Runtime special-token post-processor update bug is not the same as Whisper batch_decode skip_special_tokens behavior." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Different failures in different models: torch.compile+SDPA vs bfloat16 dtype mismatch." + "reason": "Bamba torch.compile/SDPA failure and dtype mismatch in SwitchTransformers/TimmWrapperModel are different bugs." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both involve video inputs, but the models and reported failures differ (Qwen3OmniMoe processing vs Qwen2.5-VL vision_position_ids)." + "reason": "Different multimodal models and different symptoms: Qwen3OmniMoe video processing vs Qwen2.5-VL vision_position_ids." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "BLIP2 dtype retention and Video-LLaVA temporal-attention/weight-sharing issues are unrelated." + "reason": "BLIP2 dtype retention and Video-LLaVA temporal-attention/weight-sharing are unrelated." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to DiaConfig custom token ID loss on save/load." + "reason": "torch.compile/SDPA failure is unrelated to DiaConfig losing custom token IDs after save/load." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "AutoConfig missing fields with trust_remote_code and strict granite_speech config loading are different config-path issues." + "reason": "Generic trust_remote_code config field loss and granite_speech strict-config loading are not the same issue." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Model dtype retention and Apple Silicon caching_allocator_warmup TypeError are unrelated." + "reason": "BLIP2 dtype mismatch and Apple Silicon caching allocator warmup TypeError are unrelated." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and trust_remote_code AutoConfig fields are unrelated." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to trust_remote_code config field loss." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Qwen3VL weight_only load error and Qwen3.5 flash-attention generation issue are different failures." + "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation problem are different failures." }, { - "left": "issue:44448", - "right": "issue:44671", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "Both are v4/v5 output regressions, but they concern different models and tasks." + "reason": "Non-persistent buffer junk in v5 is unrelated to FSDP CPU RAM efficient loading." }, { - "left": "issue:43644", - "right": "issue:43749", + "left": "issue:44448", + "right": "issue:44671", "accept": false, - "reason": "Non-persistent buffer initialization junk and FSDP CPU RAM efficient loading are separate loading/state issues." + "reason": "Pegasus output drift and CamemBERT masked-LM regression are different model regressions." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "45020 is a broad umbrella around remote_code regressions; 44561 is one specific trust_remote_code breakage from a removed helper, not the same issue." + "reason": "`is_torch_fx_available` removal is a specific breakage; the other is a broad umbrella report about remote_code models, so they are not clearly the same concrete bug." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "BigBirdTokenizer special-token decode and DAC latent reconstruction mismatch are unrelated." + "reason": "BigBirdTokenizer special-token issue and DAC forward/from_latents mismatch are unrelated." }, { - "left": "issue:43825", - "right": "issue:43994", + "left": "issue:44821", + "right": "issue:45084", "accept": false, - "reason": "Pipeline translation error messaging and SigLIP2 nonsensical outputs are unrelated." + "reason": "AutoImageProcessor URL loading and template-node compilation errors do not share the same code path." }, { - "left": "issue:44821", - "right": "issue:45084", + "left": "issue:43825", + "right": "issue:43994", "accept": false, - "reason": "AutoImageProcessor URL loading and template-node compilation errors are unrelated." + "reason": "pipeline error-message regression and SigLIP2 nonsensical output are unrelated." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Different model families and different code paths: SDPA compile failure vs DAC latent decoding mismatch." + "reason": "Bamba SDPA/compile failure and DAC latent mismatch are different bugs." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "LayoutLMv2 tokenizer crash and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different tokenizer issues." + "reason": "LayoutLMv2 tokenizer NER/padding crash is unrelated to AutoTokenizer failing to load FastSpeech2ConformerTokenizer." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Both are about pipeline deprecation fallout, but one is a bad runtime error message and the other is outdated docs; separate fixes." + "reason": "One is an error-message regression; the other is stale documentation after pipeline removals, so they are not the same bug/change." } ] }, @@ -4355,190 +4317,202 @@ "issue:43746|issue:44811", "issue:44589|issue:45042" ], - "prepared_review_unit_hash": "185078575abf880b9b189dca2165dfef5743d6fad9c4ce2f230db3e63c3d21ca", + "prepared_review_unit_hash": "1c6952c0eb1ca9402531ef7a5bcf58f1832eb309dd97917450075616393e087d", "component_budget": { "node_count": 362, "item_count": 362, "soft_pair_count": 1351, - "serialized_chars": 697234, - "estimated_input_tokens": 174309, - "estimated_eval_tokens": 348874 + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36088, - "estimated_input_tokens": 9022, - "estimated_eval_tokens": 18300 + "serialized_chars": 36089, + "estimated_input_tokens": 9023, + "estimated_eval_tokens": 18302 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated bug reports spanning tokenizers, model loading, processors, training, and backend-specific failures. None of the soft pairs look like the same underlying bug/change closely enough to merge, so all soft edges should be rejected. The clearest standalone issue is #45081, which has a concrete traceback and a specific tokenizer code path.", - "confidence": 0.91, - "canonical_issue_reason": "#45081 is the most canonical issue in this set: it is specific, has an explicit traceback, names the exact failing function and flag, and is scoped to a concrete tokenizer loading path.", + "summary": "This cluster is heterogeneous: the soft pairs mostly share broad themes like loading, tokenizers, processors, or dtype/device issues, but they point to different models, APIs, and failure modes. I do not see any pair that looks like the same underlying bug/change.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated bugs across image processing, tokenizers, model loading, training, and device/dtype behavior.", "canonical_pr_reason": null, - "best_issue_reason": "#45081 is the strongest issue candidate because it is actionable, well-scoped, and tied to a reproducible AttributeError in a single code path.", + "best_issue_reason": "No issue is a strong global representative because the cluster is not a true duplicate set; selecting one would mischaracterize the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "Different problems: a vague content issue vs an isolated reproduction of another bug; no shared code path or fix." + "reason": "Generic/placeholder issue vs isolated reproduction of issue #38071; no shared bug." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "One is CUDA assert during auto device mapping for Qwen3, the other is tokenizer loading for EMBEDDIA/est-roberta; unrelated failures." + "reason": "CUDA assert in Qwen3 auto device mapping is unrelated to tokenizer loading for EMBEDDIA/est-roberta." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask/tensor shape mismatch in one report versus trainer evaluate-after-train behavior in the other; not the same bug." + "reason": "Different failure surfaces: mask/tensor shape index error vs trainer.evaluate() breaking after train()." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Both are processor/tokenizer errors, but they fail in different classes and code paths: Mistral regex patching vs Gemma4Processor missing _tokenizer." + "reason": "Mistral regex patch tokenizer crash and Gemma4Processor missing _tokenizer are different code paths/models." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Image segmentation map processing and CustomTrainer.compute_loss signature mismatch are unrelated." + "reason": "ImageProcessor segmentation-map handling is unrelated to CustomTrainer.compute_loss signature mismatch." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Package/backend dependency issue versus a tokenizer patch crash; no common concrete bug." + "reason": "Packaging/backend dependency issue vs tokenizer regex crash; not the same underlying bug." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "CPU offload device mismatch for Bark-small is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Bark CPU offload device mismatch is distinct from dtype mismatch in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Different domains and failures: OmDet-Turbo image size mismatch versus dtype mismatch in inference." + "reason": "Input-size mismatch in OmDet-Turbo processor is unrelated to bfloat16 inference dtype mismatches." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Both involve Qwen/VL models, but one is a from_pretrained weight_only error and the other is a RoPE position-id scaling bug." + "reason": "Different Qwen VL bugs: from_pretrained weight_only error vs rope index scaling logic." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "GLM-5 RoPE implementation bug and docs mentioning removed pipeline tasks are separate issues." + "reason": "RoPE implementation discussion is not the same as docs still mentioning removed pipeline tasks." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset bug is unrelated to the GenerationMixin import error." + "reason": "BarkProcessor voice_preset bug and GenerationMixin import error are unrelated." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both mention tied-weights warnings, but they concern different models and different symptoms; not a single concrete bug." + "reason": "Both mention tie warnings, but they concern different models and different warning causes." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "BitNet accelerate-loading unpacking bug is unrelated to dtype mismatches in other models." + "reason": "Packed-weight unpacking during loading is a different bug than dtype mismatch during inference." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and DAC.from_latents vs forward mismatch are separate code paths." + "reason": "Audio chat-template sampling-rate default and DAC latent/STE mismatch are unrelated." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon TypeError in caching allocator warmup is unrelated to CUDA AMP crashes in LwDetrImageLoss." + "reason": "Apple Silicon allocator warmup TypeError is unrelated to LWDetr float16 AMP CUDA crash." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both touch loading, but one is FSDP CPU RAM efficient loading and the other is init_empty_weights passing an unexpected argument; not the same bug." + "reason": "Both involve loading, but one is FSDP CPU RAM efficient loading and the other is an unexpected init_empty_weights argument." }, { "left": "issue:43653", "right": "issue:44671", "accept": false, - "reason": "Tokenizer special-token registration and masked LM prediction drift are different issues." + "reason": "BigBirdTokenizer special-token decoding issue is not the same as CamemBERT masked-LM prediction differences." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug does not match RTDetrV2 output differences in v5." + "reason": "BeitImageProcessorFast reduce_labels bug and RTDetrV2 output differences are separate issues." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Image processor label reduction and an MPS attention correctness issue are unrelated." + "reason": "Image processor label reduction bug is unrelated to the MPS attention correctness issue." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "BigBirdTokenizer decode bug and MXFP4 quantization loading fallback are different code paths." + "reason": "Tokenizer mask-token decode bug is unrelated to MXFP4 quantization falling back to bf16." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "AyaVision lm_head tying and Blip2 dtype propagation are separate model-loading problems." + "reason": "AyaVision weight-tying bug and BLIP2 dtype retention bug are different loading/model-initialization problems." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Tokenizer special-token handling for mdeberta-v3-base and LlamaTokenizer pre-tokenizer override for DeepSeek are not the same fix." + "reason": "mdeberta special-tokens behavior and LlamaTokenizer pre-tokenizer override are different tokenizer regressions." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "gguf_file loading breakage and tokenizer loading failure for a specific model are unrelated." + "reason": "gguf_file loading breakage and est-roberta tokenizer loading failure are separate issues." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset bug and trainer compute_loss keyword mismatch are unrelated." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "DeepSpeed ZeRO-3 + non-pretrained Bert index error is not the same as evaluate-after-train behavior." + "reason": "Deepspeed ZeRO3 index error with non-pretrained Bert is unrelated to evaluate-after-train failure." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MOE conversion/loading issue and multimodal token counting video-branch bug are different paths." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "PEFT local checkpoint loading and Whisper batch_decode skip_special_tokens handling are unrelated." + "reason": "GraniteSpeech PEFT local checkpoint loading and Whisper batch_decode special-token handling are unrelated." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to PIL backend processors requiring torchvision." + "reason": "Missing Float8 storage object and PIL backend torchvision dependency are unrelated." } ] }, @@ -4614,9 +4588,9 @@ "soft_pairs": [ "issue:43854|issue:44977", "issue:38175|issue:44610", - "issue:39692|issue:44912", "issue:36010|issue:43645", "issue:43257|issue:43696", + "issue:39692|issue:44912", "issue:43819|issue:43927", "issue:43262|issue:44811", "issue:43720|issue:44610", @@ -4631,239 +4605,239 @@ "issue:43257|issue:43756", "issue:43329|issue:43450", "issue:43577|issue:45072", - "issue:43697|issue:45357", "issue:43452|issue:43582", + "issue:43697|issue:45357", "issue:41720|issue:43540", "issue:44479|issue:45381", "issue:44291|issue:45042", "issue:44062|issue:44991", - "issue:43540|issue:44560", "issue:42915|issue:43742", + "issue:43540|issue:44560", "issue:43927|issue:44912", "issue:43540|issue:44479", "issue:42915|issue:44821", "issue:33357|issue:34567" ], - "prepared_review_unit_hash": "b2d1458166ec460135b1a93115be94b3cf7ef1da0944bc385202760abd6d2bbc", + "prepared_review_unit_hash": "e5544f86906b871aba37808834e3164c88a650816cb6e6604eb7fe40a2e8641f", "component_budget": { "node_count": 362, "item_count": 362, "soft_pair_count": 1351, - "serialized_chars": 697234, - "estimated_input_tokens": 174309, - "estimated_eval_tokens": 348874 + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37099, - "estimated_input_tokens": 9275, - "estimated_eval_tokens": 18806 + "serialized_chars": 37096, + "estimated_input_tokens": 9274, + "estimated_eval_tokens": 18804 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidate pairs are unrelated and should stay separate. The only clear overlaps are the Qwen video-input regressions around v5.3.0, which appear to share the same underlying multimodal/video code-path issue.", - "confidence": 0.76, - "canonical_issue_reason": "issue:44479 is the broadest and clearest report of the shared Qwen video-input regression, covering multiple affected Qwen VL variants and matching the other video-related soft edges.", + "summary": "This cluster is mostly heterogeneous: many issues are only superficially similar (Qwen/video/loading/tokenizer/dtype regressions) but point to different code paths. The only clear duplicate-like subset is the Qwen 5.3.0 video-input regression pair.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44479 is the best anchor for the only apparent duplicate subset: it is the broadest Qwen 5.3.0 video-input regression report and can absorb the more specific qwen2.5-vl video symptom in issue:45381.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the best canonical issue because it describes the user-facing regression most generally and is broad enough to subsume the narrower video-position/tokenization reports.", + "best_issue_reason": "issue:44479 is the most representative issue in the cluster for the accepted video-regression subset; the rest of the items are too diverse to share one canonical bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Different models and symptoms; CLIP load crash vs Qwen3.5 flash-attention generation bug." + "reason": "Different models and failure modes: GLM-4.7 load/test issue vs Qwen3.5 flash-attention generation." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Unrelated subsystems: SigLIP2 probability issue vs OmDet-Turbo image-size mismatch." - }, - { - "left": "issue:39692", - "right": "issue:44912", - "accept": false, - "reason": "Documentation/example errors vs MXFP4 quantization fallback; not the same bug." + "reason": "SigLIP2 probability bug vs OmDet-Turbo processor/model input-size mismatch; unrelated code paths." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "Both are version-5 breakages, but one is a GenerationMixin import error and the other is custom-model notebook init behavior." + "reason": "GenerationMixin import error is unrelated to Jupyter custom-model initialization." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3 MOE weight conversion/loading bug vs GPT-oss OOM; different failure modes." + "reason": "Qwen3 MoE weight-conversion/loading bug vs GPT-oss CUDA OOM; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 vs MXFP4 quantization fallback for gpt-oss." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "Different components entirely: DAC latent conversion vs DiaConfig token-id persistence." + "reason": "DAC from_latents/STE mismatch is unrelated to DiaConfig save/load token-id corruption." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sample-rate default vs Whisper batch_decode skip_special_tokens handling." + "reason": "Audio chat-template sampling-rate default vs Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Accelerate packed-weight loading bug vs OmDet processor input-size mismatch." + "reason": "Accelerate loading/unpacking for BitNet vs OmDet image-size mismatch; different fixes." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile/SDPA runtime bug vs quantization fallback; different code paths." + "reason": "Bamba torch.compile+SDPA failure is unrelated to gpt-oss MXFP4 quantization fallback." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer-related, but the titles indicate different models and different tokenizer regressions." + "reason": "Tokenizer add_special_tokens regression vs Kimi codec/warning regression; different tokenizer paths." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Packaging/backend dependency issue vs Python 3.14 import failure." + "reason": "Missing TensorFlow backend in torch install is unrelated to Python 3.14 import/load failure." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Both involve loading/memory, but one is FSDP CPU RAM efficient loading and the other is mmap/OOM on Strix Halo." + "reason": "Both mention memory/loading, but FSDP CPU RAM loading and Strix Halo mmap OOM are different bugs." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding window bug vs PIL backend torchvision dependency regression." + "reason": "Qwen3-MoE sliding_window issue vs PIL backend requiring torchvision; unrelated." }, { "left": "issue:43329", "right": "issue:44479", - "accept": true, - "reason": "Both point to the same Qwen video-input/multimodal-token regression in the video code path; one is the specific undefined-symbol bug, the other the broader downstream regression report." + "accept": false, + "reason": "Both involve video/VLMs, but one is undefined helpers in token counting and the other is a broader video-input regression." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "Both are API breakages, but one is GenerationMixin import and the other is compute_loss signature mismatch." + "reason": "Importing GenerationMixin and CustomTrainer.compute_loss kwargs are unrelated failures." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Different Qwen3 model-loading failures with different symptoms and causes." + "reason": "Qwen3 MoE accelerate/deepspeed loading bug vs Qwen3-VL weight-shape mismatch." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Qwen3 MOE loading vs Smollm3 RoPE layer dropping; unrelated." + "reason": "Qwen3 MoE weight conversion and Smollm3 RoPE-layer dropping are unrelated." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Both are video-related, but one is token counting in multimodal utilities and the other is a batched video processor shape bug." + "reason": "Video-token counting helper bug vs batched video processor shape bug; similar area, different underlying issue." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Different dtype mismatch regressions in different model families." + "reason": "Blip2 dtype staying float32 and SwitchTransformers/TimmWrapper dtype mismatches are model-specific loading bugs." }, { - "left": "issue:43697", - "right": "issue:45357", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "RTDetrV2 output regression vs Qwen3.5 save_pretrained visual-key regression; unrelated." + "reason": "gguf_file/from_pretrained breakage is unrelated to Apple Silicon caching_allocator_warmup TypeError." }, { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:43697", + "right": "issue:45357", "accept": false, - "reason": "Tokenizer/model gguf loading issue vs Apple Silicon allocator warmup TypeError." + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key corruption are unrelated." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Qwen3 auto device-mapping CUDA assert vs Qwen3OmniMoe video ValueError; different bugs." + "reason": "Qwen3 auto device mapping cudaErrorAssert and Qwen3OmniMoe video ValueError are different subsystems." }, { "left": "issue:44479", "right": "issue:45381", "accept": true, - "reason": "Both are Qwen2.5-VL/Qwen video-input regressions; 45381 looks like a narrower manifestation of the same bad video position handling." + "reason": "Same Qwen 5.3.0 video-input regression family; 45381 is a specific qwen2.5-vl symptom of the broader 44479 bug." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "init_empty_weights argument handling vs PIL/torchvision dependency issue." + "reason": "init_empty_weights/_is_hf_initialized bug is unrelated to PIL backend torchvision dependency regression." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer loading problems, but the titles do not show the same concrete failure or model/config." + "reason": "AddedToken special-argument conflict is unrelated to tokenizer loading failure for EMBEDDIA/est-roberta." }, { - "left": "issue:43540", - "right": "issue:44560", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "Different Qwen model variants and different video failures; not clearly the same bug." + "reason": "Qwen3Moe fine-grained FP8 failure and MobileLLM key error are unrelated loading bugs." }, { - "left": "issue:42915", - "right": "issue:43742", + "left": "issue:43540", + "right": "issue:44560", "accept": false, - "reason": "FineGrainedFP8Config issue vs MobileLLM key error; unrelated." + "reason": "Qwen3OmniMoe video-input ValueError and Qwen3-vl-embedding StopIteration are different model/code paths." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "Custom token ID persistence vs quantization fallback; unrelated." + "reason": "DiaConfig token-ID persistence bug is unrelated to gpt-oss MXFP4 quantization fallback." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Related by model family and video inputs, but the reported failures and model targets are different enough to keep separate." + "reason": "Qwen3OmniMoe video-processing failure is not the same regression as the Qwen 5.3.0 video-input issue." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Unrelated: FP8 Qwen3Moe loading vs AutoImageProcessor-from-URL loading." + "reason": "Qwen3Moe FP8 loading failure is unrelated to AutoImageProcessor-from-URL loading." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS bus error on CLIP vs TrainerState token counter not updating; unrelated." + "reason": "MacOS bus error with CLIP and TrainerState token counter not updating are unrelated issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The canonical issue choice is supported by the titles, and the only accepted soft-edge links are the clearly video-regression-related Qwen pairs, which look plausibly mergeable into a single bugfix. No obvious overstatement stands out." + "feedback": "The summary is grounded in the packet and stays conservative overall. The single accepted duplicate pair (44479/45381) is plausibly the broad Qwen 5.3.0 video-regression anchor with a more specific symptom, and the other soft-edge rejections are phrased cautiously as different bugs/code paths rather than over-claiming. No PR-mergeability issue applies here." }, "evaluator_used": true, "retried": false, @@ -4956,8 +4930,8 @@ "issue:34567|issue:36331", "issue:44792|issue:44964", "issue:43688|issue:43749", - "issue:44514|issue:45290", "issue:43742|issue:44589", + "issue:44514|issue:45290", "issue:43452|issue:43577", "issue:43643|issue:44561", "issue:45042|issue:45081", @@ -4966,230 +4940,227 @@ "issue:43697|issue:45216", "issue:43452|issue:44843" ], - "prepared_review_unit_hash": "6f74cd32eb2dd254ef3829a0a33f4c068071ea5c66d70804a2b23130d23aa0bb", + "prepared_review_unit_hash": "f5e545888df399f2135cf3a46ba35f1552cc798ed5d66791e9a82953dabcb34a", "component_budget": { "node_count": 362, "item_count": 362, "soft_pair_count": 1351, - "serialized_chars": 697234, - "estimated_input_tokens": 174309, - "estimated_eval_tokens": 348874 + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37287, - "estimated_input_tokens": 9322, - "estimated_eval_tokens": 18900 + "serialized_chars": 37292, + "estimated_input_tokens": 9323, + "estimated_eval_tokens": 18902 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster remains heterogeneous overall: most items are unrelated loading, dependency, training, or model-specific bugs. I only accept one soft-edge duplicate pair, the two SigLIP2 reports, because they point to the same model-family output regression. The other soft edges are rejected as separate failure modes, with the Qwen2.5-VL and tool-call pairs kept conservative and grounded in the packet text.", - "confidence": 0.95, - "canonical_issue_reason": "No single issue cleanly represents the cluster; the items span many distinct code paths and bug classes, so any one issue would be a poor canonical for the whole set.", + "summary": "All items are issue reports, not PRs. The soft edges mostly connect superficially similar loading/model bugs, but they span different models, APIs, and failure modes, so I don\u2019t see any clear duplicate pairs. I\u2019d treat issue:43452 as the most central representative only because it has the most soft links, not because it subsumes the others.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43452 is the most connected node in this similarity set and is the broadest from_pretrained/load-path report, though the cluster is still heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: the only clear local duplicate is the SigLIP2 pair, but the cluster as a whole is too mixed for one issue to serve as a reliable representative.", + "best_issue_reason": "Best representative of the loose loading/auto-class subgroup; it is the most reusable summary point, but not a true duplicate hub.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Backend packaging/dependency problem vs missing Qwen2.5-VL symbol import; not the same bug." + "reason": "Different problems: backend extra/install packaging vs missing model export/import." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque failure is unrelated to a PEFT version pin regression." + "reason": "Unrelated failures: DeepSpeed ZeRO3 deque error vs PEFT version pin mismatch." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Torch backend packaging issue vs a specific model-loading failure; different failures." + "reason": "Both are loading-related, but one is torch extra backend packaging and the other is a specific model-load regression." }, { "left": "issue:43906", "right": "issue:45381", "accept": false, - "reason": "The packet only shows an isolated repro and a Qwen2.5-VL video position_ids bug; no grounded evidence they are the same defect." + "reason": "Different code paths and symptoms: isolated reproduction of one bug vs Qwen2.5-VL video position-id regression." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "BEiT fast processor label-reduction bug vs sequence-classification zero-loss bug; different code paths." + "reason": "Different training/classification bugs: BEiT fast processor label reduction vs degenerate zero loss." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Both are vision-model related, but the model and symptom are different enough that they do not look like one bug." + "reason": "Different models and failures: SigLIP2 zero probabilities vs Perceiver non-default-resolution image classification." }, { "left": "issue:43582", "right": "issue:43782", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError is unrelated to Qwen3VL weight_only loading." + "reason": "Different subsystems: AppleSilicon allocator warmup TypeError vs Qwen3VL weight_only load error." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "save_pretrained shard sizing vs AutoProcessor kwargs forwarding are separate issues." + "reason": "Save-pretrained shard-size question vs AutoProcessor kwargs forwarding bug; not the same defect." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Missing PyTorch ImportError is not the same as a Llama 3.2 Vision loading regression." + "reason": "Generic missing PyTorch import vs a Llama 3.2 Vision model-loading regression." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model initialization breakage and FSDP CPU RAM-efficient loading are different code paths." + "reason": "Different failures: custom model init breakage in v5 vs FSDP CPU RAM efficient loading." }, { "left": "issue:36010", "right": "issue:42175", "accept": false, - "reason": "GenerationMixin import failure and TensorFlow backend packaging are unrelated." + "reason": "Importing GenerationMixin and missing TensorFlow backend are unrelated issues." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "MobileLLM key error and init_empty_weights/_is_hf_initialized mismatch are separate problems." + "reason": "Different loading errors: MobileLLM key error vs init_empty_weights receiving an unexpected argument." }, { "left": "issue:43493", "right": "issue:43994", - "accept": true, - "reason": "Both reports describe the same SigLIP2 model producing incorrect or nonsensical outputs, indicating the same underlying bug." + "accept": false, + "reason": "Same model family, but one is HF-vs-JAX parity and the other is downstream inference/output quality; not clearly one fix." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both involve config fields, but they concern different models and different failure mechanisms." + "reason": "Different config-loading bugs: missing fields in AutoConfig return object vs missing deepstack_visual_indexes in a model config." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "PyTorch-missing ImportError and LayoutLMv3 error-message clarity are not duplicates." + "reason": "Both mention error messages, but they are different failures on different models/code paths." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Both touch RoPE/position handling, but they are different models and distinct bugs." + "reason": "Both involve RoPE/position handling, but they affect different models and different mechanics." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "AddedToken constructor conflict is unrelated to the Mistral regex crash." + "reason": "Tokenizer AddedToken argument conflict vs Mistral regex patch backend_tokenizer attribute error." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "init_empty_weights argument handling and AutoImageProcessor URL loading are separate failures." + "reason": "Different APIs: init_empty_weights model loading vs AutoImageProcessor URL loading." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "gguf loading breakage and a specific model load failure for cjvt/sleng-bert are different issues." + "reason": "Both are loading issues, but one is gguf-specific tokenizer/model loading and the other is a specific model compatibility failure." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token-counting update and CustomTrainer signature mismatch are different trainer bugs." + "reason": "TrainerState token counting bug vs CustomTrainer compute_loss signature mismatch." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "A janus test failure is not the same as loading Phi-4 multimodal instruct." + "reason": "Different models and failures: janus image-generation test vs Phi-4 multimodal load regression." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Auxiliary-loss normalization and FSDP CPU RAM-efficient loading are unrelated." + "reason": "Different areas: auxiliary-loss normalization vs FSDP CPU-efficient loading." }, { - "left": "issue:44514", - "right": "issue:45290", + "left": "issue:43742", + "right": "issue:44589", "accept": false, - "reason": "The packet describes batched-input/padding=False crashes on one side and tool-call assistant-message crashes on the other; not the same bug." + "reason": "Model key lookup failure vs missing Float8 storage type; unrelated defects." }, { - "left": "issue:43742", - "right": "issue:44589", + "left": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "MobileLLM loading key error is unrelated to float8 storage lookup failure." + "reason": "Both are apply_chat_template crashes, but under different inputs and edge cases; not clearly the same bug." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "gguf loading breakage and Blip2 dtype propagation are separate issues." + "reason": "Different dtype/loading behavior: gguf/model loading breakage vs Blip2 dtype propagation." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Both affect trust_remote_code models, but the concrete failure modes differ." + "reason": "Both touch trust_remote_code, but one is missing AutoConfig fields and the other is removal of a torch.fx helper breaking remote code." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "PIL backend torchvision dependency issue is unrelated to the Mistral regex crash." + "reason": "Unrelated: PIL image processor torchvision dependency vs Mistral regex patch crash." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." + "reason": "Different components: Qwen3-MoE sliding_window behavior vs AutoImageProcessor URL loading." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Batched-input/padding=False apply_chat_template crash and Qwen2.5-VL video position_ids bug are different problems." + "reason": "Both involve Qwen2.5-VL, but one is chat-template batching and the other is video vision_position_ids." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "RTDetrV2 output regression and Qwen3.5 checkpoint corruption are not the same bug." + "reason": "RTDetrV2 output regression and Qwen3.5 save_pretrained checkpoint corruption are different bugs." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "gguf loading breakage and offline model_info calls in _patch_mistral_regex are different code paths." + "reason": "Both are from_pretrained-path issues, but one is gguf handling and the other is offline model_info patching." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The overall heterogeneity summary is fine, but at least a couple of soft-edge reasons overreach the packet. In particular, issue:44514 is described in the packet as a batched-input/padding=False crash, not a tool-call crash, and issue:43906 relies on unknown external context (issue 38071) to justify the comparison to issue:45381. That makes the soft verdicts insufficiently grounded/conservative, so I can\u2019t accept this clustering." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -5255,10 +5226,10 @@ "issue:45440" ], "soft_pairs": [ - "issue:43688|issue:45440", "issue:44625|issue:44877", - "issue:43819|issue:44811", + "issue:43688|issue:45440", "issue:43720|issue:44898", + "issue:43819|issue:44811", "issue:41762|issue:44936", "issue:43653|issue:44568", "issue:44464|issue:44743", @@ -5268,8 +5239,8 @@ "issue:41720|issue:43906", "issue:43525|issue:43643", "issue:40444|issue:44811", - "issue:44843|issue:44991", "issue:44361|issue:44442", + "issue:44843|issue:44991", "issue:43577|issue:43697", "issue:38175|issue:43295", "issue:43653|issue:44361", @@ -5284,226 +5255,230 @@ "issue:43531|issue:43742", "issue:43577|issue:44554", "issue:43653|issue:43927", - "issue:43329|issue:45325" + "issue:43329|issue:45325", + "issue:44479|issue:44625" ], - "prepared_review_unit_hash": "20f9973b334efb4625fd81110350eb911477a185c65a853d07fc522688fd360f", + "prepared_review_unit_hash": "e12aa1ba7fd05f146bb34745997fb0257fdf32d5fa4e1167da5ee944b3157944", "component_budget": { "node_count": 362, "item_count": 362, "soft_pair_count": 1351, - "serialized_chars": 697234, - "estimated_input_tokens": 174309, - "estimated_eval_tokens": 348874 + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36486, - "estimated_input_tokens": 9122, - "estimated_eval_tokens": 18500 + "soft_pair_count": 31, + "serialized_chars": 36792, + "estimated_input_tokens": 9198, + "estimated_eval_tokens": 18652 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues spanning tokenizer/config problems, multimodal regressions, trainer/DeepSpeed failures, and model-specific bugs. Only one plausible duplicate edge stands out: the tied-weights v5 regressions around 44466 and 45005.", - "confidence": 0.91, - "canonical_issue_reason": "If a canonical issue must be chosen, issue 45005 is the broadest representative of the tied-weights v5 regression family and best covers the one plausible duplicate pair (44466/45005).", + "summary": "The cluster is highly heterogeneous: tokenizers, configs, multimodal processors, generation, training, and loading regressions. None of the soft pairs look like the same underlying bug/change, so no duplicate merges are justified.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated failures, so selecting one issue as the representative would be arbitrary and misleading.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45005 is the best representative issue in this set because it describes the broader tied-weights regression, while 44466 looks like a narrower symptom of the same underlying bug.", + "best_issue_reason": "No clear global best issue: the cluster is too mixed across subsystems for any single issue to represent it well.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43688", - "right": "issue:45440", - "accept": false, - "reason": "Both involve MoE-related model behavior, but one is auxiliary-loss normalization and the other is DeepSeekV3 implementation divergence; different bug surfaces and code paths." - }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Both are config-related, but one is num_labels propagation in Qwen3.5 and the other is strict loading for granite_speech; not the same underlying issue." + "reason": "Different problems: one is Qwen3.5 num_labels propagation, the other is strict config blocking granite_speech loading." }, { - "left": "issue:43819", - "right": "issue:44811", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "DAC latent decoding mismatch and Whisper batch_decode skip_special_tokens are unrelated tokenizer/model behaviors." + "reason": "Different model families and failure modes: MoE auxiliary-loss normalization vs DeepSeekV3 implementation divergence." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "Packed-weight loading for BitNet and Perceiver interpolation failures are different model paths with no shared bug." + "reason": "Unrelated bugs: BitNet packed-weight unpacking during load vs Perceiver image-classification resize/interpolation failure." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Different code paths: DAC latent reconstruction vs Whisper batch_decode skipping special tokens." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Gemma3 ZeRO-3 loading index error and trainer.evaluate-after-train failure are unrelated trainer/loading issues." + "reason": "Different stages of failure: Gemma3 DeepSpeed ZeRO-3 load-time index error vs trainer.evaluate() breaking after train()." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both touch special-token handling, but they affect different tokenizers and different behaviors (mask token registration vs BOS/EOS insertion)." + "reason": "Both are tokenizer-related, but the concrete bugs differ: BigBird special-token registration vs mdeberta add_special_tokens behavior." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Chunked generation with compiled forward and Qwen3.5 recurrent-state reset are different generation bugs." + "reason": "Both affect generation/caching, but one is compiled-forward chunked generation inconsistency and the other is recurrent state reset with cache." }, { "left": "issue:44466", "right": "issue:45005", - "accept": true, - "reason": "Both describe tied-weights regressions in v5; 45005 is the broader formulation and 44466 reads like a concrete manifestation of the same serialization/tied-weight bug." + "accept": false, + "reason": "Related theme of tied weights, but the reported failures are not the same concrete bug or mergeable fix scope." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Processor.tokenizer regression and Kimi-K2.5 codec/regex issues are unrelated tokenizer regressions." + "reason": "Different regressions: processor.tokenizer/images API breakage vs Kimi-K2.5 codec handling and warning behavior." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "DeepSpeed weight shape error and LayoutLMv3 box-validation messaging are unrelated." + "reason": "Different issues: a DeepSpeed training RuntimeError about weight shape vs LayoutLMv3 error-message clarity for insufficient boxes." }, { "left": "issue:41720", "right": "issue:43906", "accept": false, - "reason": "Qwen3 auto device-mapping cuda assert and an isolated reproduction of a different issue are not the same bug." + "reason": "No evidence of the same bug: Qwen3 auto device-mapping cuda assert vs an isolated reproduction of another issue." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Missing pad_token_id in Llama4Config and missing fields from trust_remote_code AutoConfig are distinct config-loading problems." + "reason": "Different config bugs: missing pad_token_id on Llama4Config vs missing fields from trust_remote_code AutoConfig." }, { "left": "issue:40444", "right": "issue:44811", "accept": false, - "reason": "IterableDataset multi-image fine-tuning and Whisper batch_decode token skipping are unrelated." + "reason": "Different subsystems: multimodal iterable-dataset preprocessing vs Whisper batch_decode special-token handling." }, { - "left": "issue:44843", - "right": "issue:44991", + "left": "issue:44361", + "right": "issue:44442", "accept": false, - "reason": "Offline model_info call in AutoTokenizer patching and tokenizer load failure for EMBEDDIA/est-roberta are different failures." + "reason": "Both are tokenizer/load failures, but they concern different tokenizers and different underlying error paths." }, { - "left": "issue:44361", - "right": "issue:44442", + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "MLukeTokenizer AttributeError and FastSpeech2ConformerTokenizer load failure are separate tokenizer-specific bugs." + "reason": "Both are tokenizer-loading regressions, but one is an offline model_info() call in a regex patch and the other is a specific tokenizer load failure." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "BLIP2 dtype propagation and RTDetrV2 output differences are unrelated model-behavior bugs." + "reason": "Distinct model bugs: BLIP2 dtype propagation vs RTDetrV2 output differences in v5." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Zero probabilities in SigLIP2 and processor.tokenizer regression are unrelated." + "reason": "No common bug: SigLIP2 zero probabilities vs processor.tokenizer regression in custom model code." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "BigBirdTokenizer special-token registration and DiaConfig custom token ID loss are different tokenizer/config issues." + "reason": "Both touch tokenization, but BigBird special-token registration and DiaConfig token-id loss are unrelated failures." }, { "left": "issue:44479", "right": "issue:44936", "accept": false, - "reason": "Video-input regression across Qwen models and trainer.evaluate-after-train are unrelated." + "reason": "Different bugs: Qwen video-input regression vs trainer.evaluate() failure after training." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Missing PyTorch import and a NoneType GPU broadcast error are unrelated." + "reason": "Unrelated: missing PyTorch import error vs NoneType broadcast error in Trainer." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "ImportError for missing torch and MacOS bus error are unrelated." + "reason": "Different failures: missing PyTorch dependency vs MacOS bus error with a CLIP model." }, { "left": "issue:30064", "right": "issue:33666", "accept": false, - "reason": "Void segmentation map processing and Qwen2-VL multi-GPU training are not the same problem." + "reason": "Different domains: void segmentation-map processing vs Qwen2-VL multi-GPU training." }, { "left": "issue:28282", "right": "issue:35141", "accept": false, - "reason": "Torch import failure and tied-embedding reinitialization are unrelated." + "reason": "No duplicate relation: missing PyTorch import vs tied-embedding reinitialization on resize." }, { "left": "issue:43122", "right": "issue:43906", "accept": false, - "reason": "Tokenization differences across versions and an isolated reproduction of another issue are not enough to establish the same bug." + "reason": "Different tokenizer concerns: version-dependent tokenization changes vs a reproduction of another issue." }, { "left": "issue:44977", "right": "issue:45356", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure and Kimi-K2.5 tokenizer regression are unrelated." + "reason": "Distinct regressions: Qwen3.5 flash-attention generation vs Kimi-K2.5 tokenizer/codec handling." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Both are generation-related, but one is compiled-forward chunked generation and the other is flash-attention model behavior; different code paths." + "reason": "Both are generation bugs, but they hit different mechanisms: compiled forward chunking vs flash-attention generation." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and MobileLLM-125M loading key errors are unrelated." + "reason": "Different failures: Qwen3-MoE sliding_window behavior vs MobileLLM-125M loading key error." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "BLIP2 dtype issue and MPS attention correctness issue are different model/runtime problems." + "reason": "Different code paths and symptoms: BLIP2 dtype mismatch vs an MPS attention correctness issue." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Tokenizer special-token registration and DiaConfig save/load token-ID loss are unrelated." + "reason": "Same general area but different bugs: BigBird mask-token registration vs DiaConfig custom token IDs lost after save/load." }, { "left": "issue:43329", "right": "issue:45325", "accept": false, - "reason": "Video-branch undefined variables in multimodal token counting and still-image temporal position scaling are both multimodal bugs, but not the same underlying issue." + "reason": "Both involve multimodal/video handling, but one is an undefined-variable bug in token counting and the other is a rope-index scaling regression." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Unrelated: Qwen video-input regression vs Qwen3.5 num_labels propagation issue." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary stays grounded in the packet and is mostly conservative. The only accepted soft edge, 44466/45005, is plausibly the same tied-weights v5 regression family based on the titles, and the other pairs are appropriately rejected as different bug surfaces." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -5524,13 +5499,13 @@ "issue:33666", "issue:34567", "issue:36010", + "issue:39692", "issue:41720", "issue:43012", "issue:43257", "issue:43262", "issue:43278", "issue:43299", - "issue:43329", "issue:43334", "issue:43452", "issue:43493", @@ -5553,269 +5528,269 @@ "issue:44361", "issue:44451", "issue:44464", - "issue:44479", "issue:44488", "issue:44589", "issue:44610", - "issue:44625", "issue:44821", "issue:44843", "issue:44849", "issue:44913", + "issue:44964", "issue:44977", "issue:45084", "issue:45200", "issue:45229", "issue:45357", + "issue:45405", "issue:45520" ], "soft_pairs": [ "issue:43452|issue:44451", - "issue:44479|issue:44625", "issue:43012|issue:43577", "issue:41720|issue:44464", - "issue:43504|issue:43720", "issue:43550|issue:44361", + "issue:43504|issue:43720", "issue:43504|issue:43550", "issue:32090|issue:33666", "issue:32090|issue:34567", - "issue:43504|issue:44610", "issue:43262|issue:45084", + "issue:43504|issue:44610", "issue:43278|issue:43688", - "issue:45200|issue:45229", "issue:44849|issue:45357", "issue:43334|issue:43572", + "issue:45200|issue:45229", "issue:43742|issue:44821", "issue:43540|issue:43716", - "issue:43493|issue:43825", "issue:43756|issue:44913", "issue:43525|issue:43572", + "issue:43493|issue:43825", "issue:33666|issue:36010", "issue:43688|issue:43873", "issue:43720|issue:43927", "issue:43606|issue:43927", "issue:43278|issue:43844", "issue:44488|issue:44843", - "issue:43257|issue:43299", "issue:44589|issue:45520", + "issue:43257|issue:43299", "issue:43540|issue:44977", "issue:43720|issue:44361", - "issue:43329|issue:43606" + "issue:39692|issue:43493", + "issue:44964|issue:45405" ], - "prepared_review_unit_hash": "f4f03343c43b047ee764ce8209e2e1900ff7dfb5d977960f0fe85cbe85e9d552", + "prepared_review_unit_hash": "cc1da7e9d4f56e0f2ecb22e31ffd300d96624a86242ee55799090f52cf360da5", "component_budget": { "node_count": 362, "item_count": 362, "soft_pair_count": 1351, - "serialized_chars": 697234, - "estimated_input_tokens": 174309, - "estimated_eval_tokens": 348874 + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36961, - "estimated_input_tokens": 9241, - "estimated_eval_tokens": 18738 + "serialized_chars": 36883, + "estimated_input_tokens": 9221, + "estimated_eval_tokens": 18698 }, "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; the soft pairs share broad vocabulary but not the same concrete bug or fix path. No single issue stands out as a safe canonical duplicate target.", - "confidence": 0.95, - "canonical_issue_reason": "No single issue is a clear canonical representative: these items span unrelated regressions in loading, training, quantization, multimodal processing, config serialization, and warning/error-message behavior.", + "summary": "The soft pairs are mostly same-subsystem but not the same underlying bug/change; I would not merge any of them as duplicates based on the available titles and metadata.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43525 is the clearest self-contained regression report in the set: a concrete config attribute failure with a direct load-time symptom. It is the best anchor among the near-matches, though it is not a duplicate of the other issues.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is strong enough to serve as a global best canonical for the cluster, since the pairwise similarities are mostly superficial and the underlying failures differ.", + "best_issue_reason": "issue:43525 is the strongest representative issue here because it is specific, reproducible, and narrowly scoped. None of the other candidates is a better global duplicate target from the available evidence.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "Both are model-loading failures, but they involve different APIs/models and likely different root causes; too broad to merge." - }, - { - "left": "issue:44479", - "right": "issue:44625", - "accept": false, - "reason": "One is a v5 video-input regression across Qwen VL variants; the other is a Qwen3.5 num_labels propagation bug. Different code paths." + "reason": "Both are load failures, but one is about gguf_file handling and the other is a specific model not loading; different bugs." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "Both mention dtype/precision, but one is a compile-time warning and the other is incorrect load-time dtypes for Blip2; not the same bug." + "reason": "Both touch dtype behavior, but one is a compile-time warning and the other is load-time dtype propagation for BLIP2; not the same code-path issue." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "CUDA assert with auto device mapping vs inconsistent chunked generation under compiled forward are unrelated failures." + "reason": "Different models and different failures: auto device mapping CUDA assert versus chunked generation with compiled forward." }, { - "left": "issue:43504", - "right": "issue:43720", + "left": "issue:43550", + "right": "issue:44361", "accept": false, - "reason": "Legacy-field load failure for BEiT segmentation and unpacked-weights accelerate loading for BitNet are distinct issues." + "reason": "Unrelated subsystems and symptoms: torch.compile/SDPA versus tokenizer task attribute errors." }, { - "left": "issue:43550", - "right": "issue:44361", + "left": "issue:43504", + "right": "issue:43720", "accept": false, - "reason": "A torch.compile/SDPA model bug and a tokenizer AttributeError are unrelated." + "reason": "Different model families and failure modes: legacy field on Beit versus packed-weight unpacking in BitNet/accelerate." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Different models, different subsystems, and different failure modes; no common concrete bug." + "reason": "No shared underlying bug; one is a pretrained model load preset issue, the other is a compile/SDPA issue." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Generic Trainer broadcast NoneType error vs Qwen2-VL multi-GPU training problem; too little evidence of the same root cause." + "reason": "Both involve multi-GPU/trainer context, but the actual failure mechanisms are different and too broad to merge." }, { "left": "issue:32090", "right": "issue:34567", "accept": false, - "reason": "Trainer broadcast TypeError and TrainerState token counter not updating are separate training bugs." - }, - { - "left": "issue:43504", - "right": "issue:44610", - "accept": false, - "reason": "Pretrained preset loading regression and OmDet-Turbo processor/model size mismatch are unrelated." + "reason": "One is a broadcast TypeError, the other is TrainerState token counting not updating; distinct bugs." }, { "left": "issue:43262", "right": "issue:45084", "accept": false, - "reason": "Audio chat-template sampling-rate default and non-template-node compilation error are different parts of the stack." + "reason": "Audio chat template sampling-rate default and template-node compilation errors are unrelated." }, { - "left": "issue:43278", - "right": "issue:43688", + "left": "issue:43504", + "right": "issue:44610", "accept": false, - "reason": "Embedding dtype drift in eval and auxiliary-loss normalization are unrelated training behaviors." + "reason": "Different models and different load/processor mismatches; not the same bug." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:43278", + "right": "issue:43688", "accept": false, - "reason": "Text-only mm_token_type_ids defaulting and Gemma4 multi-GPU inference OOM are separate issues." + "reason": "Embedding dtype drift versus auxiliary-loss normalization; no concrete overlap." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5 regressions, but one is output_hidden_states behavior and the other is save_pretrained key serialization; different bugs." + "reason": "Same model family but different bugs: hidden-states generation versus save_pretrained key serialization." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Missing pad_token_id on Qwen3-VL text config vs missing pad_token_idx on StableLmConfig are similar symptom classes but not the same bug." + "reason": "Both are missing-pad-token style regressions, but they affect different config classes and fields; too different to treat as one bug." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Text-only mm_token_type_ids defaulting and multi-GPU CUDA OOM are unrelated." }, { "left": "issue:43742", "right": "issue:44821", "accept": false, - "reason": "KeyError while loading a model vs AutoImageProcessor URL loading are unrelated loader paths." + "reason": "Different loading paths: one is a specific model key error, the other is AutoImageProcessor URL loading." }, { "left": "issue:43540", "right": "issue:43716", "accept": false, - "reason": "Video-processing ValueError in Qwen3OmniMoe and image-preprocessor dtype mismatch in Mistral-3 are different multimodal bugs." - }, - { - "left": "issue:43493", - "right": "issue:43825", - "accept": false, - "reason": "SigLIP2 implementation discrepancy and pipeline task-support error message are not the same underlying issue." + "reason": "Video-input processing in Qwen3OmniMoe and image dtype mismatch in Mistral-3 are different bugs." }, { "left": "issue:43756", "right": "issue:44913", "accept": false, - "reason": "Both touch RoPE-related configuration, but they affect different models and different mechanisms; not a mergeable duplicate." + "reason": "Both mention RoPE/config behavior, but one is an architecture implementation bug and the other is config reload persistence." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Both are missing token-id fields after v5 changes, but they concern different configs and different field names." + "reason": "Related regression theme, but different missing attribute names and model configs; not the same concrete issue." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and pipeline translation-task messaging are unrelated." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are unrelated." + "reason": "Multi-GPU training and GenerationMixin import failure are unrelated." }, { "left": "issue:43688", "right": "issue:43873", "accept": false, - "reason": "Auxiliary-loss normalization and quantization/offloading behavior are distinct issues." + "reason": "Aux-loss normalization and quantization offloading are different subsystems and symptoms." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "Packed-weight handling in accelerate loading and DiaConfig save/load token IDs are unrelated regression classes." + "reason": "Packed-weight loading bug versus config token-ID persistence bug; no shared code-path." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch and config token-ID persistence are different bugs." + "reason": "CPU offload device mismatch and save/load token-ID loss are unrelated." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Eval dtype drift vs exploding gradients under ZeRO-3 have no concrete overlap." + "reason": "Different training-time numerical issues: dtype mismatch versus gradient growth under ZeRO-3." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Model loading failure and offline-mode hub lookup bug are different problems." + "reason": "Both involve model loading, but one is a specific model load failure and the other is offline-mode breakage from an unconditional hub call." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "Both concern Qwen3 MOE loading, but one is accelerate+deepspeed conversion and the other is a transformer-dev version breakage; not clearly the same fix." + "reason": "Float8 storage lookup failure and flash_attn import KeyError on Python 3.13 are different compatibility issues." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "Missing Float8 storage object and flash_attn import key error are unrelated environment/compatibility issues." + "reason": "Both involve Qwen3 MoE loading, but one is accelerate/deepspeed weight conversion and the other is a transformers dev-version load regression." }, { "left": "issue:43540", "right": "issue:44977", "accept": false, - "reason": "Video-input processing error and flash-attention generation issue in Qwen3.5 are different code paths." + "reason": "Video-input processing failure and flash-attention generation bug in Qwen3.5 are not the same code-path." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "Accelerate loading of packed BitNet weights and MLukeTokenizer task AttributeError are unrelated." + "reason": "Packed-weight loading and tokenizer attribute errors are unrelated." }, { - "left": "issue:43329", - "right": "issue:43606", + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but one is a doc/example issue and the other is an HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "Undefined multimodal token helper in video branch and Bark CPU-offload device mismatch are different bugs." + "reason": "Model loading failure versus an unreleased minimum dependency version bump; unrelated." } ] }, @@ -5848,6 +5823,7 @@ "issue:43257", "issue:43278", "issue:43295", + "issue:43329", "issue:43493", "issue:43504", "issue:43540", @@ -5877,7 +5853,6 @@ "issue:44589", "issue:44734", "issue:44792", - "issue:44964", "issue:44977", "issue:45072", "issue:45084", @@ -5889,8 +5864,7 @@ "issue:45520" ], "soft_pairs": [ - "issue:39692|issue:43493", - "issue:44964|issue:45405", + "issue:43329|issue:43606", "issue:33666|issue:36331", "issue:43493|issue:43844", "issue:43756|issue:44060", @@ -5902,8 +5876,8 @@ "issue:33357|issue:33666", "issue:43572|issue:44291", "issue:39692|issue:43295", - "issue:43504|issue:43606", "issue:43994|issue:44493", + "issue:43504|issue:43606", "issue:43575|issue:45405", "issue:43504|issue:43653", "issue:43927|issue:44361", @@ -5918,166 +5892,160 @@ "issue:43582|issue:44977", "issue:45072|issue:45198" ], - "prepared_review_unit_hash": "cd996b56b5fbe79d03a432894d5fb5561c7b2b6ec420c4a2c595b4b774bc99ac", + "prepared_review_unit_hash": "a10f0f2c85fc9f8d47f9f32d5e88016b3fbba59beb193a8215db4b1a401a2d98", "component_budget": { "node_count": 362, "item_count": 362, "soft_pair_count": 1351, - "serialized_chars": 697234, - "estimated_input_tokens": 174309, - "estimated_eval_tokens": 348874 + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36304, - "estimated_input_tokens": 9076, - "estimated_eval_tokens": 18408 + "soft_pair_count": 27, + "serialized_chars": 36086, + "estimated_input_tokens": 9022, + "estimated_eval_tokens": 18300 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous and does not present a single duplicate theme. The soft-pair candidates share only broad subsystem keywords at most, not the same concrete bug or fix.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is highly heterogeneous: the soft-linked pairs touch different models, regressions, and code paths, so none look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue is a clear canonical representative because the items span unrelated bugs across loading, training, multimodal processing, serialization, and CI.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No global best issue: the cluster does not form one coherent underlying bug, so any single issue would be arbitrary.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:39692", - "right": "issue:43493", - "accept": false, - "reason": "Both involve SigLIP2, but one is a documentation/example error and the other is a model implementation discrepancy; different bugs and fixes." - }, - { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:43329", + "right": "issue:43606", "accept": false, - "reason": "Phi-4 multimodal loading failure vs. a PEFT version bump problem; unrelated failure modes." + "reason": "Different failures: undefined multimodal video token helpers vs CPU offload device mismatch in Bark; no shared code path." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Multi-GPU training question for Qwen2-VL is unrelated to a custom trainer signature regression." + "reason": "Multi-GPU training for Qwen2-VL is unrelated to CustomTrainer.compute_loss argument changes." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 implementation mismatch and ZeRO-3 gradient inflation are different code paths and symptoms." + "reason": "SigLIP2 implementation discrepancy is not the same bug as a DeepSpeed/ZeRO gradient increase issue." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Smollm3 RoPE-layer bug and Qwen3-Next tied-weights warning are unrelated model-specific issues." + "reason": "RoPE layer dropping in Smollm3 and tied-weights warnings in Qwen3-Next are different model behaviors." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Both are v5-related, but one breaks model initialization while the other is about state dict serialization/tied weights." + "reason": "Custom model initialization breakage is separate from device-dependent lm_head serialization." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both are serve crashes, but they hit different pathways: multimodal continuous batching vs KV-cache continuation indexing." + "reason": "Both are serve-related, but one is a multimodal '.to' crash and the other is KV-cache continuation indexing; different bugs." }, { "left": "issue:43688", "right": "issue:43746", "accept": false, - "reason": "Aux-loss normalization bug and PEFT-local-checkpoint loading bug are unrelated." + "reason": "Aux-loss normalization issue and GraniteSpeech PEFT checkpoint loading are unrelated." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "ImportError for a model class vs missing float8 storage type; no shared underlying defect." + "reason": "Importing Qwen2.5-VL and missing Float8 storage are distinct runtime/import failures." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both touch apply_chat_template, but one returns bad masks for multimodal inputs while the other crashes on tool-call assistant messages." + "reason": "Both mention chat templates, but one is assistant_masks for multimodal inputs and the other is tool-call content handling; not the same concrete bug." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "MacOS bus error on a CLIP model is unrelated to Qwen2-VL multi-GPU training." + "reason": "MacOS bus error in CLIP is unrelated to Qwen2-VL multi-GPU training." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "StableLmConfig pad_token_idx regression and init_empty_weights unexpected argument are separate v5 breakages." + "reason": "Different 5.0-related regressions: missing config field vs unexpected constructor arg during init_empty_weights." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Doc example errors for SigLIP2 do not match the processor.tokenizer regression in multimodal custom model code." + "reason": "Documentation example errors are not the same as a v4.57.5 processor/tokenizer regression." }, { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:43994", + "right": "issue:44493", "accept": false, - "reason": "Legacy field load failure in Beit differs from CPU-offload device mismatch in bark-small." + "reason": "Nonsensical SigLIP2 outputs and unexpected position-id keys are different symptoms with different causes." }, { - "left": "issue:43994", - "right": "issue:44493", + "left": "issue:43504", + "right": "issue:43606", "accept": false, - "reason": "SigLIP2 bad outputs and unexpected position-id key warnings are distinct issues." + "reason": "Legacy-field model loading and device mismatch during CPU offload are unrelated." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "Tensor-parallel OOM when loading Qwen2-57B is unrelated to the PEFT version constant bump." + "reason": "TP/OOM loading for Qwen2-57B is unrelated to an unreleased PEFT version bump." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Model preset loading with a legacy field is unrelated to BigBirdTokenizer special-token registration." + "reason": "Model preset loading failure and BigBirdTokenizer special-token registration are different areas." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Custom token IDs lost on save/load and MLukeTokenizer task AttributeError are different tokenizer bugs." + "reason": "Config save/load token-ID loss is not the same as MLukeTokenizer task AttributeError." }, { "left": "issue:43257", "right": "issue:45405", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to the PEFT release-version mismatch." + "reason": "MOE weight conversion under accelerate+deepspeed is unrelated to the PEFT version pin issue." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Embedding dtype drift during eval and resume_from_checkpoint key mismatch are unrelated regressions." + "reason": "Embedding dtype drift during evaluate and resume_from_checkpoint key mismatch are separate problems." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "Janus image-generation test failure has nothing to do with the PEFT version bump." + "reason": "A failing Janus test case is unrelated to the PEFT release version bump." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Both mention GraniteSpeech only indirectly, but one is a real CPU-offload device mismatch and the other is a stale CI test." + "reason": "A real device mismatch bug and a stale CI test are not the same underlying issue." }, { "left": "issue:45084", @@ -6089,31 +6057,31 @@ "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure and unexpected zero probabilities in SigLIP2 are unrelated." + "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability outputs." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "Attention correctness with mismatched head dims is a different bug from a PyTorch version check in flex_attention imports." + "reason": "MPS attention correctness and a PyTorch version check for flex_attention import are different bugs." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video-input processing error in Qwen3OmniMoe is unrelated to Gemma 4 text-only fine-tuning defaults." + "reason": "Video-processing ValueError in Qwen3OmniMoe is unrelated to mm_token_type_ids defaults for text-only fine-tuning." }, { "left": "issue:43582", "right": "issue:44977", "accept": false, - "reason": "Apple Silicon allocator TypeError and Qwen3.5 flash-attention generation problems are different issues." + "reason": "Apple Silicon allocator warmup TypeError and Qwen3.5 flash-attention generation issues do not share a concrete code path." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "bfloat16 dtype mismatches in inference and Wav2Vec2 save/tokenization failures are unrelated." + "reason": "Bfloat16 dtype mismatches in inference and Wav2Vec2 save/tokenization failures are unrelated." } ] }, @@ -6198,8 +6166,8 @@ "issue:45200|issue:45325", "issue:43493|issue:43701", "issue:44898|issue:45412", - "issue:44466|issue:45127", "issue:43873|issue:44464", + "issue:44466|issue:45127", "issue:40990|issue:44625", "issue:37428|issue:43824", "issue:43388|issue:43526", @@ -6209,230 +6177,227 @@ "issue:43572|issue:44589", "issue:43575|issue:44464", "issue:43824|issue:43975", - "issue:44442|issue:45198", "issue:43295|issue:43450", + "issue:44442|issue:45198", "issue:43295|issue:43873", "issue:38175|issue:45412", "issue:43278|issue:43856", - "issue:44360|issue:44561", "issue:43295|issue:43994", + "issue:44360|issue:44561", "issue:42915|issue:43824" ], - "prepared_review_unit_hash": "8d01796bb013ead3f5dd809762577d0b7db38e0655c69843e165c717a4eb1c01", + "prepared_review_unit_hash": "1806b43d6a75ab28a5f3c953782560d8303440eed4ae3db103ca6cea294b2233", "component_budget": { "node_count": 362, "item_count": 362, "soft_pair_count": 1351, - "serialized_chars": 697234, - "estimated_input_tokens": 174309, - "estimated_eval_tokens": 348874 + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36838, - "estimated_input_tokens": 9210, - "estimated_eval_tokens": 18676 + "serialized_chars": 36844, + "estimated_input_tokens": 9211, + "estimated_eval_tokens": 18678 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "I don\u2019t see any true duplicate pairs here; the list spans many unrelated issues across loading, tokenization, generation, training, and multimodal processing. No PRs are present.", - "confidence": 0.92, - "canonical_issue_reason": "No clear canonical issue emerges because the items are heterogeneous and do not share one underlying bug or code path.", + "summary": "This set is a heterogeneous mix of unrelated Transformers bugs; only one pair looks like a plausible duplicate around Qwen2.5-VL chat templating.", + "confidence": 0.76, + "canonical_issue_reason": "No single canonical issue cleanly spans the cluster; most items are unrelated regressions across different models and code paths.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick one representative, issue:44521 is the most active/referenced recent bug, but it is only a narrow multimodal chat-template regression and not representative of the whole set.", + "best_issue_reason": "No global best issue is truly suitable; issue:44521 is only the broadest representative of the one plausible duplicate pair, but it does not represent the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Different problems: generation kwargs after sync_gpus vs Qwen3.5 hidden-states behavior." + "reason": "Different problems: generation kwargs update after sync_gpus vs Qwen3.5 hidden-state behavior." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient anomaly and Phi-4 multimodal loading failure are unrelated." + "reason": "Unrelated: ZeRO-3 gradient growth vs model loading failure for Phi-4 multimodal." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer bugs, but one is offset mapping and the other is special-token insertion; different code paths." + "reason": "Both are tokenizer bugs, but different models and mechanisms: offset mapping vs add_special_tokens/BOS-EOS insertion." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "ImportError for a missing flash-attention helper is not the same as meta-device model-loading breakage." + "reason": "Different loading failures: missing flash-attention import symbol vs meta-device loading breakage." }, { "left": "issue:44315", "right": "issue:44849", "accept": false, - "reason": "Liger Kernel application in model_init is unrelated to Qwen3.5 output_hidden_states." + "reason": "Unrelated: Liger Kernel application with model_init vs Qwen3.5 hidden-state bug." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness issue and Kimi tokenizer regression do not share a concrete bug." + "reason": "Different subsystems entirely: MPS attention correctness vs tokenizer codec regression." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Similar symptom (missing pad_token_id), but different models/configs and likely separate fixes." + "reason": "Similar symptom (missing pad_token_id), but different model families and likely separate fixes rather than one concrete bug." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Processor.tokenizer regression is unrelated to OmDet-Turbo image size mismatch." + "reason": "Both involve processors, but one is a regression in processor.tokenizer/image passing and the other is an OmDet input-size mismatch." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Different multimodal bugs: token_type_ids defaulting vs rope/position_ids scaling." + "reason": "Different multimodal bugs: missing mm_token_type_ids defaults vs wrong rope temporal scaling." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation discrepancy and checkpoint key mismatch are unrelated." + "reason": "Discrepant SigLIP2 implementation vs resume_from_checkpoint key mismatch are unrelated." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver resolution handling and RT-DETR memory reclamation are different issues." + "reason": "Different issues: Perceiver resolution/interpolation failure vs RT-DETR memory not being released." }, { - "left": "issue:44466", - "right": "issue:45127", + "left": "issue:43873", + "right": "issue:44464", "accept": false, - "reason": "Serialization of tied weights is separate from LoRA merge collapse with extended vocab." + "reason": "Quantization/offloading behavior is unrelated to compiled-forward chunked generation outputs." }, { - "left": "issue:43873", - "right": "issue:44464", + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "Quantization offloading and compiled-forward chunked generation are different failure modes." + "reason": "Both mention tied weights, but one is serialization behavior and the other is LoRA merge collapse; not the same bug." }, { "left": "issue:40990", "right": "issue:44625", "accept": false, - "reason": "High perplexity on gpt-oss-20b is unrelated to Qwen3.5 num_labels propagation." + "reason": "Unrelated: perplexity regression on GPT-OSS vs Qwen3.5 num_labels propagation." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Two different missing-import symbols; not the same underlying import regression." + "reason": "Both are import errors, but for different missing symbols and different model families." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Both involve labels, but gather_for_metrics batching and BeitImageProcessorFast reduce_labels are distinct bugs." + "reason": "Both touch labels, but one is trainer metric gathering and the other is BeitImageProcessorFast label reduction; different code paths." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "StableLm pad_token_idx regression and loading physical-intelligence/fast on 5.1 are not the same bug." + "reason": "Different regressions: missing pad_token_idx in StableLmConfig vs model loading failure in transformers>=5.1.0." }, { "left": "issue:44514", "right": "issue:44521", - "accept": false, - "reason": "Both hit apply_chat_template, but one crashes on batched padding=False input while the other produces wrong assistant masks; too different to merge." + "accept": true, + "reason": "Both concern Qwen2.5-VLProcessor.apply_chat_template on multimodal input; one crashes on batched padding=False, the other returns all-zero assistant masks, which points to the same chat-template/mask handling path." }, { "left": "issue:43844", "right": "issue:44936", "accept": false, - "reason": "Gradient growth under ZeRO-3 and trainer.evaluate after train are unrelated training issues." + "reason": "Unrelated training/runtime regressions: ZeRO-3 gradient issues vs trainer.evaluate() after trainer.train()." }, { "left": "issue:43572", "right": "issue:44589", "accept": false, - "reason": "Missing pad_token_idx and Float8 storage lookup failure are different compatibility problems." + "reason": "No concrete overlap beyond general v5 breakage; missing pad_token_idx is unrelated to the Float8 storage lookup error." }, { "left": "issue:43575", "right": "issue:44464", "accept": false, - "reason": "TP OOM on Qwen2-57B and chunked-generation inconsistency are unrelated." + "reason": "OOM on tensor-parallel load and inconsistent compiled-forward generation are different problems." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Import failure for Qwen2.5-VL is unrelated to DeepSeek-Coder detokenization." + "reason": "ImportError for a VL model class and a detokenization regression are unrelated." }, { - "left": "issue:44442", - "right": "issue:45198", + "left": "issue:43295", + "right": "issue:43450", "accept": false, - "reason": "AutoTokenizer loading failure for one model and save_pretrained/tokenization failure for another are different bugs." + "reason": "Both involve processor output shapes/batching, but for different processor families and different failure modes." }, { - "left": "issue:43295", - "right": "issue:43450", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "Processor.tokenizer regression is not the same as batched video-shape handling." + "reason": "Different speech-model issues: tokenizer loading vs save_pretrained/tokenization failure." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Custom processor regression and quantization offloading are unrelated." + "reason": "Processor regression and quantization offloading are unrelated." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 zero probabilities and RT-DETR memory retention are entirely different." + "reason": "SigLIP2 zero probabilities and RT-DETR memory leak are unrelated." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Embedding dtype drift in eval is not the same as Qwen3 MoE memory inefficiency." + "reason": "Embedding dtype drift in evaluation is unrelated to Qwen3 MoE memory usage." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to removal of is_torch_fx_available." - }, - { - "left": "issue:43295", - "right": "issue:43994", - "accept": false, - "reason": "Processor.tokenizer regression and SigLIP2 nonsensical outputs do not share the same root cause." + "reason": "DSA indexer ReLU discussion is unrelated to removal of is_torch_fx_available breaking trust_remote_code." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3Moe FP8 failure is unrelated to Qwen2.5-VL import errors." + "reason": "Qwen3MoE FP8Config failure and Qwen2.5-VL import error are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is conservative and grounded in the packet: most pairwise rejections correctly note different model families or different failure modes. The only accepted pair, issue:44514 vs issue:44521, has a reasonable shared surface area around `apply_chat_template` and multimodal chat-mask handling, and the wording stays appropriately soft. No obvious overstatement." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6508,16 +6473,16 @@ "issue:45127|issue:45245", "issue:45290|issue:45381", "issue:43819|issue:45083", - "issue:44462|issue:44561", "issue:43450|issue:43575", + "issue:44462|issue:44561", "issue:44561|issue:44779", "issue:44610|issue:44857", "issue:37428|issue:43425", "issue:43819|issue:44112", - "issue:44448|issue:44743", "issue:43262|issue:43450", - "issue:43278|issue:43825", + "issue:44448|issue:44743", "issue:43606|issue:45083", + "issue:43278|issue:43825", "issue:29942|issue:32090", "issue:45310|issue:45478", "issue:43611|issue:43931", @@ -6525,246 +6490,246 @@ "issue:43819|issue:44493", "issue:39692|issue:43526", "issue:43335|issue:43550", - "issue:45200|issue:45381", "issue:43450|issue:43526", "issue:44855|issue:45083", + "issue:45200|issue:45381", "issue:43404|issue:45200", "issue:44292|issue:45520", "issue:39692|issue:44493", "issue:44448|issue:44779" ], - "prepared_review_unit_hash": "b21fb352f604897138bef0b6b5e734c3ef62600a300126d2c12909e6cc2dbd5c", + "prepared_review_unit_hash": "38f2ad83fad4dbc196cd89db68f6fca6e32f0722fe9aebbe48cd7a0d043dec2b", "component_budget": { "node_count": 362, "item_count": 362, "soft_pair_count": 1351, - "serialized_chars": 697234, - "estimated_input_tokens": 174309, - "estimated_eval_tokens": 348874 + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37621, - "estimated_input_tokens": 9406, - "estimated_eval_tokens": 19068 + "serialized_chars": 37613, + "estimated_input_tokens": 9404, + "estimated_eval_tokens": 19064 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are broad topical similarities, not true duplicates. The only clear duplicate-looking pair is the repeated Qwen3.5 MoE from_pretrained error (45310/45478), with 45310 the better canonical target.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 45310 is the clearer, more detailed report of the same Qwen3.5 MoE from_pretrained failure; 45478 reads like a later duplicate/restatement.", + "summary": "This set is mostly a grab-bag of unrelated issue reports spanning many models, tokenizers, processors, and version-regression cases. The only clear duplicate pair is the two Qwen3.5 MoE from_pretrained reports (#45310 and #45478).", + "confidence": 0.87, + "canonical_issue_reason": "Issue #45478 is the strongest canonical choice: it is the same concrete Qwen3.5 MoE from_pretrained failure as #45310, with a later report and slightly more discussion, making it a good representative for the duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "45310 is the most triage-worthy issue here: it names the exact failing model, version area, and concrete loading error, and it cleanly anchors the only strong duplicate pair.", + "best_issue_reason": "Issue #45478 is the best global representative because it is specific, actionable, and clearly tied to a reproducible model-loading regression; among the set, it is the cleanest duplicate anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are pipeline-v5 docs/problems, but one is about translation pipeline references and the other is about TextClassificationPipeline return_all_scores; different concrete issues." + "reason": "Both are docs/pipeline-related, but they describe different problems: one is stale pipeline references after v5 removals, the other is a TextClassificationPipeline docs/behavior mismatch about return_all_scores." }, { "left": "issue:44849", "right": "issue:45003", "accept": false, - "reason": "Qwen3.5 hidden_states behavior vs unsafe sys.modules access are unrelated code paths." + "reason": "Different subsystems and failure modes: Qwen3.5 hidden-states behavior vs an unsafe sys.modules access pattern in modeling_utils." }, { "left": "issue:38175", "right": "issue:43493", "accept": false, - "reason": "Same model family, but one reports zero probabilities and the other an HF-vs-JAX implementation discrepancy; not the same bug." + "reason": "Both mention SigLIP2, but one is an output symptom (zero probabilities) and the other is a broader HF-vs-JAX implementation discrepancy; not clearly the same concrete bug." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI device override are unrelated." + "reason": "Unrelated issues: BigBirdTokenizer special-token registration vs a GraniteSpeech CI device-override test failure." }, { "left": "issue:44568", "right": "issue:44991", "accept": false, - "reason": "Both involve tokenizers after v5, but they affect different models and different failure modes." + "reason": "Both are tokenizer regressions, but they concern different models and different behaviors (special-token insertion vs tokenizer loading)." }, { "left": "issue:43450", "right": "issue:43493", "accept": false, - "reason": "Video processor batching shape bug vs SigLIP2 model discrepancy are different subsystems and symptoms." + "reason": "Video batch-shape handling and SigLIP2 implementation discrepancy are different bugs in different code paths." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA/vocab merge collapse is unrelated to the categories > 2^24 runtime error." + "reason": "These are unrelated: LoRA merging with tied embeddings vs a category-count runtime limit." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat-template tool-call crash and Qwen2.5-VL video vision_position_ids bug are different code paths." + "reason": "Different multimodal/chat-template problems affecting different inputs and models; not the same underlying bug." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC latent/STE mismatch is unrelated to qwen3_omni_moe feature-extract length behavior." + "reason": "DAC latent reconstruction mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." }, { - "left": "issue:44462", - "right": "issue:44561", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and v5 removal of is_torch_fx_available are unrelated." + "reason": "Batch video-processing shape bug and Qwen2-57B-A14B TP OOM are unrelated." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:44462", + "right": "issue:44561", "accept": false, - "reason": "Batched video shape output and tensor-parallel OOM are not the same underlying bug." + "reason": "Both are loading-related, but one is AutoTokenizer ignoring tokenizer.json while the other is a trust_remote_code break from removing is_torch_fx_available." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Removed helper breaking trust_remote_code models vs Deepseek tokenizer regression are different issues." + "reason": "Both are v5 regressions, but they affect different code paths: remote-code imports vs Deepseek tokenizer behavior." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "OmDet-Turbo input-size mismatch and LwDetrImageLoss AMP/CUDA crash are unrelated." + "reason": "Processor input-size mismatch and CUDA AMP loss crash are distinct bugs." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "ImportError for a flash-attention helper and Torch 2.10 incompatibility are only loosely version-related, not the same bug." + "reason": "Importing a removed flash-attention helper and Torch 2.10 incompatibility are different versioning issues." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC latent mismatch and GraniteSpeech CI stale device override are unrelated." - }, - { - "left": "issue:44448", - "right": "issue:44743", - "accept": false, - "reason": "Pegasus v4/v5 output difference and qwen3_5 recurrent-state reset bug do not describe the same failure." + "reason": "Different models and symptoms: DAC latent mismatch vs GraniteSpeech stale device override CI failure." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate default and video processor batch-shape bug are different processor issues." + "reason": "Audio chat-template sampling-rate defaulting and video batch shape handling are unrelated." }, { - "left": "issue:43278", - "right": "issue:43825", + "left": "issue:44448", + "right": "issue:44743", "accept": false, - "reason": "Embedding dtype drift in evaluate vs pipeline translation messaging/docs are unrelated." + "reason": "Different regressions in different models: Pegasus output drift vs Qwen3.5 recurrent-state reset behavior." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU-offload device mismatch and qwen3_omni_moe feat-length helper behavior are different problems." + "reason": "CPU offload device mismatch in bark-small is unrelated to qwen3_omni_moe helper behavior." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift and pipeline error messaging are unrelated." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and Trainer NoneType GPU broadcast errors are unrelated." + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType errors are unrelated." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "These are the same reported Qwen3.5 MoE from_pretrained error; 45478 appears to be a duplicate of 45310." + "reason": "Exact same reported regression: transformers>=5.4.0 causes Qwen3.5 MoE from_pretrained failure. This is a clear duplicate pair." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "base_model_prefix loading breakage and Qwen3-VL weight-shape mismatch are different load failures." + "reason": "General base_model_prefix loading breakage and a specific Qwen3-VL weight-shape mismatch are different failures." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Different import errors affecting different symbols; not the same underlying change." + "reason": "Both are import errors, but they involve different missing symbols and different modules." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC STE mismatch and unexpected position-id keys are unrelated." + "reason": "DAC latent/forward mismatch and unexpected position-id keys are unrelated." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "SigLIP2 doc-example errors and BeitImageProcessorFast label reduction bug are unrelated." + "reason": "SigLIP2 docs/example issues and BeitImageProcessorFast label reduction are unrelated." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and Bamba torch.compile SDPA failure are different models and code paths." - }, - { - "left": "issue:45200", - "right": "issue:45381", - "accept": false, - "reason": "mm_token_type_ids defaulting for text-only fine-tuning and Qwen2.5-VL video position-id bug are not the same issue." + "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile SDPA failure do not share the same code-path bug." }, { "left": "issue:43450", "right": "issue:43526", "accept": false, - "reason": "Video batching shape bug and BeitImageProcessorFast label reduction bug are unrelated processor issues." + "reason": "Video batching shape and BeitImageProcessorFast label reduction are unrelated." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 IndentationError in DebertaV2Model import and qwen3_omni_moe helper behavior are unrelated." + "reason": "Python 3.13 TorchScript indentation parsing error is unrelated to qwen3_omni_moe feature-length behavior." + }, + { + "left": "issue:45200", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal position/input-default issues, but they affect different models and different fields; not the same concrete bug." }, { "left": "issue:43404", "right": "issue:45200", "accept": false, - "reason": "Mistral3 lm_head tie issue and Gemma 4 mm_token_type_ids defaulting are different generation/fine-tuning bugs." + "reason": "Mistral3 lm_head tying and Gemma 4 mm_token_type_ids defaults are unrelated model bugs." }, { "left": "issue:44292", "right": "issue:45520", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error and Python 3.13 flash_attn import KeyError are different failures." + "reason": "Qwen-3-8B-NVFP4 runtime failure and a Python 3.13 flash_attn import KeyError are unrelated." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 doc-example problems and unexpected position-id key behavior are unrelated." + "reason": "SigLIP2 docs/model mismatch and unexpected position-id keys are unrelated." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Pegasus output drift and Deepseek tokenizer regression are different model-specific bugs." + "reason": "Pegasus v4/v5 output differences and Deepseek tokenizer regressions are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The only accepted duplicate pair, issue:45310/issue:45478, is well supported by the identical Qwen3.5 MoE from_pretrained failure title/version. The remaining soft-edge rejects are appropriately cautious and do not overstate duplicate evidence." + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The only clearly supported duplicate pair is 45310/45478, which share the same Qwen3.5 MoE from_pretrained regression title and description. The other soft-edge rejections are cautious and do not overclaim equivalence." }, "evaluator_used": true, "retried": false, @@ -6785,7 +6750,6 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-362", "nodes": [ - "issue:25251", "issue:29127", "issue:29942", "issue:32090", @@ -6836,8 +6800,8 @@ ], "soft_pairs": [ "issue:29127|issue:32090", - "issue:44977|issue:45229", "issue:43335|issue:43653", + "issue:44977|issue:45229", "issue:38175|issue:44493", "issue:43335|issue:45083", "issue:43335|issue:43504", @@ -6853,8 +6817,8 @@ "issue:45372|issue:45406", "issue:43606|issue:44857", "issue:44857|issue:45072", - "issue:43066|issue:44462", "issue:43873|issue:44493", + "issue:43066|issue:44462", "issue:43873|issue:45229", "issue:37428|issue:44987", "issue:43278|issue:43329", @@ -6868,247 +6832,240 @@ "issue:45372|issue:45459", "issue:44448|issue:44466", "issue:43065|issue:45412", - "issue:43065|issue:43994", - "issue:25251|issue:32090" + "issue:43065|issue:43994" ], - "prepared_review_unit_hash": "5ec1634ce9c4b0c07e981ab9c9c37ba317cbbeb35547b0e3aa7bd5954da83e8e", + "prepared_review_unit_hash": "5a08f86786f43d54cc567fcdc047998501fc3266f20ba6245afe2b6ef228fb7b", "component_budget": { "node_count": 362, "item_count": 362, "soft_pair_count": 1351, - "serialized_chars": 697234, - "estimated_input_tokens": 174309, - "estimated_eval_tokens": 348874 + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38376, - "estimated_input_tokens": 9594, - "estimated_eval_tokens": 19444 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37515, + "estimated_input_tokens": 9379, + "estimated_eval_tokens": 19014 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a grab bag of unrelated Transformer bugs across different models and subsystems. None of the soft pairs look like the same underlying issue, so all soft edges are rejected. Issue 43335 is the strongest representative because it is the most central item in the soft-link graph and describes a concrete, reproducible bug.", - "confidence": 0.72, - "canonical_issue_reason": "Issue 43335 is the most cluster-central item, appearing in multiple soft-similarity links, and it has a precise, actionable bug description about SwitchTransformers config behavior.", + "summary": "This set is not a single duplicate cluster: the soft pairs span many unrelated bugs across tokenizers, multimodal processors, attention, device mapping, and CI regressions. None of the candidate edges look like the same underlying change or bug.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43335 is the best representative of this set because it is the most connected and most clearly scoped bug among otherwise unrelated reports.", + "best_issue_reason": "No issue is a strong canonical target because the pairings are mostly false positives across unrelated reports. If forced, issue:43335 is only the most connected node, not the most representative bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "Different failures: LayoutLMv3 error messaging vs Trainer GPU broadcast of NoneType." + "reason": "Different subsystems and failures: LayoutLMv3 error messaging vs Trainer/_gpu_broadcast_one NoneType broadcast error." }, { - "left": "issue:44977", - "right": "issue:45229", + "left": "issue:43335", + "right": "issue:43653", "accept": false, - "reason": "Different problems: flash-attention generation bug vs multi-GPU OOM." + "reason": "Unrelated bugs: SwitchTransformers sparse-layer config vs BigBirdTokenizer special-token decoding." }, { - "left": "issue:43335", - "right": "issue:43653", + "left": "issue:44977", + "right": "issue:45229", "accept": false, - "reason": "SwitchTransformers config bug and BigBirdTokenizer special-token registration are unrelated." + "reason": "Different models and failure modes: Qwen3.5 flash-attention generation bug vs Gemma4 multi-GPU OOM." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Siglip2 zero probabilities and position-id key warnings are different symptoms in different code paths." + "reason": "Different issues: SigLIP2 zero probabilities vs widespread unexpected position-id keys." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "Sparse-layer construction bug vs multimodal feature-length helper behavior; no shared underlying bug." + "reason": "SwitchTransformers config bug is unrelated to qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Different models and failure modes: SwitchTransformers config vs Beit legacy-field loading." + "reason": "Different model families and code paths: SwitchTransformers config vs BEiT semantic-segmentation load preset legacy field." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Bamba torch.compile/SDPA issue is unrelated to a stale GraniteSpeech CI test." + "reason": "Bamba torch.compile/SDPA issue is unrelated to GraniteSpeech stale device-override CI failure." }, { "left": "issue:43335", "right": "issue:45072", "accept": false, - "reason": "SwitchTransformers sparse-layer bug and bfloat16 dtype mismatch in CI are unrelated." + "reason": "Sparse-layer creation in SwitchTransformers is not the same bug as bfloat16 dtype mismatches in inference." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer special-token addition bug is unrelated to Gemma3 NaN embeddings from sliding-window attention." + "reason": "Tokenizer special-token behavior and Gemma3 mixed-length NaNs are distinct bugs." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "BitNet packed-weight loading issue is unrelated to GraniteSpeech device-override CI failure." + "reason": "BitNet packed-weight loading bug is unrelated to GraniteSpeech CI device override state." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus output differences across versions and Qwen3.5 flash-attention failure are distinct bugs." + "reason": "Different regressions: Pegasus v4/v5 output drift vs Qwen3.5 flash-attention generation failure." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Qwen2.5-VL multi-image dataset failure and BeitImageProcessorFast label reduction bug are unrelated." + "reason": "Qwen2.5-VL iterable-dataset/multi-image failure is unrelated to BEiT fast processor label reduction." }, { "left": "issue:43723", "right": "issue:44554", "accept": false, - "reason": "Tokenizer loading regression and MPS attention correctness issue do not share the same code path." + "reason": "AutoTokenizer loading in v5 and MPS attention correctness are unrelated code paths." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "SwitchTransformers config bug and GraniteSpeech stale test failure are unrelated." + "reason": "SwitchTransformers sparse-layer config and GraniteSpeech device-override CI failure are unrelated." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Model loading regression for Llama vision and token-embedding resizing/reinit bug are different issues." + "reason": "Llama 3.2 Vision model loading regression is unrelated to output-embedding reinit after resizing token embeddings." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Gemma4 processor import dependency failure and Gemma4Processor missing _tokenizer are separate loading bugs." + "reason": "Gemma4 processor import dependency issue is separate from transformers serve missing _tokenizer attribute." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU-offload device mismatch and float16 AMP crash are different failure modes." + "reason": "CPU-offload device mismatch for bark-small is unrelated to LwDetrImageLoss float16 CUDA crashes." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Different bugs: LwDetr loss AMP crash vs dtype mismatch in SwitchTransformers/TimmWrapperModel inference." + "reason": "Both mention dtype/precision, but they are different models and concrete failures: AMP crash vs bfloat16 inference mismatch." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:43873", + "right": "issue:44493", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 is unrelated to AutoTokenizer ignoring tokenizer.json." + "reason": "Quantization offloading behavior is unrelated to unexpected position-id key warnings/errors." }, { - "left": "issue:43873", - "right": "issue:44493", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "Quantization/offloading behavior and unexpected position-id keys are unrelated." + "reason": "Tokenizer decoder type regression and tokenizer.json being ignored are different loading issues." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization offloading issue is not the same as Gemma4 multi-GPU OOM." + "reason": "Quantized offloading bug and Gemma4 multi-GPU OOM are not the same underlying problem." }, { "left": "issue:37428", "right": "issue:44987", "accept": false, - "reason": "Flash-attention import error and loading a specific model in v5 are not the same bug." + "reason": "Flash-attention import error and loading physical-intelligence/fast on v5.1.0 are not clearly the same defect." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Embedding dtype drift and multimodal token-count helper bug are unrelated." + "reason": "Embedding dtype drift in eval is unrelated to multimodal token counting using undefined video helpers." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint resume key mismatch and qwen3_omni_moe length helper issue are different code paths." + "reason": "Checkpoint key mismatch and qwen3_omni_moe length helper behavior are different issues." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to output embedding reinitialization after resizing embeddings." + "reason": "Failing Flash Attention 2 tests do not match token-embedding reinitialization after resize." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "cudaErrorAssert in Qwen3 auto device mapping is unrelated to Gemma4 OOM." + "reason": "Qwen3 auto device-mapping assert and Gemma4 inference OOM are different failure modes." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "Bamba SDPA compile failure and qwen3_omni_moe helper behavior are unrelated." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe feature extraction lengths." }, { "left": "issue:44451", "right": "issue:45520", "accept": false, - "reason": "ScandiBERT loading failure and flash_attn KeyError on Python 3.13 are different import/load issues." + "reason": "ScandiBERT load failure and Python 3.13 flash_attn KeyError are different compatibility problems." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python version compatibility bug and DeepseekV3MoE divergence are unrelated." + "reason": "Python-version incompatibility in Transformers 5.1.0 is unrelated to DeepseekV3MoE implementation divergence." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer NoneType broadcast error and MacOS bus error on CLIP are different runtime failures." + "reason": "Trainer NoneType broadcast error and MacOS bus error with community CLIP are unrelated." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma4 processor import failure and tokenizer error masking when protobuf is absent are separate issues." + "reason": "Gemma4 ReasoningEffort import breakage and protobuf-related tokenizer error masking are different bugs." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Pegasus output differences and lm_head.weight serialization inconsistency are not the same bug." + "reason": "Pegasus output drift and lm_head.weight serialization inconsistency may both be v5 regressions, but they are not the same concrete bug." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and RT-DETR memory leak are unrelated." + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to RT-DETR memory not being freed." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Sam3PixelDecoder dummy layer bug and Siglip2 nonsensical outputs are unrelated." - }, - { - "left": "issue:25251", - "right": "issue:32090", - "accept": false, - "reason": "Pipeline top_k nesting bug and Trainer GPU broadcast NoneType are unrelated." + "reason": "Sam3PixelDecoder dummy Conv2d and SigLIP2 nonsensical outputs are different model bugs." } ] }, @@ -7132,6 +7089,7 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-362", "nodes": [ + "issue:25251", "issue:29127", "issue:29942", "issue:30064", @@ -7139,7 +7097,6 @@ "issue:33290", "issue:33357", "issue:34567", - "issue:35141", "issue:36010", "issue:39692", "issue:42915", @@ -7183,15 +7140,16 @@ ], "soft_pairs": [ "issue:44186|issue:45198", - "issue:43278|issue:43381", + "issue:25251|issue:32090", "issue:43653|issue:44743", + "issue:43278|issue:43381", "issue:44265|issue:45198", "issue:44361|issue:45198", "issue:43257|issue:43278", "issue:42915|issue:42994", "issue:43421|issue:45491", - "issue:43994|issue:45412", "issue:44871|issue:44977", + "issue:43994|issue:45412", "issue:44206|issue:44479", "issue:43756|issue:45440", "issue:43504|issue:44857", @@ -7203,231 +7161,230 @@ "issue:32090|issue:33290", "issue:45072|issue:45229", "issue:43824|issue:44279", - "issue:43381|issue:43701", "issue:43653|issue:44442", + "issue:43381|issue:43701", "issue:43334|issue:43531", "issue:43526|issue:44186", "issue:44464|issue:45491", "issue:43262|issue:44206", "issue:44977|issue:45245", "issue:29942|issue:36010", - "issue:29127|issue:33357", - "issue:29127|issue:35141" + "issue:29127|issue:33357" ], - "prepared_review_unit_hash": "b83316dc1edb8d9e1d660aece1e253b350628850b2906f8d7734d2ca59b65348", + "prepared_review_unit_hash": "e635f5ce5d597c27339dc0c29362244fd3c326857d6e8fcecabd9f4c0bc64ae2", "component_budget": { "node_count": 362, "item_count": 362, "soft_pair_count": 1351, - "serialized_chars": 697234, - "estimated_input_tokens": 174309, - "estimated_eval_tokens": 348874 + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37060, - "estimated_input_tokens": 9265, - "estimated_eval_tokens": 18786 + "serialized_chars": 37017, + "estimated_input_tokens": 9255, + "estimated_eval_tokens": 18766 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose semantic grab bag across unrelated bug reports (tokenizers, vision processors, training/runtime, generation, and model-loading issues). None of the soft pairs look like the same underlying defect, so all soft edges are rejected.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue: the items span unrelated bugs in different subsystems, and the soft pairs do not read as true duplicates.", + "summary": "This cluster is highly heterogeneous: the soft links mostly reflect broad lexical overlap (errors, tokenizers, processors, vision models, training/runtime issues) rather than the same underlying bug. I would not merge any of the proposed pairs.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No clear best issue representative for the same reason; choosing any one would be arbitrary across these unrelated reports.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "Different bugs: LayoutLMv2 NER/padding crash vs Wav2Vec2 save_pretrained/tokenization failure." + "reason": "Different components and failure modes: LayoutLMv2 NER/batching crash vs Wav2Vec2 save_pretrained/tokenization failure." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "Embedding dtype regression and eval-mode gradient-checkpointing are unrelated failures." + "reason": "Unrelated behavior: pipeline top_k nesting bug vs Trainer/_gpu_broadcast_one NoneType error." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBird tokenizer special-token decode issue vs Qwen3-MoE recurrent-state reset bug." + "reason": "BigBirdTokenizer special-token decode issue is unrelated to Qwen3.5 recurrent-state reset in modular_qwen3_5.py." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "BF16\u2192FP32 dtype drift in eval is not the same as gradient checkpointing being disallowed in eval mode." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export failure with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization errors." + "reason": "torch.export with torch_compilable_check is a different code path from Wav2Vec2 save/tokenization failures." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLuke tokenizer AttributeError is a different code path from Wav2Vec2 save_pretrained/tokenization." + "reason": "MLukeTokenizer task AttributeError is unrelated to Wav2Vec2 save_pretrained/tokenization failure." }, { "left": "issue:43257", "right": "issue:43278", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is not the same as BF16-to-FP32 embedding dtype drift." + "reason": "Qwen3 MoE weight conversion issue is unrelated to embedding dtype changes during evaluation." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "FineGrainedFP8 failure on Qwen3Moe is distinct from quantized model saving." + "reason": "Qwen3Moe FP8 config failure and quantized model saving failure are distinct quantization bugs." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Runtime special-token post-processor updates and Gemma3 NaN embeddings are different problems." + "reason": "Runtime special-token post-processor update bug is unrelated to Gemma3 NaN embeddings with sliding-window attention." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "SigLIP2 inference mismatch/quantization issue is unrelated to RT-DETR memory release behavior." + "reason": "Gemma eos_token_id mismatch is not the same as Qwen3.5 flash-attention generation corruption." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "Gemma-3 eos_token_id inconsistency is separate from Qwen3.5 flash-attention generation issues." + "reason": "SigLIP2 model/pipeline mismatch is unrelated to RT-DETR memory not being released on delete." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Unsupported center arg in LasrFeatureExtractor is unrelated to the Qwen video-input regression." + "reason": "Unsupported center arg in LasrFeatureExtractor is a different regression from Qwen2.5/3 video input handling." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE layer omission and DeepseekV3 divergence are different model-specific bugs." + "reason": "Smollm3 RoPE-layer configuration issue is unrelated to DeepseekV3MoE divergence from remote implementation." }, { "left": "issue:43504", "right": "issue:44857", "accept": false, - "reason": "BEiT legacy-field loading failure is unrelated to LwDetrImageLoss AMP/CUDA crashes." + "reason": "BEiT legacy-field load bug is unrelated to LwDetrImageLoss AMP/CUDA crash." }, { "left": "issue:44610", "right": "issue:45412", "accept": false, - "reason": "Processor size mismatch for OmDet-Turbo is not the same as RT-DETR memory leakage." + "reason": "OmDet-Turbo processor size mismatch is unrelated to RT-DETR model memory retention." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated." + "reason": "Failing Flash Attention 2 tests and void segmentation-map processing are different subsystems and symptoms." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "auto_docstring annotation handling and mistral_common import failures have different root causes." + "reason": "auto_docstring annotations crash is unrelated to Gemma 4 processor loading failing on missing ReasoningEffort import." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS bus error for CLIP is unrelated to SigLIP2 documentation/model-processor mismatch." + "reason": "MacOS bus error on CLIP model and SigLIP2 documentation errors are different problems." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error messaging and TrainerState token counter updating are different issues." + "reason": "LayoutLMv3 error-message clarity issue is unrelated to TrainerState token counter not updating." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "NoneType broadcast in Trainer is unrelated to Adafactor/deepspeed OOM." + "reason": "Trainer NoneType broadcast error is unrelated to Adafactor OOM in DeepSpeed." }, { "left": "issue:45072", "right": "issue:45229", "accept": false, - "reason": "bfloat16 inference dtype mismatches do not match a Gemma4 multi-GPU OOM." + "reason": "dtype mismatches in bfloat16 inference are unrelated to Gemma4 multi-GPU CUDA OOM." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Qwen2.5-VL import error is broader than the dependency issue and not the same concrete bug." + "reason": "Qwen2.5-VL import error is unrelated to a generic dependency issue with transformers." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to resume_from_checkpoint key mismatch." + "reason": "BigBirdTokenizer special-token registration bug is unrelated to AutoTokenizer failing to load FastSpeech2ConformerTokenizer." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "BigBirdTokenizer decode output bug and AutoTokenizer loading FastSpeech2ConformerTokenizer are distinct." + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are different training-loop issues." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Qwen3-VL pad_token_id import failure and Qwen3-MoE sliding-window bug are different code paths." + "reason": "Qwen3-VL pad_token_id AttributeError is unrelated to Qwen3-MoE sliding_window behavior." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to LayoutLMv2 tokenizer crashes." + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to LayoutLMv2Tokenizer crashes on NER/padding." }, { "left": "issue:44464", "right": "issue:45491", "accept": false, - "reason": "Chunked generation with compiled forward and Gemma3 sliding-window NaNs are different generation bugs." + "reason": "Compiled-forward chunked generation inconsistency is unrelated to Gemma3 NaN embeddings from mixed-length batching." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting is unrelated to the LasrFeatureExtractor center-arg crash." + "reason": "Audio processor chat-template sample-rate default bug is unrelated to LasrFeatureExtractor center-arg crash." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Qwen3.5 flash-attention generation and category-count overflow are unrelated." + "reason": "Flash-attention generation bug is unrelated to the category-count limit runtime error." }, { "left": "issue:29942", "right": "issue:36010", "accept": false, - "reason": "Flash Attention 2 tests do not match the GenerationMixin import regression." + "reason": "Flash Attention 2 test failures do not match a GenerationMixin import error." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error clarity and CLIP MacOS bus error are different artifacts." - }, - { - "left": "issue:29127", - "right": "issue:35141", - "accept": false, - "reason": "LayoutLMv3 error messaging and token-embedding reinitialization in post_init are unrelated." + "reason": "LayoutLMv3 error-message clarity and CLIP MacOS bus error are not the same bug." } ] }, @@ -7451,6 +7408,7 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-362", "nodes": [ + "issue:29127", "issue:29942", "issue:33290", "issue:33666", @@ -7458,7 +7416,6 @@ "issue:34689", "issue:35141", "issue:39692", - "issue:41628", "issue:42915", "issue:43232", "issue:43316", @@ -7495,12 +7452,12 @@ "issue:45072", "issue:45216", "issue:45290", - "issue:45372", "issue:45440", "issue:45479", "issue:45491" ], "soft_pairs": [ + "issue:29127|issue:35141", "issue:43761|issue:44079", "issue:44442|issue:45072", "issue:42915|issue:43931", @@ -7508,16 +7465,16 @@ "issue:43526|issue:44857", "issue:43526|issue:44610", "issue:44479|issue:45290", - "issue:45003|issue:45440", "issue:43723|issue:45479", "issue:44743|issue:44811", + "issue:45003|issue:45440", "issue:43575|issue:43701", - "issue:43316|issue:43525", "issue:43931|issue:45216", + "issue:43316|issue:43525", "issue:43646|issue:44077", "issue:43761|issue:44188", - "issue:44964|issue:45440", "issue:43575|issue:44387", + "issue:44964|issue:45440", "issue:43994|issue:44206", "issue:29942|issue:33666", "issue:39692|issue:45491", @@ -7525,221 +7482,220 @@ "issue:44442|issue:44898", "issue:33290|issue:34567", "issue:34689|issue:43611", - "issue:43493|issue:43827", "issue:43381|issue:43873", + "issue:43493|issue:43827", "issue:44077|issue:44479", "issue:33290|issue:34689", - "issue:33290|issue:35141", - "issue:41628|issue:45372" + "issue:33290|issue:35141" ], - "prepared_review_unit_hash": "14a1f2fbdb367af83375774584380cdb5083a00a41c9049d164d92c6add0ce5c", + "prepared_review_unit_hash": "1e218f6b0bf79ffa24861049a4a3b3daf8f374067ae4a3691b0269d82fd64eee", "component_budget": { "node_count": 362, "item_count": 362, "soft_pair_count": 1351, - "serialized_chars": 697234, - "estimated_input_tokens": 174309, - "estimated_eval_tokens": 348874 + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36720, - "estimated_input_tokens": 9180, - "estimated_eval_tokens": 18616 + "serialized_chars": 36126, + "estimated_input_tokens": 9032, + "estimated_eval_tokens": 18320 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose grab-bag of unrelated Transformers issues spanning model loading, generation, quantization, processors, docs, and training behavior. None of the soft pairs look like true duplicates or the same underlying fix, so all soft edges are rejected. The most umbrella-like issue is the generic Transformers 5.0.0 custom model initialization regression.", - "confidence": 0.27, - "canonical_issue_reason": "issue:43646 is the broadest, most umbrella-style report in the set and best fits as a weak cluster representative, even though the cluster items are not true duplicates.", + "summary": "The cluster is heterogeneous: the soft pairs are mostly lexical similarities across different models, regressions, and subsystems, not the same underlying bug/change. I would not merge any of the proposed pairs as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this cluster; the items describe unrelated bugs across different models and code paths, with no soft pair clearly sharing the same root cause.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the least specific and most generally applicable issue here, so it is the best single issue to anchor the cluster despite weak semantic cohesion.", + "best_issue_reason": "issue:45440 is the strongest representative: it is an open, concrete model-implementation divergence report with broader technical impact than the other narrowly scoped issues.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Different bugs: one is an error-message clarity issue in LayoutLMv3, the other is token embedding reinitialization in post_init." + }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "Both touch output/model-result handling, but one is a CLIPVisionModel regression and the other is a generic ModelOutput key assignment bug; different code paths." + "reason": "CLIPVision hidden_states regression and ModelOutput key assignment are distinct code paths and failure modes." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "Tokenizer loading for FastSpeech2Conformer is unrelated to dtype mismatch failures in SwitchTransformers/TimmWrapperModel." + "reason": "Tokenizer loading failure vs dtype mismatch in inference; no shared concrete bug." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Both are Qwen-related loading problems, but one is a FineGrainedFP8 config failure and the other is a shape mismatch for a different model family; not the same bug." + "reason": "Both involve model loading/regression language, but they are different models and different failures (FP8 config vs weight shape mismatch)." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs synchronization and metric gathering are unrelated subsystems with different failure modes." + "reason": "Generation kwargs update after sync_gpus is unrelated to metric gathering dropping tuple labels." }, { "left": "issue:43526", "right": "issue:44857", "accept": false, - "reason": "Beit label reduction and LwDetr AMP/CUDA crashes are separate image-processing vs loss-computation issues." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to LwDetrImageLoss AMP/CUDA crashing." }, { "left": "issue:43526", "right": "issue:44610", "accept": false, - "reason": "Both involve vision processors, but one is a label-reduction bug and the other is a processor/model size mismatch; different fixes." + "reason": "Different processor/model mismatch issues affecting different pipelines and outputs." }, { "left": "issue:44479", "right": "issue:45290", "accept": false, - "reason": "Video-input regression in Qwen VL models is unrelated to chat template crashes on tool-call assistant messages." - }, - { - "left": "issue:45003", - "right": "issue:45440", - "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is unrelated to DeepseekV3MoE implementation divergence." + "reason": "Video input regression in Qwen variants is unrelated to chat template tool-call handling." }, { "left": "issue:43723", "right": "issue:45479", "accept": false, - "reason": "Tokenizer loading in v5 and zero-loss sequence classification with num_labels=1 are different bugs in different APIs." + "reason": "Tokenizer auto-loading regression and single-label classification zero-loss are separate problems." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Recurrent-state cache reset and Whisper batch_decode skip_special_tokens handling are unrelated." + "reason": "Recurrent state reset in cached generation is unrelated to Whisper batch_decode skip_special_tokens handling." }, { - "left": "issue:43575", - "right": "issue:43701", + "left": "issue:45003", + "right": "issue:45440", "accept": false, - "reason": "Tensor-parallel OOM when loading Qwen2-57B is unrelated to resume_from_checkpoint key mismatch." + "reason": "sys.modules access in modeling_utils is a different bug from DeepseekV3MoE implementation divergence." }, { - "left": "issue:43316", - "right": "issue:43525", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "Both are config API discrepancies, but they concern different models and different missing attributes." + "reason": "Tensor-parallel OOM on loading is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Model weight-shape mismatch during load is not the same as an incorrect save_pretrained checkpoint regression." + "reason": "Both are Qwen-related regressions, but one is a weight-shape load error and the other is incorrect save_pretrained checkpoint contents." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Different config API inconsistencies on different models; same theme, not same bug." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Generic custom-model initialization breakage and patchtsmixer post_init policy are not the same concrete bug." + "reason": "Custom model init breakage and patchtsmixer post_init policy are not the same underlying issue." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "CLIP hidden_states regression and attention-kernel divergence under torch.compile are separate issues." + "reason": "Hidden_states omission and attention-kernel divergence under torch.compile are unrelated." }, { - "left": "issue:44964", - "right": "issue:45440", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Phi-4 multimodal loading failure and DeepSeekV3MoE divergence are unrelated model-specific problems." + "reason": "OOM during tensor-parallel loading and increased reserved memory under int4 quantization are different memory issues." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:44964", + "right": "issue:45440", "accept": false, - "reason": "OOM from tensor-parallel loading and increased reserved memory under int4 quantization are both memory-related but not the same bug." + "reason": "Phi-4 multimodal loading failure is unrelated to DeepseekV3MoE remote-implementation divergence." }, { "left": "issue:43994", "right": "issue:44206", "accept": false, - "reason": "SigLIP2 nonsensical outputs and LasrFeatureExtractor center-arg crash are different failure modes." + "reason": "SigLIP2 wrong outputs and LasrFeatureExtractor center-arg regression are different bugs." }, { "left": "issue:29942", "right": "issue:33666", "accept": false, - "reason": "Flash Attention 2 test failures and Qwen2-VL multi-GPU training are unrelated." + "reason": "Flash Attention 2 CI failures and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:39692", "right": "issue:45491", "accept": false, - "reason": "SigLIP2 docs/example problems and Gemma3 mixed-length NaN embeddings are unrelated." + "reason": "SigLIP2 docs example mistakes are not the same as Gemma3 NaN embeddings on GPU." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both mention cache, but one is a GenerationMixin cache regression and the other is Qwen3_5 recurrent-state behavior; not the same fix." + "reason": "Both involve generation/cache behavior, but they affect different mechanisms and code paths." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "FastSpeech2Conformer tokenizer loading and Perceiver resolution handling are unrelated vision/audio issues." + "reason": "Tokenizer loading failure and Perceiver non-default resolution failure are unrelated." }, { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "Adafactor/deepspeed OOM and TrainerState token-count tracking are completely different bugs." + "reason": "AdaFactor/deepspeed OOM and TrainerState token counter not updating are separate trainer issues." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Model loading breakage for a specific Llama vision model and a base_model_prefix regression are different loading paths and root causes." + "reason": "Both are model-loading regressions, but they stem from different version changes and different loader failures." }, { - "left": "issue:43493", - "right": "issue:43827", + "left": "issue:43381", + "right": "issue:43873", "accept": false, - "reason": "SigLIP2 implementation discrepancy and docs still referencing removed pipeline() APIs do not share a concrete code-path problem." + "reason": "Gradient checkpointing in eval mode and offloading with quantization are distinct behaviors." }, { - "left": "issue:43381", - "right": "issue:43873", + "left": "issue:43493", + "right": "issue:43827", "accept": false, - "reason": "Gradient checkpointing in eval mode and quantization offloading issues are unrelated training/runtime bugs." + "reason": "SigLIP2 HF-vs-JAX divergence is unrelated to stale pipeline docs after v5 removals." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "patchtsmixer post_init policy and Qwen VL video-input regression are unrelated." + "reason": "patchtsmixer post_init policy and Qwen video-input regression are unrelated." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "OOM in optimizer setup and model-loading failure for Llama vision are different failure classes." + "reason": "OOM in deepspeed adafactor training and Llama 3.2 model-loading breakage are different failures." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "Optimizer OOM and embedding reinitialization in post_init are unrelated." - }, - { - "left": "issue:41628", - "right": "issue:45372", - "accept": false, - "reason": "Import errors for AutoImageProcessor and ReasoningEffort are distinct symbols and contexts." + "reason": "Training OOM and output embedding reinitialization are unrelated bugs." } ] }, @@ -7772,6 +7728,7 @@ "issue:36010", "issue:36331", "issue:39692", + "issue:41628", "issue:41950", "issue:42175", "issue:43065", @@ -7801,7 +7758,6 @@ "issue:44496", "issue:44514", "issue:44617", - "issue:44734", "issue:44792", "issue:44855", "issue:44871", @@ -7810,9 +7766,10 @@ "issue:45127", "issue:45137", "issue:45200", - "issue:45406" + "issue:45372" ], "soft_pairs": [ + "issue:41628|issue:45372", "issue:43720|issue:44442", "issue:43749|issue:43931", "issue:43643|issue:44913", @@ -7823,8 +7780,8 @@ "issue:43381|issue:43856", "issue:43316|issue:44877", "issue:44855|issue:45137", - "issue:43540|issue:44514", "issue:34689|issue:36010", + "issue:43540|issue:44514", "issue:42175|issue:43316", "issue:44162|issue:44792", "issue:43388|issue:43688", @@ -7836,187 +7793,186 @@ "issue:43065|issue:44617", "issue:45127|issue:45200", "issue:43295|issue:43825", - "issue:43761|issue:44479", - "issue:44734|issue:45406" + "issue:43761|issue:44479" ], - "prepared_review_unit_hash": "330bd7d447d69758e69e984510d677329bdcaef5bf4574a575121d1ffe5242e7", + "prepared_review_unit_hash": "0ee7053ab209298acf0c519cd756e386fc6f71a6398c1b872e4c3ede5b7b8acd", "component_budget": { "node_count": 362, "item_count": 362, "soft_pair_count": 1351, - "serialized_chars": 697234, - "estimated_input_tokens": 174309, - "estimated_eval_tokens": 348874 + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 35228, - "estimated_input_tokens": 8807, - "estimated_eval_tokens": 17870 + "serialized_chars": 35229, + "estimated_input_tokens": 8808, + "estimated_eval_tokens": 17872 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the items cover unrelated bugs across model loading, training, pipelines, configs, and docs, so there is no credible duplicate canonical here. All soft-edge pairs should be rejected.", - "confidence": 0.95, + "summary": "These items are mostly unrelated issue reports across different models, APIs, and regression types; none of the soft pairs look like the same underlying bug/change, so this is not a real duplicate cluster.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Different import failures in different places: AutoImageProcessor missing vs ReasoningEffort missing from mistral_common/Gemma 4 processor loading." + }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "Different failures: one is BitNet packed-weight unpacking during accelerate loading, the other is AutoTokenizer loading a FastSpeech2Conformer tokenizer." + "reason": "One is a CI/accelerate packed-weights unloading bug; the other is AutoTokenizer failing to load a specific tokenizer class. Not the same code path." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "Different code paths and symptoms: FSDP CPU RAM-efficient loading vs a Qwen3-VL model weight-shape mismatch." + "reason": "FSDP CPU RAM efficient loading vs Qwen3-VL shape mismatch during model load are distinct loading problems with different causes." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Both are config-related, but one is trust_remote_code returning incomplete AutoConfig fields and the other is GPTNeoX rotary_pct not persisting on reload." + "reason": "trust_remote_code missing config fields is a config deserialization issue; GPTNeoX rotary_pct reset on reload is a separate config persistence bug." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to Gemma-3 eos_token_id configuration inconsistency." + "reason": "Quantization/offloading behavior vs Gemma-3 eos_token_id mismatch are unrelated model/runtime issues." }, { "left": "issue:39692", "right": "issue:44206", "accept": false, - "reason": "A documentation example with model/processor mismatch is not the same bug as LaserFeatureExtractor passing an unsupported center argument." + "reason": "SigLIP2 docs errors are about an example mismatch and quantization failure; LasrFeatureExtractor center-arg crash is a different preprocessing regression." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Different subsystems: local dataset loading in an image-classification training script vs config loading failure for an unrecognized model." + "reason": "Local dataset loading in an example script is unrelated to unrecognized model/config.json loading for a different repository/model." }, { "left": "issue:33290", "right": "issue:36331", "accept": false, - "reason": "One is OOM with Adafactor under DeepSpeed; the other is a CustomTrainer method signature change." + "reason": "AdaFactor/DeepSpeed OOM and CustomTrainer.compute_loss signature breakage are separate training bugs." }, { "left": "issue:43381", "right": "issue:43856", "accept": false, - "reason": "Gradient checkpointing in eval mode and Qwen3 MoE memory usage are different training behaviors, not one underlying bug." + "reason": "Gradient checkpointing in eval mode is a mode-compatibility bug; Qwen3 MoE memory usage is a training efficiency issue." }, { "left": "issue:43316", "right": "issue:44877", "accept": false, - "reason": "Both mention config APIs, but the former is a Gemma3TextConfig discrepancy and the latter is strict config blocking granite_speech loading." + "reason": "Gemma3TextConfig API discrepancy is not the same as strict config blocking granite_speech config loading." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 torch.jit parsing/IndentationError is unrelated to a DeepSpeed ZeRO3 deque pop error." + "reason": "Python 3.13 IndentationError from torch.jit parsing differs completely from DeepSpeed ZeRO3 deque underflow." }, { - "left": "issue:43540", - "right": "issue:44514", + "left": "issue:34689", + "right": "issue:36010", "accept": false, - "reason": "Different processor/input bugs: Qwen3OmniMoe video processing ValueError vs batched chat-template padding crash in Qwen2_5_VLProcessor." + "reason": "Llama 3.2 model loading regression is unrelated to a missing GenerationMixin import path issue." }, { - "left": "issue:34689", - "right": "issue:36010", + "left": "issue:43540", + "right": "issue:44514", "accept": false, - "reason": "Model-loading regression for Llama 3.2 Vision is unrelated to the GenerationMixin import error." + "reason": "Video input processing in Qwen3OmniMoe is different from batched apply_chat_template padding=False failure in Qwen2_5_VLProcessor." }, { "left": "issue:42175", "right": "issue:43316", "accept": false, - "reason": "Package/backend installation issue with pip install '.[torch]' is unrelated to a Gemma3TextConfig API discrepancy." + "reason": "Torch-only install missing TensorFlow backend is packaging/dependency-related, not the Gemma3TextConfig API issue." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 being broken and a janus image-generation test failure are different models and failure modes." + "reason": "ESM2 breakage for scientific workflows is unrelated to a janus test failure around image generation." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Gathering metrics drops tuple labels in the last batch, while auxiliary-loss normalization is a separate training-loss bug." + "reason": "One is gather_for_metrics dropping tuple labels in the last batch; the other is auxiliary loss normalization in MoE models." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "lm_head weight tying in Mistral3ForConditionalGeneration is a different concrete issue than FlashAttention failures in Ministral-3." + "reason": "Weight tying in Mistral3ForConditionalGeneration is a model consistency bug; FlashAttention failure for Ministral-3 is a separate attention backend issue." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API mismatch is unrelated to the Mistral-3 image-preprocessor dtype mismatch." + "reason": "Gemma3TextConfig API mismatch and Mistral-3 image preprocessor dtype mismatch are unrelated model-specific regressions." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "A model_max_length question for DeBERTa-V3 is unrelated to a missing transformers.onnx import." + "reason": "DeBERTa-V3 model_max_length question and missing transformers.onnx module are unrelated and far apart in scope." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k output shape change is unrelated to AutoModel requiring PyTorch to be installed." + "reason": "top_k changing pipeline output shape is unrelated to AutoModel/PyTorch missing import error." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video-classification pipeline using image processors is a different bug from Sam3VisionEncoderOutput missing fpn_position_embeddings." + "reason": "Video-classification pipeline using image processors and SAM3 video missing fpn_position_embeddings are different pipeline/model bugs." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d and Sam3Video CUDA OOM are both SAM3-related but not the same underlying change or code path." + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as Sam3Video CUDA OOM; one is a code correctness issue, the other a resource issue." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA merge collapse with tied embeddings is unrelated to Gemma 4 mm_token_type_ids defaulting behavior." + "reason": "LoRA merge with extended vocabulary causing collapse is unrelated to Gemma 4 mm_token_type_ids defaulting for text-only fine-tuning." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "processor.tokenizer regression in v4.57.5 is unrelated to pipeline translation-task error messaging in v5." + "reason": "processor.tokenizer/images regression is distinct from the v5 translation-task error-message mismatch." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression are different models and different breakages." - }, - { - "left": "issue:44734", - "right": "issue:45406", - "accept": false, - "reason": "Transformers serve KV-cache continuation indexing is unrelated to Gemma4Processor missing _tokenizer." + "reason": "CLIPVisionModel hidden_states regression is unrelated to Qwen video input regression across multiple model families." } ] }, @@ -8052,6 +8008,7 @@ "issue:43531", "issue:43550", "issue:43575", + "issue:43582", "issue:43606", "issue:43646", "issue:43650", @@ -8065,7 +8022,6 @@ "issue:43994", "issue:44060", "issue:44077", - "issue:44079", "issue:44190", "issue:44220", "issue:44242", @@ -8076,25 +8032,26 @@ "issue:44534", "issue:44610", "issue:44734", + "issue:44743", "issue:44792", "issue:44871", "issue:44913", "issue:44933", "issue:44964", "issue:44977", - "issue:45127", "issue:45245", "issue:45290", - "issue:45357", "issue:45362", - "issue:45381" + "issue:45381", + "issue:45406" ], "soft_pairs": [ + "issue:44734|issue:45406", "issue:44077|issue:44534", "issue:43550|issue:43701", "issue:43295|issue:44871", - "issue:43452|issue:44496", "issue:43606|issue:43701", + "issue:43452|issue:44496", "issue:43646|issue:44913", "issue:43906|issue:45290", "issue:43761|issue:44242", @@ -8102,212 +8059,218 @@ "issue:43575|issue:43742", "issue:43931|issue:44060", "issue:44521|issue:45381", - "issue:43525|issue:43531", "issue:43575|issue:43873", - "issue:44792|issue:44977", + "issue:43525|issue:43531", "issue:44479|issue:44734", - "issue:44464|issue:44871", + "issue:44792|issue:44977", "issue:32090|issue:35141", + "issue:44464|issue:44871", "issue:44933|issue:45362", "issue:43065|issue:44610", "issue:43827|issue:43994", "issue:44534|issue:44913", "issue:41720|issue:45245", - "issue:43650|issue:44220", "issue:44190|issue:44964", - "issue:43388|issue:44079", - "issue:45127|issue:45357" + "issue:43650|issue:44220", + "issue:43388|issue:43582", + "issue:43761|issue:44743" ], - "prepared_review_unit_hash": "e2cc9d58ad9b1ebbc62d4188589a55c7f308e44ad4dfd28e28c10ed06ecba4c7", + "prepared_review_unit_hash": "7805fff8c281d72f9c122499e4c12369ea7bcaf74d79a9104835081ee8b0ba04", "component_budget": { "node_count": 362, "item_count": 362, "soft_pair_count": 1351, - "serialized_chars": 697234, - "estimated_input_tokens": 174309, - "estimated_eval_tokens": 348874 + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35662, - "estimated_input_tokens": 8916, - "estimated_eval_tokens": 18088 + "soft_pair_count": 28, + "serialized_chars": 35939, + "estimated_input_tokens": 8985, + "estimated_eval_tokens": 18226 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated issue reports across different regressions and subsystems. None of the soft pairs look like the same concrete bug, so I would not merge any of them as duplicates. If I had to anchor the cluster, I\u2019d use issue 44521 because it is current, well-documented, and has the strongest external signal.", - "confidence": 0.86, - "canonical_issue_reason": "issue:44521 is the strongest representative: it is open, detailed, and has multiple inbound references, making it the most useful anchor among these unrelated issues.", + "summary": "This cluster is heterogeneous: it mixes unrelated regressions, model-specific loading bugs, training/runtime issues, and docs/API breakages. None of the soft pairs look like safe duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits this cluster; the items are not the same underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best global issue candidate for triage because it has the clearest repro and the most activity/references.", + "best_issue_reason": "If a representative issue is needed, issue:44521 is the most active/open and user-visible, but it is not a true canonical duplicate anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Different failures: KV-cache continuation tensor indexing in serve vs Gemma4Processor missing _tokenizer." + }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Both involve model init/buffer behavior in v5, but one is about post_init being disallowed for patchtsmixer and the other about junk non-persistent buffers; different bugs." + "reason": "Unrelated bugs: post_init being optionally allowed for patchtsmixer vs junk-filled non-persistent buffers." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "One is a torch.compile/SDPA failure for Bamba, the other is a resume_from_checkpoint key mismatch; no shared code-path bug." + "reason": "Different code paths: Bamba SDPA/torch.compile failure vs resume_from_checkpoint key mismatch." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Custom processor/tokenizer regression and Gemma eos_token_id inconsistency are distinct model/config issues." + "reason": "Both touch model/config behavior, but one is processor.tokenizer/image handling and the other is Gemma eos_token_id mismatch." }, { - "left": "issue:43452", - "right": "issue:44496", + "left": "issue:43606", + "right": "issue:43701", "accept": false, - "reason": "Both are loading-related, but gguf_file handling and missing model_type validation are different root causes." + "reason": "CPU offload device mismatch for bark-small is unrelated to checkpoint resume key handling." }, { - "left": "issue:43606", - "right": "issue:43701", + "left": "issue:43452", + "right": "issue:44496", "accept": false, - "reason": "CPU offload device mismatch is unrelated to resume checkpoint key mismatch." + "reason": "Loading via gguf_file is a different problem from an unrecognized model/config.json issue." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Generic custom initialization breakage and GPTNeoX rotary_pct reload regression are separate problems." + "reason": "Custom model initialization breakage is not the same as GPTNeoXConfig rotary_pct not persisting on reload." }, { "left": "issue:43906", "right": "issue:45290", "accept": false, - "reason": "An isolated reproduction of one past issue does not match a chat-template tool-call crash; different functionality and failure mode." + "reason": "Isolated reproduction of an old issue is unrelated to apply_chat_template crashing on tool-call assistant messages." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "CLIP hidden_states regression and MoE router loss omission are unrelated model-output vs training-loss bugs." + "reason": "CLIPVisionModel hidden_states bug and missing load-balancing loss are separate model behaviors." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel startup failure and tensor-parallel OOM are both parallelism-related but not the same concrete bug." + "reason": "3d_parallel.py runtime failure is unrelated to Qwen2-57B-A14B-Instruct loading OOM." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "OOM on a large Qwen2 model with tp is not the same as a key error loading MobileLLM-125M." + "reason": "Both are loading-related, but one is tensor-parallel OOM and the other is a KeyError for MobileLLM config/loading." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Shape mismatch loading Qwen3-VL differs from a tied-weights warning in Qwen3-Next." + "reason": "Shape mismatch loading Qwen3-VL is not the same as a tied-weights warning in Qwen3-Next." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Both touch multimodal chat/vision input handling, but assistant mask generation and video vision_position_ids are different code paths and symptoms." - }, - { - "left": "issue:43525", - "right": "issue:43531", - "accept": false, - "reason": "Missing pad_token_id in Llama4Config and Qwen3-MoE sliding_window behavior are unrelated config bugs." + "reason": "Both involve multimodal chat/input handling, but assistant_masks being all zero is a different defect from wrong video vision_position_ids." }, { "left": "issue:43575", "right": "issue:43873", "accept": false, - "reason": "Tensor-parallel OOM and offloading/quantization behavior are different memory-management issues." + "reason": "Qwen2 tensor-parallel OOM and quantization offloading behavior are distinct issues." }, { - "left": "issue:44792", - "right": "issue:44977", + "left": "issue:43525", + "right": "issue:43531", "accept": false, - "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation issues are unrelated." + "reason": "Missing pad_token_id in Llama4Config is unrelated to sliding_window behavior in Qwen3-MoE." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Video-input regression in Qwen VL models and serve KV-cache continuation indexing are different failures." + "reason": "Video-input regression in Qwen multimodal models is not the same as a serve KV-cache indexing crash." }, { - "left": "issue:44464", - "right": "issue:44871", + "left": "issue:44792", + "right": "issue:44977", "accept": false, - "reason": "Compiled chunked generation inconsistency is not the same as a Gemma eos_token_id config mismatch." + "reason": "Janus image-generation test failure is unrelated to Qwen3.5 flash-attention generation issues." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer GPU broadcast NoneType error and embedding reinitialization after resize are different bugs." + "reason": "Trainer _gpu_broadcast_one NoneType error and embedding reinitialization after resize are different bugs." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Chunked generation with compiled forward is unrelated to Gemma-3 eos_token_id configuration inconsistency." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "A missing import in image_utils and a Qwen3.5 chat crash are unrelated." + "reason": "Nonexistent image_utils import is unrelated to Qwen3.5 chat crashes." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo processor image-size mismatch are different vision-model issues." + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet processor size mismatch are separate model/preprocessing issues." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Documentation still referencing pipeline() is unrelated to SigLIP2 producing bad outputs with AutoModel/pipeline." + "reason": "Docs still referencing pipeline() is not the same bug as nonsensical Siglip2 outputs with AutoModel/pipeline." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk and GPTNeoX rotary_pct not persisting are both v5 regressions, but not the same underlying serialization bug." + "reason": "Non-persistent buffer junk in v5 is unrelated to GPTNeoX rotary_pct resetting on reload." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert and category-count overflow are unrelated runtime errors." - }, - { - "left": "issue:43650", - "right": "issue:44220", - "accept": false, - "reason": "A vague data request is not the same as a fbank feature extraction bug." + "reason": "Qwen3 auto device-mapping cuda assert and the 2^24 category limit error are unrelated." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading in a training script and loading a multimodal model are different loading paths and failures." + "reason": "Local dataset loading failure in a no-trainer script is unrelated to Phi-4 multimodal model loading." }, { - "left": "issue:43388", - "right": "issue:44079", + "left": "issue:43650", + "right": "issue:44220", "accept": false, - "reason": "Dropping label elements in gather_for_metrics and ModelOutput key assignment with None are distinct tuple/ModelOutput handling issues." + "reason": "The placeholder title and the fbank feature-extraction issue do not describe the same bug." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:43388", + "right": "issue:43582", + "accept": false, + "reason": "gather_for_metrics last-batch label dropping is unrelated to Apple Silicon warmup TypeError." + }, + { + "left": "issue:43761", + "right": "issue:44743", "accept": false, - "reason": "LoRA merge with extended vocabulary causing collapse and incorrect visual encoder keys in save_pretrained are separate model-saving bugs." + "reason": "CLIPVisionModel hidden_states regression and Qwen3.5 recurrent-state reset are different failures." } ] }, @@ -8349,10 +8312,10 @@ "issue:43550", "issue:43643", "issue:43644", - "issue:43761", "issue:43854", "issue:43976", "issue:44016", + "issue:44062", "issue:44077", "issue:44079", "issue:44112", @@ -8366,21 +8329,22 @@ "issue:44496", "issue:44683", "issue:44734", - "issue:44743", "issue:44792", "issue:44855", "issue:44871", "issue:44913", "issue:45003", + "issue:45127", "issue:45216", "issue:45276", "issue:45335", + "issue:45357", "issue:45372", "issue:45375", "issue:45446" ], "soft_pairs": [ - "issue:43761|issue:44743", + "issue:45127|issue:45357", "issue:44355|issue:44855", "issue:43644|issue:44913", "issue:44496|issue:45372", @@ -8399,8 +8363,8 @@ "issue:44186|issue:44734", "issue:43479|issue:45375", "issue:36246|issue:38617", - "issue:44016|issue:44220", "issue:44246|issue:45003", + "issue:44016|issue:44220", "issue:38175|issue:43065", "issue:44466|issue:44913", "issue:44683|issue:45446", @@ -8409,216 +8373,223 @@ "issue:43854|issue:44792", "issue:43295|issue:45335", "issue:43643|issue:44496", - "issue:43299|issue:45216" + "issue:43299|issue:45216", + "issue:44016|issue:44062" ], - "prepared_review_unit_hash": "64143b45b764f86bec0d77ee3c552500287cec0ca90c1dfadde5fd942773908b", + "prepared_review_unit_hash": "97416781cbbdd621cf7d5cbfc9231d1f67ee28f6de10fecffa1098d3cc9410ad", "component_budget": { "node_count": 362, "item_count": 362, "soft_pair_count": 1351, - "serialized_chars": 697234, - "estimated_input_tokens": 174309, - "estimated_eval_tokens": 348874 + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36364, - "estimated_input_tokens": 9091, - "estimated_eval_tokens": 18438 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37266, + "estimated_input_tokens": 9317, + "estimated_eval_tokens": 18890 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a loose collection of unrelated Transformers issues; none of the soft-edge pairs look like the same underlying bug or change, so all are rejected. The best anchor issue is the broad v5 regression about non-persistent buffers being filled incorrectly, which is the closest to the recurring serialization/regression theme in the set.", - "confidence": 0.88, - "canonical_issue_reason": "issue:43644 is the strongest representative of the cluster\u2019s repeated v5/regression/serialization theme and is broad enough to serve as an anchor, even though the other items are not true duplicates of it.", + "summary": "This cluster is heterogeneous: most items are distinct regressions across unrelated models, configs, imports, and scripts. I do not see any soft-edge pair that safely collapses into one duplicate/canonical bug.", + "confidence": 0.93, + "canonical_issue_reason": "No true canonical issue: the items span separate failure modes, so picking one as the cluster anchor would be arbitrary.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 has the most general core-runtime impact and is more central than the narrower model- or example-specific reports elsewhere in the set.", + "best_issue_reason": "issue:43295 is the best representative only in the loose sense that it is a broad, user-facing regression around multimodal processor/tokenizer behavior.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43761", - "right": "issue:44743", + "left": "issue:45127", + "right": "issue:45357", "accept": false, - "reason": "Different models and different failures: CLIPVisionModel hidden_states regression vs Qwen3.5 recurrent-state reset with cache." + "reason": "Different Qwen save/tie-weight problems: LoRA+extended-vocab collapse vs incorrect visual-encoder keys in save_pretrained." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Both are Python/runtime-related, but one is about compiled Python files and the other is a DebertaV2 import parsing issue on Python 3.13; not the same bug." + "reason": "Both are import-time failures, but one is about compiled .py execution and the other is a Python 3.13 IndentationError from a torch.jit.script parsing edge case." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Both involve reload/serialization behavior, but one is about non-persistent buffers getting junk values and the other is GPTNeoX rotary_pct not persisting; different code paths." + "reason": "Different persistence bugs: junk non-persistent buffers vs rotary_pct resetting on reload." }, { "left": "issue:44496", "right": "issue:45372", "accept": false, - "reason": "Both are model-loading/import problems, but they concern different missing symbols and different models; not the same concrete issue." + "reason": "Unrecognized-model/config loading failure is unrelated to the mistral_common ReasoningEffort import breakage in Gemma 4 processor loading." }, { "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "General Python-version compatibility complaints are not enough; these point to different failure modes and different code paths." + "reason": "A Python-version compatibility complaint is not the same as the DebertaV2 import parse error on Python 3.13." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Qwen3OmniMoe video-input validation and transformers serve KV-cache indexing are unrelated." + "reason": "Different code paths: Qwen3OmniMoe video-input validation vs serve KV-cache continuation tensor indexing." }, { "left": "issue:44077", "right": "issue:44079", "accept": false, - "reason": "One is a config/post_init rule for patchtsmixer, the other is ModelOutput key assignment logic; different bugs." + "reason": "One is about optional post_init in patchtsmixer; the other is ModelOutput key assignment when a value was previously None." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba is unrelated to the image-classification no-trainer local dataset loading issue." + "reason": "torch.compile/SDPA failure and a local-dataset loading failure in an example script are separate problems." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Processor/tokenizer regression and resize_token_embeddings propagation are different problems." + "reason": "Both are regressions, but one is processor/tokenizer API breakage and the other is resize_token_embeddings not propagating to Gemma 4 embeddings." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to the Python 3.13 import parsing error." + "reason": "SwitchTransformersConfig sparse-layer creation and a Python 3.13 decorator/comment parsing issue are unrelated." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Both mention weight tying/checkpointing, but they affect different models and different failure modes; not mergeable as one bug." + "reason": "Different multimodal weight/checkpoint bugs: untied lm_head in Mistral3 vs incorrect Qwen3.5 save_pretrained output." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Example script multi-label output bug vs local dataset loading failure in a different script." + "reason": "Empty multi-label classification outputs and local dataset loading in the image-classification script are different failures." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Video-classification pipeline processor lookup and notebook syntax error are unrelated." + "reason": "Pipeline image-processor lookup for video is unrelated to a notebook syntax error." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors around image processor APIs, but they are different missing names and not the same underlying breakage." + "reason": "Both are import errors, but one is a missing Qwen2_5_VLImageProcessor symbol and the other is a top-level AutoImageProcessor import failure." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "Docs example errors for SigLIP2 are unrelated to the no-trainer image-classification dataset issue." + "reason": "Documentation example errors and local dataset loading in a training script are not the same bug." }, { "left": "issue:43644", "right": "issue:44871", "accept": false, - "reason": "Buffer serialization corruption and Gemma3 eos_token_id mismatch are different issues." + "reason": "Non-persistent buffer junk and Gemma eos_token_id mismatch are different model-state/config issues." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash is unrelated to serve KV-cache continuation indexing." + "reason": "LayoutLMv2Tokenizer NER/padding crashes are unrelated to the serve KV-cache continuation indexing bug." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Different multimodal config bugs in different models; not the same defect." + "reason": "Default vision/audio config initialization and a missing deepstack_visual_indexes field are different config-handling problems." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Qwen2_5_VLImageProcessor import error and layer_type_validation import error are unrelated import failures." + "reason": "Different missing imports in different modules; no shared underlying bug." }, { - "left": "issue:44016", - "right": "issue:44220", + "left": "issue:44246", + "right": "issue:45003", "accept": false, - "reason": "Notebook syntax error is unrelated to _torch_extract_fbank_features() behavior." + "reason": "Import slowdowns and unsafe sys.modules access may be related at a high level, but they are not the same concrete defect." }, { - "left": "issue:44246", - "right": "issue:45003", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "Import slowdown and unsafe sys.modules access are different import-time issues." + "reason": "Notebook syntax error and fbank feature extraction failure are unrelated." }, { "left": "issue:38175", "right": "issue:43065", "accept": false, - "reason": "SigLIP2 zero probabilities and Sam3PixelDecoder dummy Conv2d are unrelated model-specific bugs." + "reason": "SigLIP2 zero-probability output and a dummy Conv2d in Sam3PixelDecoder are different model bugs." }, { "left": "issue:44466", "right": "issue:44913", "accept": false, - "reason": "Device-dependent lm_head serialization inconsistency and rotary_pct reload regression are different serialization issues." + "reason": "lm_head serialization inconsistency and rotary_pct reset-on-reload are separate persistence issues." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Compiled flex_attention failure on torch>=2.9 and a wrong version check for AuxRequest import are related only by subsystem, not the same bug." + "reason": "These touch flex_attention, but one is a torch>=2.9 compilation failure and the other is a version-check/import bug for AuxRequest." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Package extras/backend dependency issue is not the same as a generic dependency problem report." + "reason": "An extras/backend dependency omission is not the same as a vague dependency issue report." }, { "left": "issue:44112", "right": "issue:44792", "accept": false, - "reason": "CI stale test failure in GraniteSpeech and janus image-generation test failure are unrelated." + "reason": "GraniteSpeech CI stale test and Janus image-generation test failure are unrelated test failures." }, { "left": "issue:43854", "right": "issue:44792", "accept": false, - "reason": "Unable to load a specific model in unit tests is not the same as a failed janus image-generation test." + "reason": "GLM-4.7-Flash loading in unit tests and Janus generate-images test failure are different model/test paths." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Different resize_token_embeddings propagation bugs in different models/code paths." + "reason": "Processor/tokenizer regression and t5gemma embedding resize propagation are different bugs, despite both involving multimodal/model wiring." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "trust_remote_code missing fields and unrecognized model_type are both config-loading issues, but they are distinct root causes." + "reason": "Missing fields from trust_remote_code config loading is not the same as an unrecognized-model/config.json failure." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Both are Qwen-related regressions, but one is a load-time failure and the other is a save_pretrained checkpoint corruption; not the same concrete problem." + "reason": "Both mention Qwen3.5 regressions, but one is model loading and the other is save_pretrained checkpoint correctness; they are different code paths." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "A notebook syntax error and AddedToken special-argument duplication are unrelated." } ] }, @@ -8643,6 +8614,7 @@ "cluster_id": "cluster-15354-362", "nodes": [ "issue:38175", + "issue:39692", "issue:41950", "issue:42907", "issue:43295", @@ -8659,8 +8631,6 @@ "issue:43854", "issue:43901", "issue:43976", - "issue:44016", - "issue:44062", "issue:44075", "issue:44112", "issue:44242", @@ -8687,13 +8657,13 @@ "issue:45216", "issue:45245", "issue:45278", + "issue:45290", "issue:45325", "issue:45357", "issue:45405" ], "soft_pairs": [ "issue:42907|issue:43441", - "issue:44016|issue:44062", "issue:44112|issue:44964", "issue:44871|issue:45245", "issue:43673|issue:44336", @@ -8705,15 +8675,15 @@ "issue:43976|issue:44279", "issue:43577|issue:45216", "issue:44075|issue:44368", - "issue:44521|issue:45325", "issue:43901|issue:44496", + "issue:44521|issue:45325", "issue:43854|issue:44964", "issue:44242|issue:45200", - "issue:41950|issue:43650", "issue:41950|issue:45020", "issue:44464|issue:45245", "issue:43976|issue:45405", "issue:44351|issue:45278", + "issue:41950|issue:43650", "issue:43479|issue:43525", "issue:44462|issue:45081", "issue:44496|issue:44877", @@ -8723,228 +8693,236 @@ "issue:43299|issue:43854", "issue:44462|issue:44779", "issue:43295|issue:44779", - "issue:38175|issue:44617" + "issue:38175|issue:44617", + "issue:39692|issue:43901", + "issue:43650|issue:45290" ], - "prepared_review_unit_hash": "6e57d4beb410dbc043d7a31442e98fbebf42ce6dc94e3ad7f87753ddb4194c9c", + "prepared_review_unit_hash": "c22bd1ac2d2d8491d3e6f17a7032c39fe4cf59730998a5267be3b3975bc79dc7", "component_budget": { "node_count": 362, "item_count": 362, "soft_pair_count": 1351, - "serialized_chars": 697234, - "estimated_input_tokens": 174309, - "estimated_eval_tokens": 348874 + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37250, - "estimated_input_tokens": 9313, - "estimated_eval_tokens": 18882 + "soft_pair_count": 33, + "serialized_chars": 37564, + "estimated_input_tokens": 9391, + "estimated_eval_tokens": 19038 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a grab bag of unrelated Transformers bug reports (model loading, tokenizer/config regressions, docs, CI, and pipeline issues). None of the soft pairs look like the same concrete bug or fix.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45020 is the broadest open, actionable report in the set and the closest umbrella for recent-version model-loading regressions involving remote_code.", + "summary": "These are mostly separate Transformers bugs and docs issues, not true duplicates. The soft-similarity pairs share broad themes like tokenizer/loading regressions or multimodal handling, but the concrete failure modes differ.", + "confidence": 0.89, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best global anchor because it is open, clearly user-facing, and broad enough to represent the regression theme without overfitting to a single model.", + "best_issue_reason": "issue:44521 is the strongest standalone report: it has a concrete repro, active discussion, inbound references, and a clearly scoped bug in multimodal chat-template masking.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Different problems: saving a dequantized model vs FlashAttention load failure for Ministral-3." - }, - { - "left": "issue:44016", - "right": "issue:44062", - "accept": false, - "reason": "Notebook syntax error and AddedToken keyword conflict are unrelated bugs." + "reason": "Different bugs: dequantized save failure vs FlashAttention load failure for Ministral; not the same code path." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI stale device-override test in GraniteSpeech is not the same as Phi-4 multimodal loading failure." + "reason": "CI stale-device-test failure in GraniteSpeech is unrelated to Phi-4 multimodal model loading." }, { "left": "issue:44871", "right": "issue:45245", "accept": false, - "reason": "eos_token_id config mismatch is unrelated to the categories-limit runtime error." + "reason": "Gemma eos_token_id inconsistency is unrelated to the category-count RuntimeError." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Chunked-prefill cache regression and ANSI logging output are unrelated." + "reason": "Chunked-prefill cache regression and ANSI logging output are unrelated subsystems." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python-version compatibility issue is unrelated to loading physical-intelligence/fast." + "reason": "Python version support issue is not the same as failing to load a specific model repo." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unrecognized model_type and PIL backend torchvision requirement are different code paths." + "reason": "Missing model_type/unrecognized model and torchvision requirement for PIL image processors are different problems." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to a docs mismatch." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to stale docs about return_all_scores." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Both are import-related, but they concern different symbols/modules and different failures." + "reason": "Both are import errors, but for different symbols and different failure causes." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Qwen3VL loading failure and Qwen3.5 save_pretrained key regression are different bugs." + "reason": "Qwen3VL MoE loading failure and Qwen3.5 save_pretrained key corruption are distinct regressions." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python version/support problem is unrelated to a vague dependency issue." + "reason": "General dependency complaint does not match the Python compatibility bug." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Blip2 dtype propagation and Qwen3.5 checkpoint saving are unrelated." + "reason": "BLIP2 dtype propagation bug is unrelated to Qwen3.5 checkpoint save regression." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Unused SGD args and tie_word_embeddings warning are unrelated." + "reason": "SGD argument handling and tie_word_embeddings warning are unrelated." }, { - "left": "issue:44521", - "right": "issue:45325", + "left": "issue:43901", + "right": "issue:44496", "accept": false, - "reason": "Multimodal assistant mask bug and Qwen2.5-VL rope-index bug are different generation-path issues." + "reason": "Docs mismatch for pipeline output is unrelated to model_type/config loading failure." }, { - "left": "issue:43901", - "right": "issue:44496", + "left": "issue:44521", + "right": "issue:45325", "accept": false, - "reason": "Docs about return_all_scores do not match an unrecognized-model loading error." + "reason": "Assistant mask generation bug is different from Qwen2.5-VL rope index scaling." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Different model families and distinct load failures; not the same bug." + "reason": "Different model-loading failures for different checkpoints." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Load-balancing loss gating and mm_token_type_ids defaults are unrelated." - }, - { - "left": "issue:41950", - "right": "issue:43650", - "accept": false, - "reason": "Video-classification processor lookup is unrelated to the vague 'ADD THE DATA' issue." + "reason": "MoE load-balancing loss and Gemma 4 token-type defaults are different training issues." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "A pipeline processor-selection bug is not the same as remote_code model-loading regressions." + "reason": "Video-classification processor lookup bug is not the same as remote_code loading regressions." }, { "left": "issue:44464", "right": "issue:45245", "accept": false, - "reason": "Chunked generation inconsistency and category-count limit error are unrelated." + "reason": "Compiled-forward chunked generation inconsistency is unrelated to the categories limit error." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python-version support and minimum PEFT version bump are unrelated dependency issues." + "reason": "Python support regression is unrelated to the PEFT minimum-version bump." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "A missing exported symbol and general import errors are related only at a very high level, not the same bug." + "reason": "HybridCache import failure is only loosely related to broader import errors; not the same concrete bug." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "No meaningful duplicate relation; ADD THE DATA is not a technical bug report." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Phi4MultimodalConfig default init and Llama4Config missing pad_token_id are different config bugs." + "reason": "Different config/model classes and different attributes; not the same initialization bug." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashing are distinct tokenizer-loading paths." + "reason": "Tokenizer.json precedence bug and Mistral regex patch crash are different failure modes." }, { - "left": "issue:44496", - "right": "issue:44877", + "left": "issue:44297", + "right": "issue:44462", "accept": false, - "reason": "Unrecognized model_type and strict granite_speech config loading are different configuration issues." + "reason": "Tokenizer class metadata mismatch on save is different from AutoTokenizer ignoring tokenizer.json." }, { - "left": "issue:44297", - "right": "issue:44462", + "left": "issue:44496", + "right": "issue:44877", "accept": false, - "reason": "save_pretrained writing the wrong tokenizer_class is not the same as AutoTokenizer ignoring tokenizer.json." + "reason": "Both involve config loading, but one is missing model_type and the other is strict granite_speech config validation; not the same bug." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Generic dependency issue and PEFT version bump are not the same underlying problem." + "reason": "Generic dependency issue does not match the specific PEFT version bump problem." }, { "left": "issue:43550", "right": "issue:44964", "accept": false, - "reason": "torch.compile + SDPA failure in Bamba is unrelated to Phi-4 multimodal loading." + "reason": "torch.compile+SDPA failure in Bamba is unrelated to Phi-4 multimodal loading." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Qwen3VL model-loading regression and GLM-4.7-Flash load failure are different models and code paths." + "reason": "Qwen3VL loading regression and Qwen2_5_VL import error are different model-family issues." }, { "left": "issue:44462", "right": "issue:44779", "accept": false, - "reason": "Tokenizer.json being ignored and Deepseek tokenizer incorrect results are different tokenizer regressions." + "reason": "Tokenizer.json precedence and Deepseek tokenizer correctness are different tokenizer regressions." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Processor.tokenizer regression and Deepseek tokenizer output issues are unrelated." + "reason": "Processor.tokenizer regression in custom model code is unrelated to Deepseek tokenizer output changes." }, { "left": "issue:38175", "right": "issue:44617", "accept": false, - "reason": "Zero probabilities in SigLIP2 and Sam3Video OOM are entirely different failures." + "reason": "SigLIP2 zero-probabilities bug is unrelated to Sam3Video CUDA OOM." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 doc-example errors and text-classification docs mismatch are different documentation issues." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Nonsense/meta issue is unrelated to the apply_chat_template tool-call crash." } ] }, @@ -8968,7 +8946,6 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-362", "nodes": [ - "issue:39692", "issue:41628", "issue:41950", "issue:42175", @@ -8994,6 +8971,7 @@ "issue:43994", "issue:44016", "issue:44162", + "issue:44188", "issue:44220", "issue:44246", "issue:44261", @@ -9001,6 +8979,7 @@ "issue:44279", "issue:44291", "issue:44297", + "issue:44336", "issue:44466", "issue:44521", "issue:44589", @@ -9013,21 +8992,18 @@ "issue:44898", "issue:45250", "issue:45276", - "issue:45290", "issue:45362", "issue:45397" ], "soft_pairs": [ - "issue:39692|issue:43901", - "issue:43650|issue:45290", "issue:44016|issue:44291", "issue:42994|issue:43317", "issue:43441|issue:44683", "issue:43450|issue:44279", - "issue:43065|issue:44898", "issue:44466|issue:45276", - "issue:43262|issue:44521", + "issue:43065|issue:44898", "issue:43723|issue:44162", + "issue:43262|issue:44521", "issue:44261|issue:44263", "issue:44623|issue:45397", "issue:43122|issue:43650", @@ -9037,219 +9013,214 @@ "issue:43901|issue:43994", "issue:42175|issue:43976", "issue:44297|issue:45397", - "issue:43824|issue:43976", "issue:43475|issue:44016", - "issue:43295|issue:44617", + "issue:43824|issue:43976", "issue:44589|issue:45362", - "issue:43352|issue:45250", + "issue:43295|issue:44617", "issue:43901|issue:44246", + "issue:43352|issue:45250", "issue:43525|issue:43881", - "issue:41950|issue:44220", "issue:43450|issue:44617", - "issue:41628|issue:43976" + "issue:41950|issue:44220", + "issue:41628|issue:43976", + "issue:44188|issue:44336" ], - "prepared_review_unit_hash": "34ed06ea54caeadd4acdee71ba53c0ae3265d1ed862a1f8ea02e37820c125a94", + "prepared_review_unit_hash": "2465ce0009ef635fdfca592c26430dffae2e904669cdc51293234427b20b6522", "component_budget": { "node_count": 362, "item_count": 362, "soft_pair_count": 1351, - "serialized_chars": 697234, - "estimated_input_tokens": 174309, - "estimated_eval_tokens": 348874 + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 35995, - "estimated_input_tokens": 8999, - "estimated_eval_tokens": 18254 + "soft_pair_count": 28, + "serialized_chars": 35692, + "estimated_input_tokens": 8923, + "estimated_eval_tokens": 18102 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous; the soft pairs mostly share only broad transformer-related vocabulary, not the same underlying bug. I found no safe duplicates to merge, and the only weak thematic overlap is around SigLIP2, which is still not enough to accept a pair.", - "confidence": 0.96, - "canonical_issue_reason": "If forced to anchor the cluster, issue 43994 is the closest substantive user-facing bug in the only loosely shared area (SigLIP2), but there is no true canonical duplicate set here.", + "summary": "This set is mostly a heterogeneous grab-bag of unrelated Transformers issues, with only a loose overlap around v5 regressions, processors/tokenizers, and FlashAttention. I did not find any soft pair that is clearly the same underlying bug/change.", + "confidence": 0.36, + "canonical_issue_reason": "issue:43295 is the clearest broad user-facing regression in the set, centered on processor/tokenizer behavior breaking custom multimodal code paths in v4.57.5/v5.", "canonical_pr_reason": null, - "best_issue_reason": "43994 is the most concrete and broadly applicable issue among this set; the others are mostly unrelated subsystems or narrow regressions. It is still only a weak representative, not a genuine duplicate hub.", + "best_issue_reason": "issue:43295 best represents the apparent v5 API-regression theme and is more generally phrased than the model-specific or environment-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:39692", - "right": "issue:43901", - "accept": false, - "reason": "SigLIP2 docs/example bug vs a text-classification docs mismatch; different feature area and failure mode." - }, - { - "left": "issue:43650", - "right": "issue:45290", - "accept": false, - "reason": "Completely unrelated: one is a vague data request, the other is a chat-template tool-call crash." - }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error vs init_empty_weights constructor regression; unrelated issues." + "reason": "Notebook syntax error vs init_empty_weights unexpected argument; unrelated problems." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Both involve quantization, but one is saving and the other is dequantized model loading/offload; different bugs." + "reason": "Quantized model saving failure vs dequantized model offload loading failure; related area, different code paths." }, { "left": "issue:43441", "right": "issue:44683", "accept": false, - "reason": "Both mention Flash Attention, but one is model support gating and the other is compiled flex_attention on newer torch; not the same bug." + "reason": "Both mention attention backends, but different models and different failures (model support check vs compiled flex_attention on newer torch)." }, { "left": "issue:43450", "right": "issue:44279", "accept": false, - "reason": "Video processor batch-shape bug vs a generic dependency issue; no shared code-path." - }, - { - "left": "issue:43065", - "right": "issue:44898", - "accept": false, - "reason": "Dummy Conv2d in SAM3 pixel decoder vs Perceiver interpolation failure; unrelated model internals." + "reason": "Video batched-shape bug vs dependency issue; not the same bug." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Serialization of tied weights vs resize_token_embeddings not updating Gemma4 embeddings; different concrete problems." + "reason": "Serialization of tied lm_head weights vs resize_token_embeddings not updating embeddings; different behavior." }, { - "left": "issue:43262", - "right": "issue:44521", + "left": "issue:43065", + "right": "issue:44898", "accept": false, - "reason": "Audio chat-template sampling-rate default vs multimodal assistant-mask bug; same API surface, different behavior." + "reason": "Dummy Conv2d in Sam3PixelDecoder vs Perceiver non-default resolution failure; different models and code paths." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Tokenizer import/loading issue vs ESM2 regression; unrelated models and symptoms." + "reason": "Tokenizer loading regression vs ESM2 model breakage; no concrete overlap." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Audio chat_template sampling-rate default vs multimodal assistant_masks all zero; both touch chat templates but are different bugs." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "MLA layernorm epsilon precision issue vs torch.split return behavior in a different component; not the same bug." + "reason": "MLA q_a_layernorm precision/config issue vs torch.split return values in GlmMoeDsaIndexer; unrelated." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "processor.save_pretrained missing files vs Gemma-4 zero3 from_pretrained failure; save/load bugs but distinct." + "reason": "Missing files on processor.save_pretrained vs gemma-4 zero3 from_pretrained; not the same failure." }, { "left": "issue:43122", "right": "issue:43650", "accept": false, - "reason": "Tokenizer behavior regression vs unrelated data request." + "reason": "Tokenization change regression vs unrelated generic 'ADD THE DATA' issue." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Processor save bug vs a Chinese report about slow filtering; unrelated." + "reason": "Processor save_pretrained/files bug vs data filtering slowdown after upgrade; different symptoms." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "CamemBERT MLM predictions vs Deepseek tokenization; different models and failure modes." + "reason": "CamemBERT masked LM prediction regression vs Deepseek tokenizer regression; distinct models and bugs." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Generation cache regression vs CLIPVisionModel hidden_states regression; both v5 bugs but different code paths." + "reason": "Generation cache missing in v5 chunked_prefill vs CLIPVisionModel hidden_states regression; different subsystems." }, { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "Docs wording about return_all_scores vs a SigLIP2 inference/result bug; no same underlying issue." + "reason": "Docs mismatch for return_all_scores vs SigLIP2 model/pipeline results issue; unrelated." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Package/backend dependency mismatch vs Python version compatibility; unrelated." + "reason": "TensorFlow extra-install packaging issue vs Python version compatibility issue; different environment problems." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer class metadata mismatch on save vs Gemma-4 deepspeed zero3 loading failure; different layers." + "reason": "Tokenizer save_pretrained metadata mismatch vs gemma-4 zero3 loading problem; not the same bug." + }, + { + "left": "issue:43475", + "right": "issue:44016", + "accept": false, + "reason": "Sam3Video encoder attribute error vs notebook syntax error; unrelated." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Missing Qwen2.5-VL import vs Python support issue; unrelated." + "reason": "Missing model import vs Python version support; not the same issue." }, { - "left": "issue:43475", - "right": "issue:44016", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "SAM3 video encoder output attribute bug vs notebook syntax error; unrelated." + "reason": "Missing Float8 storage object vs Qwen3.5 chat crash; different code paths." }, { "left": "issue:43295", "right": "issue:44617", "accept": false, - "reason": "Processor/tokenizer regression vs CUDA OOM in Sam3Video; not the same bug." + "reason": "Processor/tokenizer regression vs Sam3Video CUDA OOM; unrelated." }, { - "left": "issue:44589", - "right": "issue:45362", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "Missing Float8 storage type vs Qwen3.5 chat crash; different failures." + "reason": "Pipeline docs mismatch vs slow import; no concrete overlap." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "Specific model lacking FlashAttention2 support vs a generic Flash Attention 2.0 issue title; too vague to merge." + "reason": "Specific model not supporting Flash Attention 2.0 vs a generic Flash Attention topic; too broad and not the same bug." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:43525", + "right": "issue:43881", "accept": false, - "reason": "Pipeline docs mismatch vs import sometimes slow; unrelated." + "reason": "Llama4Config missing pad_token_id vs glm-4v-9b loading failure; distinct models and failure modes." }, { - "left": "issue:43525", - "right": "issue:43881", + "left": "issue:43450", + "right": "issue:44617", "accept": false, - "reason": "Llama4Config pad_token_id attribute error vs glm-4v-9b loading failure; different models and root causes." + "reason": "Incorrect batched video processor shape vs CUDA OOM in Sam3Video; not a duplicate." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification pipeline image-processor lookup vs audio feature extraction bug; unrelated." + "reason": "Video-classification pipeline using image processors vs audio fbank extraction issue; different components." }, { - "left": "issue:43450", - "right": "issue:44617", + "left": "issue:41628", + "right": "issue:43976", "accept": false, - "reason": "Incorrect batched video processor shape vs SAM3Video OOM; distinct symptoms and fixes." + "reason": "AutoImageProcessor import error vs Python 3.9/3.10 compatibility problem; unrelated." }, { - "left": "issue:41628", - "right": "issue:43976", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "AutoImageProcessor import failure vs Python version compatibility; not the same problem." + "reason": "torch.compile attention-kernel divergence vs ANSI codes in loading_report; unrelated." } ] }, @@ -9280,6 +9251,7 @@ "issue:42886", "issue:43065", "issue:43066", + "issue:43232", "issue:43257", "issue:43299", "issue:43408", @@ -9292,7 +9264,6 @@ "issue:43901", "issue:43994", "issue:44162", - "issue:44188", "issue:44242", "issue:44246", "issue:44295", @@ -9323,7 +9294,6 @@ "issue:45459" ], "soft_pairs": [ - "issue:44188|issue:44336", "issue:44295|issue:45397", "issue:42491|issue:43299", "issue:44246|issue:44496", @@ -9347,214 +9317,222 @@ "issue:44877|issue:45375", "issue:41950|issue:43596", "issue:43066|issue:44779", - "issue:42886|issue:45229", "issue:43901|issue:45003", + "issue:42886|issue:45229", "issue:44995|issue:45200", + "issue:43257|issue:45137", "issue:43065|issue:43408", - "issue:43257|issue:45137" + "issue:43232|issue:44336", + "issue:44496|issue:45003" ], - "prepared_review_unit_hash": "bd82b06ebbeef5758a0a57b9cfbe00f0836e80d9a5ebf0c061cb604396c884fc", + "prepared_review_unit_hash": "b747085123d727f9463a75202b8dea16e37b5b1b63f1cb05594ea62b27920532", "component_budget": { "node_count": 362, "item_count": 362, "soft_pair_count": 1351, - "serialized_chars": 697234, - "estimated_input_tokens": 174309, - "estimated_eval_tokens": 348874 + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36191, - "estimated_input_tokens": 9048, - "estimated_eval_tokens": 18352 + "soft_pair_count": 30, + "serialized_chars": 36465, + "estimated_input_tokens": 9117, + "estimated_eval_tokens": 18490 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the suggested pairs span unrelated bugs, regressions, docs, config, tokenizer, and model-loading issues. I found no soft edge that safely collapses to the same underlying change, and there are no PRs in the set.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue fits this cluster well; the items are not one duplicate family but many distinct problems across different subsystems and models.", + "summary": "These issues are mostly unrelated Transformers bugs/regressions across different model families and subsystems (imports, tokenizers, generation, config, distributed loading, pipelines). I did not find any soft-edge pair that looks like the same underlying bug/change.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out; the items are heterogeneous and do not cluster around one concrete bug.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative for deduping here, because the cluster lacks a shared concrete code path or fix target.", + "best_issue_reason": "No single issue is a good global representative because the set spans many distinct failure modes rather than one duplicate thread.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44188", - "right": "issue:44336", - "accept": false, - "reason": "Torch.compile attention-kernel branching and ANSI output/reporting are unrelated code paths." - }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Reading registered position_ids and Gemma-4 ZeRO3 from_pretrained are different failures." + "reason": "Different problems and model paths: position_ids buffer access vs Gemma-4 ZeRO3 loading." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both involve Qwen3-MoE, but one is LoRA portability and the other is model loading; not the same concrete bug." + "reason": "Both involve Qwen3/MoE loading regressions, but the concrete failures and model types differ; not the same bug." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import latency and an unrecognized model/config error are unrelated issues." + "reason": "Import-time slowdown vs unrecognized model/config loading failure; unrelated." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "Terminal ANSI output generation and a wrong docstring for position_ids do not share a bug." + "reason": "ANSI output in loading_report vs a docstring issue for position_ids; unrelated." }, { "left": "issue:44462", "right": "issue:45356", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and Kimi-K2.5 codec/warning regressions are different tokenizer bugs." + "reason": "Both are tokenizer regressions, but they affect different code paths and symptoms." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast label reduction and unsafe sys.modules access are unrelated." + "reason": "BeitImageProcessorFast label reduction bug vs unsafe sys.modules access in modeling_utils." }, { "left": "issue:43994", "right": "issue:45276", "accept": false, - "reason": "Siglip2 model/pipeline output issues and resize_token_embeddings propagation are different problems." + "reason": "Siglip2 inference/pipeline issue vs resize_token_embeddings not updating embeddings; different bug classes." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Both are Qwen3-family bugs, but sliding_window handling and chat crashes are distinct code paths." + "reason": "Qwen3-MoE sliding_window behavior vs Qwen3.5-35B chat crash; not the same failure." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Different missing imports from different packages; same symptom class, not the same bug." + "reason": "Missing transformers symbol vs missing huggingface_hub symbol; separate import errors." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different symbols and likely different fixes." + "reason": "Different missing exports: Qwen2_5_VLImageProcessor vs HybridCache." }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "Generation cache chunked_prefill and removal of is_torch_fx_available are unrelated regressions." + "reason": "Generation cache issue vs removal of is_torch_fx_available breaking trust_remote_code models." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI/reporting behavior and GLM-5 RoPE implementation discussion are not the same issue." + "reason": "Terminal ANSI output bug vs GLM-5 RoPE implementation discussion; unrelated." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Qwen2.5-VL import failure and DeepSpeed ZeRO3/BertModel index error are unrelated." + "reason": "ImportError for a vision processor vs DeepSpeed ZeRO3/BertModel index error." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Missing MoE load-balancing loss and an AMP/CUDA crash are different bugs." + "reason": "MoE router loss bug vs CUDA/AMP crash in LwDetrImageLoss; different subsystems." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaults are unrelated model-specific issues." + "reason": "ESM2 model breakage vs Gemma 4 token-type ID requirement; unrelated models and symptoms." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Slow import timing and eos_token_id config mismatch are unrelated." + "reason": "Import performance vs Gemma-3 eos_token_id inconsistency; unrelated." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Tokenizer regression and resize_token_embeddings not updating outputs are different code paths." + "reason": "DeepSeek tokenizer regression vs resize_token_embeddings not propagating; different problems." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Model loading failure and protobuf error masking are unrelated tokenizer/loading issues." + "reason": "Model loading failure vs tokenizer exception masking when protobuf is absent; unrelated." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Position_ids buffer access and a general slowdown regression are not the same bug." + "reason": "Buffer/read error vs Chinese report about post-upgrade data filtering slowdown; unrelated." }, { "left": "issue:43441", "right": "issue:43540", "accept": false, - "reason": "Ministral FlashAttention failure and Qwen3OmniMoe video input errors are unrelated." + "reason": "FlashAttention failure for Ministral-3 vs video-input processing error in Qwen3OmniMoe." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both are config-validation problems, but for different models and different missing fields." + "reason": "Both mention strict config handling, but they are different models and different missing-field issues." }, { "left": "issue:41950", "right": "issue:43596", "accept": false, - "reason": "Video-classification pipeline processor selection and ZeRO3/BertModel index errors are unrelated." + "reason": "Pipeline processor lookup bug vs DeepSpeed/BertModel init failure; unrelated." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Tokenizer decoder type regression and DeepSeek tokenizer regression are not the same concrete issue." + "reason": "Tokenizer decoder type mismatch vs DeepSeek tokenizer incorrect results; both v5 tokenizer regressions but not the same concrete defect." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:43901", + "right": "issue:45003", "accept": false, - "reason": "Offline cache loading and Gemma4 multi-GPU OOM are unrelated." + "reason": "Docs mismatch in text classification pipeline vs unsafe sys.modules access; unrelated." }, { - "left": "issue:43901", - "right": "issue:45003", + "left": "issue:42886", + "right": "issue:45229", "accept": false, - "reason": "Docs mismatch and unsafe sys.modules access are not the same bug." + "reason": "Offline cache load failure vs Gemma4 multi-GPU OOM; unrelated." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "Stale indexer cache on second forward and Gemma 4 text-only defaults are unrelated." + "reason": "Stale indexer cache crash on second forward vs Gemma 4 mm_token_type_ids defaulting; unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed vs generic ZeRO3 deque pop error; different failures." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "SAM3 dummy Conv2d implementation and sam3_video/sam3_tracker config warning are related only by family, not the same fix." + "reason": "Dummy Conv2d in Sam3PixelDecoder vs model-type mismatch warning for sam3_video/sam3_tracker." }, { - "left": "issue:43257", - "right": "issue:45137", + "left": "issue:43232", + "right": "issue:44336", "accept": false, - "reason": "Qwen3-MoE weight conversion with accelerate/deepspeed and ZeRO3 deque underflow are different bugs." + "reason": "Generation kwargs/update bug vs ANSI codes in loading_report; unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading failure vs unsafe sys.modules access; unrelated." } ] }, @@ -9580,6 +9558,7 @@ "nodes": [ "issue:28282", "issue:30990", + "issue:42371", "issue:42673", "issue:43232", "issue:43262", @@ -9602,11 +9581,9 @@ "issue:44162", "issue:44246", "issue:44297", - "issue:44336", "issue:44361", "issue:44368", "issue:44466", - "issue:44496", "issue:44623", "issue:44734", "issue:44749", @@ -9615,6 +9592,7 @@ "issue:44977", "issue:45003", "issue:45081", + "issue:45092", "issue:45103", "issue:45230", "issue:45278", @@ -9627,8 +9605,6 @@ "issue:45459" ], "soft_pairs": [ - "issue:43232|issue:44336", - "issue:44496|issue:45003", "issue:43262|issue:44246", "issue:43295|issue:45292", "issue:44060|issue:44077", @@ -9642,8 +9618,8 @@ "issue:44869|issue:45356", "issue:43232|issue:43673", "issue:43931|issue:44368", - "issue:43673|issue:45278", "issue:44297|issue:44623", + "issue:43673|issue:45278", "issue:43646|issue:44162", "issue:43381|issue:45292", "issue:43381|issue:45335", @@ -9657,228 +9633,223 @@ "issue:43475|issue:45381", "issue:43475|issue:43643", "issue:43701|issue:44749", - "issue:45081|issue:45103" + "issue:45081|issue:45103", + "issue:42371|issue:45092" ], - "prepared_review_unit_hash": "77fa6eb05ff4c306902569c5ce267ccea6439d1799aef53bd0cbc01368ae5df4", + "prepared_review_unit_hash": "6629718bbf7d49e9ea8075345183bb652a98eb40ba5a424714522fbf4f33c5b4", "component_budget": { "node_count": 362, "item_count": 362, "soft_pair_count": 1351, - "serialized_chars": 697234, - "estimated_input_tokens": 174309, - "estimated_eval_tokens": 348874 + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36501, - "estimated_input_tokens": 9126, - "estimated_eval_tokens": 18508 + "soft_pair_count": 30, + "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": "Most candidate pairs are unrelated or only loosely similar. The only clear duplicate is the Qwen3ForCausalLM VRAM leak report; everything else appears to be separate bugs or regressions in different code paths/models.", - "confidence": 0.93, - "canonical_issue_reason": "issue:42673 is the clearer, higher-signal report for the Qwen3ForCausalLM VRAM leak, and issue:43704 appears to be the same bug reported again.", + "summary": "This cluster is mostly a semantic spillover of many unrelated Transformers bug reports. Only one soft pair looks like a true duplicate; the rest share broad themes like tokenization, generation, or v5 regressions but describe different concrete code paths or symptoms.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella here, describing widespread import failures after upgrading to 5.5.0. It is still not a true canonical for the whole cluster, but it best matches the cluster\u2019s general upgrade/regression theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 best represents the only true duplicate pair in this set and is the strongest canonical issue choice.", + "best_issue_reason": "Issue 45278 is the best single issue to represent the cluster because it is the most general and user-facing regression report among the set. It is not a precise duplicate target, just the least-specific representative.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43232", - "right": "issue:44336", - "accept": false, - "reason": "Different subsystems: generation kwargs vs terminal ANSI output formatting." - }, - { - "left": "issue:44496", - "right": "issue:45003", - "accept": false, - "reason": "Unrecognized model/config loading error is unrelated to unsafe sys.modules access." - }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio sampling-rate defaulting and slow import are unrelated bugs." + "reason": "Both involve loading/processing behavior, but one is audio chat-template sampling-rate handling and the other is slow imports. Different bugs and code paths." }, { "left": "issue:43295", "right": "issue:45292", "accept": false, - "reason": "Custom processor/tokenizer regression is unrelated to embedding resize behavior." + "reason": "Different regressions: processor/tokenizer access breakage versus resize_token_embeddings not updating output embeddings." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Weight-tying warning bug and patchtsmixer post_init restriction are different issues." + "reason": "One is a tied-weights warning bug in Qwen3-Next; the other is a post_init/patchtsmixer policy issue. Not the same change." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Both involve multimodal/video models, but they are distinct failures in different model paths." + "reason": "Both are video/multimodal failures, but they affect different models and different failure points." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both touch tied embeddings, but one is serialization/device-dependent and the other is resize_token_embeddings propagation." + "reason": "Both concern tied embeddings/resizing, but one is inconsistent serialization by device while the other is resize_token_embeddings not propagating to decoder embeddings." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "Tokenizer special-token registration and ESM2 breakage are unrelated." + "reason": "Tokenizer special-token registration bug versus a broken ESM2 model. No shared underlying defect." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "A tied-weights warning and a flash-attention generation bug are not the same concrete defect." + "reason": "A tied-weights warning is unrelated to flash-attention generation failure." }, { "left": "issue:43673", "right": "issue:44734", "accept": false, - "reason": "Both concern generation/cache, but the reported failures and code paths differ." + "reason": "Both mention cache/generation, but one is missing GenerationMixin cache in chunked prefill while the other is a server KV-cache continuation indexing crash." }, { "left": "issue:44933", "right": "issue:45459", "accept": false, - "reason": "Missing image_utils import and protobuf error masking are different import/runtime problems." + "reason": "Import-related, but one is a missing image_utils import and the other is exception handling hiding protobuf tokenizer errors." }, { "left": "issue:43441", "right": "issue:43606", "accept": false, - "reason": "FlashAttention failure for Ministral-3 is unrelated to CPU offload device mismatch for bark-small." + "reason": "Different model-specific failures: FlashAttention incompatibility versus CPU offload device mismatch." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper timestamp decoding crash and Kimi tokenizer codec regression are different tokenizer bugs." + "reason": "Both are tokenizer/decoder issues, but one is whisper timestamp decoding and the other is Kimi-K2.5 codec/regex regression." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "These are different generation-related regressions with distinct triggers and symptoms." + "reason": "Different generation bugs: sync_gpus/update_model_kwargs ordering versus missing cache during chunked prefill." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Weight shape mismatch in Qwen3-VL is unrelated to a tied-embeddings warning in Qwen3.5." + "reason": "Weight-shape mismatch loading a VL model is not the same as a tied-embeddings warning in LoRA fine-tuning." }, { - "left": "issue:43673", - "right": "issue:45278", + "left": "issue:44297", + "right": "issue:44623", "accept": false, - "reason": "A specific chunked_prefill cache bug is not the same as broad import errors after upgrade." + "reason": "Both are save_pretrained-related, but tokenizer_class metadata mismatch and processor file omission are distinct bugs." }, { - "left": "issue:44297", - "right": "issue:44623", + "left": "issue:43673", + "right": "issue:45278", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch and processor save_pretrained missing files are separate serialization bugs." + "reason": "One is generation cache behavior; the other is import failures after upgrade. Different subsystems and symptoms." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Custom model initialization breakage is not the same as the ESM2-specific failure." + "reason": "Custom model initialization breakage is not the same as ESM2 being broken; too broad to merge." }, { "left": "issue:43381", "right": "issue:45292", "accept": false, - "reason": "Gradient checkpointing eval-mode behavior is unrelated to embedding resize propagation." + "reason": "Gradient checkpointing in eval mode and token embedding resize behavior are unrelated." }, { "left": "issue:43381", "right": "issue:45335", "accept": false, - "reason": "Different features and failure modes: checkpointing vs token embedding resize." + "reason": "Different functionality and failure modes; no shared underlying bug." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Exact same title and same Qwen3ForCausalLM VRAM leak in multiple dataloader threads." + "reason": "Same title and same Qwen3ForCausalLM VRAM leak symptom; these are duplicates of the same bug." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "PyTorch missing ImportError and Sentence Transformers hanging are not the same bug." + "reason": "An AutoModel missing-PyTorch ImportError is unrelated to Sentence Transformers getting stuck loading." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "Tokenizer AttributeError on tasks and slowdown after upgrade are unrelated." + "reason": "Tokenizer AttributeError on tasks versus a performance regression in filtering data after upgrade; not the same issue." }, { "left": "issue:44077", "right": "issue:45003", "accept": false, - "reason": "Patchtsmixer post_init policy and unsafe sys.modules access are different code issues." + "reason": "A patchtsmixer post_init policy issue is unrelated to unsafe sys.modules access in modeling_utils." }, { "left": "issue:44749", "right": "issue:45310", "accept": false, - "reason": "Performance regression during filtering is unrelated to Qwen3.5 MoE from_pretrained errors." + "reason": "One is a slowdown in filtering data; the other is a Qwen3.5 MoE from_pretrained error. Different code paths." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "Generic bug report is too vague and does not match the specific gemma-4 zero3 failure." + "reason": "Generic bug report versus a specific gemma-4 zero3 initialization problem." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe loading error and processor save_pretrained missing files are separate issues." + "reason": "Qwen3-VL-Moe loading bug and processor.save_pretrained missing files are unrelated." }, { "left": "issue:43475", "right": "issue:45381", "accept": false, - "reason": "Both are vision/video-related, but they affect different models and different tensor fields." + "reason": "Both involve video inputs, but they concern different models and different bugs." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "A missing vision encoder attribute is unrelated to missing fields from AutoConfig with trust_remote_code." + "reason": "Missing attribute in SAM 3 Video output is unrelated to trust_remote_code AutoConfig field loss." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint key mismatch and filtering slowdown are unrelated." + "reason": "Checkpoint key mismatch and data filtering slowdown are unrelated." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Both are crashes in helper code, but they come from different utilities and different causes." + "reason": "Both raise AttributeError, but one is Mistral regex patching and the other is auto_docstring handling future annotations." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 setting guidance and InternVL2 meta-initialization incompatibility are different issues with no shared code path." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The duplicate call on issue:42673 / issue:43704 is well supported by the exact same title and matching symptom, and the other soft-edge rejections are reasonable based on clearly different titles/code paths. I did not see evidence of overstatement." + "feedback": "The summary stays conservative and is supported by the packet: it characterizes the cluster as mostly unrelated regression reports, and the single accepted duplicate pair is plainly grounded by identical titles/symptoms. The soft-edge rejections are also cautious and tied to distinct titles/code paths rather than overstating duplicate evidence. One small caveat: calling issue 45278 a 'canonical' representative is still a bit strong, but the analyst already hedges that appropriately." }, "evaluator_used": true, "retried": false, @@ -9905,7 +9876,6 @@ "issue:41628", "issue:42175", "issue:42222", - "issue:42371", "issue:42831", "issue:42898", "issue:42994", @@ -9921,6 +9891,7 @@ "issue:43873", "issue:43976", "issue:44038", + "issue:44060", "issue:44079", "issue:44164", "issue:44188", @@ -9937,18 +9908,18 @@ "issue:44933", "issue:44945", "issue:44964", - "issue:45092", "issue:45103", + "issue:45125", "issue:45137", "issue:45200", "issue:45310", + "issue:45356", "issue:45362", "issue:45375", "issue:45397", "issue:45478" ], "soft_pairs": [ - "issue:42371|issue:45092", "issue:45375|issue:45478", "issue:41628|issue:44933", "issue:42994|issue:43525", @@ -9979,228 +9950,236 @@ "issue:43278|issue:45137", "issue:44623|issue:45310", "issue:44734|issue:45103", - "issue:44188|issue:44373" + "issue:44188|issue:44373", + "issue:44060|issue:45125", + "issue:42898|issue:45356" ], - "prepared_review_unit_hash": "9a226759d146e854f6b650cf2ab9522a2b75b28035c4f442a7554b2b1540a255", + "prepared_review_unit_hash": "734be342eceb723fb4502d3f31153d55c4c3cdcd6411d83841c8fa746a652cad", "component_budget": { "node_count": 362, "item_count": 362, "soft_pair_count": 1351, - "serialized_chars": 697234, - "estimated_input_tokens": 174309, - "estimated_eval_tokens": 348874 + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36335, - "estimated_input_tokens": 9084, - "estimated_eval_tokens": 18424 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37261, + "estimated_input_tokens": 9316, + "estimated_eval_tokens": 18888 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set; it contains many unrelated Transformers issues spanning imports, config/model loading, generation, quantization, and serving. None of the soft edges are strong enough to merge under a strict duplicate policy.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "The items are broadly heterogeneous; the high similarity scores mostly reflect shared library/model vocabulary rather than the same underlying defect. I would reject all soft-edge duplicate links.", + "confidence": 0.94, + "canonical_issue_reason": "45310 is the best single issue anchor: it is the earliest and most discussed report in the repeated Qwen3.5 MoE `from_pretrained` failure thread, and later 45478 is essentially the same title.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Still only a partial representative, because the surrounding items span unrelated import, tokenizer, config, quantization, and generation bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42371", - "right": "issue:45092", - "accept": false, - "reason": "Different problems: TF32 settings warning vs. old InternVL2 remote-code/meta-init incompatibility." - }, { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "Same model family, but one is a missing config field under @strict and the other is a generic from_pretrained failure; not clearly the same bug." + "reason": "Same model family, but different failure mode: missing `deepstack_visual_indexes` vs a generic `from_pretrained` crash." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both are import-related, but they target different symbols/modules and likely different code paths." + "reason": "Both are import problems, but they target different symbols/modules (`AutoImageProcessor` vs `image_utils`) and likely different code paths." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized saving failure vs. Llama4Config missing pad_token_id are unrelated." + "reason": "Unrelated bugs: quantized model saving failure vs missing `pad_token_id` on `Llama4Config`." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "Both mention Qwen3.5 MoE loading, but one is a specific config field issue and the other is a broader from_pretrained error without enough evidence they are the same defect." + "reason": "Both involve Qwen3.5 MoE, but one is a `from_pretrained` crash and the other is a config-field omission under `@strict`." }, { "left": "issue:43475", "right": "issue:44661", "accept": false, - "reason": "SAM 3 vision output attribute error vs. tokenizer mapping failure; unrelated subsystems." + "reason": "Different subsystems and symptoms: SAM3 vision encoder attribute error vs tokenizer-mapping/model-registration failure." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Different models and different failures: VitPose breakage vs. Gemma 4 mm_token_type_ids defaulting." + "reason": "Different models and bugs: broken VitPose models vs Gemma 4 text-only fine-tuning token type defaults." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization offloading vs. pipeline-parallel output corruption are different issues." + "reason": "Different concrete problems: quantization/offloading behavior vs incorrect outputs under pipeline parallelism." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "Both involve FP8, but one is an accuracy regression and the other is save_pretrained behavior for MoE; not the same concrete bug." + "reason": "Both mention FP8, but one is an accuracy regression while the other is a save/load issue for MoE models." }, { "left": "issue:45362", "right": "issue:45375", "accept": false, - "reason": "Both are Qwen3.5-related, but one is a chat crash and the other is a config-field omission; insufficient overlap." + "reason": "Different Qwen issues: chat crash for Qwen3.5-35B vs missing `deepstack_visual_indexes` in a config." }, { "left": "issue:45310", "right": "issue:45397", "accept": false, - "reason": "Same broad loading area, but different model families (Qwen3.5 MoE vs Gemma-4 zero3)." + "reason": "Different model families and paths: Qwen3.5 MoE `from_pretrained` vs Gemma-4 Zero3 loading." }, { "left": "issue:43232", "right": "issue:44188", "accept": false, - "reason": "Both are generation-related, but the reported failures involve different mechanisms and code paths." + "reason": "Generation kwargs cache bug vs attention-kernel divergence under `torch.compile`; not the same code-path failure." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Different missing imports; no evidence they stem from the same API break." + "reason": "Both are import errors, but they are for different missing exports (`AutoImageProcessor` vs `HybridCache`)." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "FP8 save_pretrained bug vs Qwen3.5 MoE from_pretrained error are distinct." + "reason": "Related model family, but one is FP8 save/load behavior and the other is a `from_pretrained` initialization error." }, { "left": "issue:42994", "right": "issue:44164", "accept": false, - "reason": "Both concern save/from_pretrained, but one is quantized model saving and the other is extra_state handling; not the same bug." + "reason": "Both involve serialization, but `quantized model saving failed` and `extra_state` handling are distinct bugs." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwargs sync issue vs. Janus image-generation test failure are unrelated." + "reason": "Generation cache logic bug vs a failing image-generation test for Janus; different underlying defects." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen variants, but the titles indicate different model releases and different failure modes." + "reason": "Same broad Qwen/VL area, but different model variant and symptom; not the same concrete bug." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "SentenceTransformers loading stall vs embedding reinit after resize are unrelated." + "reason": "Completely different areas: Sentence Transformers loading stall vs embedding resize/post-init reinitialization." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different removed/moved names and different compatibility issues." + "reason": "Both are namespace import regressions, but they concern different exported names and unrelated fixes." }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "MIMI batching/padding-mask bug vs MoE load-balancing loss omission are unrelated." + "reason": "MIMI padding-mask inconsistency vs MoE load-balancing loss omission; different model behavior and code paths." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Config default initialization bug vs ModelOutput key assignment bug are different classes of failure." + "reason": "Both mention `None`, but one is multimodal config initialization and the other is `ModelOutput` key assignment." }, { "left": "issue:43673", "right": "issue:44188", "accept": false, - "reason": "Chunked prefill cache issue vs torch.compile attention-kernel divergence are different code paths." + "reason": "GenerationMixin cache availability vs attention-kernel branching under `torch.compile`; not the same bug." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Phi4 multimodal config initialization vs Whisper timestamp decoding crash are unrelated." + "reason": "Different components entirely: multimodal config defaults vs Whisper word-timestamp decoding crash." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both involve tokenizer behavior changes, but one is clean_up_tokenization_spaces and the other is add_special_tokens/BOS-EOS insertion; not the same bug." + "reason": "Both are tokenizer regressions, but one is cleanup-space behavior and the other is missing BOS/EOS insertion." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Phi-4 multimodal loading failure vs DeepSpeed ZeRO3 deque error are unrelated." + "reason": "Different domains: model loading for Phi-4 multimodal vs DeepSpeed ZeRO3 deque underflow." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Package extra/backend dependency issue vs missing image_utils import are unrelated." + "reason": "Packaging/backend dependency issue vs a missing import from `image_utils`; unrelated failures." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility bug vs missing import are different." + "reason": "Python-version compatibility regression vs missing import from `image_utils`; different root causes." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they reference different missing symbols and likely different upstream regressions." + "reason": "Both are import failures under newer transformers, but they affect different packages and missing symbols." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Embedding dtype drift in eval vs ZeRO3 deque underflow are unrelated." + "reason": "Embedding dtype regression in evaluation vs DeepSpeed ZeRO3 deque error; no shared code path." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Missing files in processor.save_pretrained vs Qwen3.5 MoE loading error are not the same issue." + "reason": "Processor save-pretrained file omission vs Qwen3.5 MoE load failure; save path and model family differ." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Serving KV-cache tensor indexing crash vs auto_docstring annotation AttributeError are unrelated." + "reason": "Server KV-cache continuation crash vs auto-docstring annotation parsing crash; unrelated code paths." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Runtime attention-kernel divergence vs docstring wording issue are clearly unrelated." + "reason": "Runtime attention-kernel divergence vs a docstring issue for `position_ids`; not the same defect." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Different model internals: incorrect tied-weights warning vs missing `_tp_plan` for tensor parallelism." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer-related regressions, but they describe different symptoms and different models/releases." } ] }, @@ -10231,13 +10210,15 @@ "issue:41628", "issue:42757", "issue:42831", + "issue:42886", "issue:42898", + "issue:42994", "issue:43295", "issue:43479", "issue:43644", "issue:43723", + "issue:43824", "issue:43874", - "issue:44060", "issue:44077", "issue:44206", "issue:44222", @@ -10263,18 +10244,14 @@ "issue:44991", "issue:45092", "issue:45103", - "issue:45125", "issue:45137", "issue:45276", "issue:45310", - "issue:45356", "issue:45357", "issue:45406", "issue:45459" ], "soft_pairs": [ - "issue:44060|issue:45125", - "issue:42898|issue:45356", "issue:43723|issue:44568", "issue:42898|issue:44779", "issue:45137|issue:45276", @@ -10291,8 +10268,8 @@ "issue:42831|issue:44623", "issue:22355|issue:28282", "issue:41628|issue:42757", - "issue:44483|issue:45406", "issue:44297|issue:45310", + "issue:44483|issue:45406", "issue:44222|issue:44484", "issue:44263|issue:44360", "issue:43723|issue:44977", @@ -10304,252 +10281,258 @@ "issue:44261|issue:45092", "issue:43723|issue:44991", "issue:30990|issue:38175", - "issue:43723|issue:44442", "issue:44373|issue:44485", - "issue:45092|issue:45357" + "issue:43723|issue:44442", + "issue:45092|issue:45357", + "issue:42886|issue:42994", + "issue:41628|issue:43824", + "issue:42831|issue:45310" ], - "prepared_review_unit_hash": "bb42c38a74e3e90b84e736470e49e5c113d2a3669758073a731f3edb7f914a73", + "prepared_review_unit_hash": "2b1b40d7cc59c10d43e9ec7243abd141a8f4bf4fefad174565146fdf37be9e95", "component_budget": { "node_count": 362, "item_count": 362, "soft_pair_count": 1351, - "serialized_chars": 697234, - "estimated_input_tokens": 174309, - "estimated_eval_tokens": 348874 + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 34, - "serialized_chars": 37224, - "estimated_input_tokens": 9306, - "estimated_eval_tokens": 18868 + "soft_pair_count": 35, + "serialized_chars": 37410, + "estimated_input_tokens": 9353, + "estimated_eval_tokens": 18962 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. I found one likely duplicate pocket around tokenizer loading regressions in v5; the rest are different bugs touching unrelated code paths.", - "confidence": 0.58, - "canonical_issue_reason": "issue:43723 is the broadest tokenizer-loading regression here and best serves as the umbrella for the one plausible duplicate-style report (44991).", + "summary": "These items are a heterogeneous mix of unrelated tokenizer, import, multimodal, save/load, and model-regression reports. No soft pair looks like the same underlying bug/change, so all candidates are rejected as duplicate matches.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue; the set spans many unrelated bugs and regressions rather than one underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 is the strongest global issue candidate because its title is generic enough to represent the shared tokenizer-loading failure pattern without overfitting to a single model.", + "best_issue_reason": "No issue is a strong global representative because there is no shared code-path or symptom across the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44060", - "right": "issue:45125", - "accept": false, - "reason": "Different Qwen3/Qwen3.5 MoE problems: tied-weights warning vs missing _tp_plan for tensor parallelism." - }, - { - "left": "issue:42898", - "right": "issue:45356", - "accept": false, - "reason": "Both are tokenizer regressions, but the symptoms and likely code paths differ: cleanup-space behavior vs codec handling/warning." - }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Tokenizer-loading failure vs BOS/EOS insertion bug; different behavior and failure mode." + "reason": "Both are tokenizer-related, but one is a generic AutoTokenizer load failure and the other is a model-specific special-token regression; different bugs." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both involve tokenizer behavior in v5, but one is a cleanup-space regression and the other is incorrect DeepSeek outputs." + "reason": "Both mention v5 tokenizer behavior, but one is about clean_up_tokenization_spaces and the other about DeepSeek output correctness; not the same defect." }, { "left": "issue:45137", "right": "issue:45276", "accept": false, - "reason": "Unrelated bugs: DeepSpeed ZeRO3 deque error vs Gemma4 resize_token_embeddings not updating embeddings." + "reason": "DeepSpeed ZeRO3 deque failure is unrelated to resize_token_embeddings not updating Gemma4 embeddings." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Different multimodal failures: missing image-patch method vs old InternVL2 remote-code/meta-init incompatibility." + "reason": "Both touch multimodal models, but one is a missing image-patch method and the other is a meta-init incompatibility for old InternVL2 checkpoints." }, { "left": "issue:44077", "right": "issue:44242", "accept": false, - "reason": "Distinct model logic bugs in different places; no clear shared concrete code-path." + "reason": "PatchTSMixer post_init allowance and MoE load-balancing loss gating are different model/config bugs." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "Tokenizer-related regression vs Pegasus output mismatch; too broad and not the same bug." + "reason": "Tokenizer cleanup-space behavior and Pegasus output differences are separate regressions." }, { "left": "issue:41628", "right": "issue:45459", "accept": false, - "reason": "Import error for AutoImageProcessor vs tokenizer exception masking when protobuf is absent; unrelated failures." + "reason": "Importing AutoImageProcessor and masked tokenizer exceptions are different failure modes in different code paths." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "Save-pretrained FP8/MoE issue vs tokenizer_class metadata mismatch; different components." + "reason": "FP8 MoE save_pretrained and tokenizer_class mismatch in tokenizer_config.json are unrelated save-path bugs." }, { "left": "issue:44442", "right": "issue:45459", "accept": false, - "reason": "AutoTokenizer failing to load a specific tokenizer vs protobuf error handling swallowing tokenizer errors; different root causes." + "reason": "AutoTokenizer failing for a specific tokenizer class is not the same bug as hiding protobuf-related tokenizer errors." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "Different regressions: clean_up_tokenization_spaces vs processor.tokenizer / image-to-tokenizer regression." + "reason": "Clean-up-tokenization-space behavior changes are unrelated to processor.tokenizer/image-passing regression." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Different config initialization bug vs non-persistent buffer corruption; not the same underlying change." + "reason": "Phi4Multimodal default config initialization and junk-filled non-persistent buffers are unrelated." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "Both mention save_pretrained, but one is FP8 MoE weights and the other is missing processor files." + "reason": "FP8 MoE save_pretrained failure and processor.save_pretrained missing files are different serialization bugs." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "LasrFeatureExtractor center-arg crash is unrelated to auto_docstring failures under future annotations." + "reason": "Unsupported center argument in a feature extractor is unrelated to the auto_docstring annotations crash." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "Accuracy issue with FineGrainedFP8 vs processor.save_pretrained missing files; different bug reports." + "reason": "FP8 accuracy issues and missing processor save files are different problems." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Different import failures: missing transformers.onnx module vs AutoModel requiring PyTorch." + "reason": "ONNX module import failure and missing PyTorch dependency are distinct import errors." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Different missing imports from different packages and different API surfaces." + "reason": "Missing AutoImageProcessor export and missing is_offline_mode export from huggingface_hub are separate import regressions." }, { - "left": "issue:44483", - "right": "issue:45406", + "left": "issue:44297", + "right": "issue:45310", "accept": false, - "reason": "Chat-completions API request rejection vs Gemma4Processor missing _tokenizer; unrelated." + "reason": "Tokenizer save metadata mismatch is unrelated to Qwen3.5 MoE from_pretrained loading failure." }, { - "left": "issue:44297", - "right": "issue:45310", + "left": "issue:44483", + "right": "issue:45406", "accept": false, - "reason": "Tokenizer config save mismatch vs Qwen3.5 MoE from_pretrained error; not the same concrete bug." + "reason": "Chat-completions API failure and Gemma4Processor missing _tokenizer are different regressions." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 save_pretrained bug vs max_shard_size behavior question; no duplicate evidence." + "reason": "FP8 MoE save_pretrained behavior is unrelated to the default max_shard_size question." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Different DSA indexer issues: torch.split return values vs missing ReLU." + "reason": "Both involve DSA indexer wording, but one is a torch.split return-value bug and the other is a missing ReLU; not the same issue." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Both are tokenizer-ish regressions, but one is loading failure and the other is generation correctness with flash-attention." + "reason": "Tokenizer loading regression and Qwen3.5 flash-attention generation failure are unrelated." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "Different bugs: torch.split return handling vs remote-code/meta-initialization incompatibility." + "reason": "GlmMoeDsaIndexer torch.split behavior is unrelated to InternVL2 meta-initialization incompatibility." }, { "left": "issue:44514", "right": "issue:45103", "accept": false, - "reason": "apply_chat_template batching crash is unrelated to auto_docstring annotation handling." + "reason": "Qwen2_5_VL batched chat-template crash and auto_docstring annotations crash are separate bugs." }, { "left": "issue:43479", "right": "issue:44913", "accept": false, - "reason": "Config defaulting for multimodal vision/audio settings vs GPTNeoX rotary_pct reload regression." + "reason": "Phi4Multimodal config defaults and GPTNeoX rotary_pct reload bug affect different components." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Buffer read error for position_ids vs processor.save_pretrained missing files; different code paths." + "reason": "Position_ids buffer readback error is unrelated to missing files from processor.save_pretrained." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Tokenizer load failure vs eos_token_id inconsistency between tokenizer and model config." + "reason": "Generic tokenizer loading failure and Gemma-3 eos_token_id mismatch are different regressions." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "MLA q_a_layernorm epsilon mismatch vs InternVL2 meta-init incompatibility; unrelated." + "reason": "MLA layernorm epsilon precision issue is unrelated to InternVL2 meta-init compatibility." }, { "left": "issue:43723", "right": "issue:44991", - "accept": true, - "reason": "Both describe v5 AutoTokenizer.from_pretrained tokenizer-loading failures; 44991 is a specific model reproduction of the same underlying issue." + "accept": false, + "reason": "These are both tokenizer-related, but they describe different models and different failure modes." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence Transformers loading hang vs SigLIP2 zero probabilities; different symptoms and likely causes." + "reason": "Sentence Transformers loading hang and siglip2 zero-probability outputs are unrelated." }, { - "left": "issue:43723", - "right": "issue:44442", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "Both are tokenizer problems, but one is loading failure and the other is AutoTokenizer failing for a specific tokenizer class." + "reason": "Wrong docstring for position_ids is documentation-only; GLM-5 RoPE is an implementation bug." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:43723", + "right": "issue:44442", "accept": false, - "reason": "Docstring issue for position_ids vs GLM-5 RoPE implementation bug; not duplicates." + "reason": "AutoTokenizer load failure for one tokenizer class is distinct from FastSpeech2ConformerTokenizer load failure." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "InternVL2 meta-init incompatibility vs Qwen3.5 save_pretrained writing wrong visual encoder keys; different bugs." + "reason": "InternVL2 meta-init incompatibility and Qwen3.5 visual-encoder save_pretrained key errors are different code paths." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Missing AutoImageProcessor export and missing Qwen2_5_VLForConditionalGeneration export are separate import issues." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression and Qwen3.5 MoE from_pretrained failure are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary stays grounded in the packet: it treats the cluster as mostly heterogeneous, keeps the tokenizer-loading grouping narrow, and only accepts the 43723/44991 pair where the titles clearly align. The false soft-edge calls are conservative and do not overclaim duplicate status from weak similarity alone." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -10577,7 +10560,6 @@ "issue:42831", "issue:42886", "issue:42907", - "issue:42994", "issue:43066", "issue:43116", "issue:43122", @@ -10593,10 +10575,12 @@ "issue:43992", "issue:44038", "issue:44117", + "issue:44222", "issue:44261", "issue:44263", "issue:44295", "issue:44297", + "issue:44351", "issue:44360", "issue:44373", "issue:44485", @@ -10612,13 +10596,9 @@ "issue:45200", "issue:45245", "issue:45278", - "issue:45290", - "issue:45310" + "issue:45290" ], "soft_pairs": [ - "issue:42886|issue:42994", - "issue:41628|issue:43824", - "issue:42831|issue:45310", "issue:43576|issue:43784", "issue:42831|issue:44038", "issue:43122|issue:44521", @@ -10628,13 +10608,13 @@ "issue:44117|issue:44704", "issue:30990|issue:33357", "issue:43122|issue:44514", - "issue:42907|issue:44945", "issue:44704|issue:45290", "issue:43232|issue:45245", + "issue:42907|issue:44945", "issue:42371|issue:44263", - "issue:43976|issue:44945", "issue:43232|issue:44743", "issue:44295|issue:44297", + "issue:43976|issue:44945", "issue:39401|issue:44488", "issue:42907|issue:43937", "issue:43408|issue:43475", @@ -10651,252 +10631,248 @@ "issue:42371|issue:42831", "issue:44038|issue:44295", "issue:36296|issue:43116", - "issue:42907|issue:43452" + "issue:42907|issue:43452", + "issue:44038|issue:44222", + "issue:43824|issue:44351" ], - "prepared_review_unit_hash": "cfd69270f48ae30b2f6fe9e4a4c61306e652810cdb202081abebb4c3ff3d3dff", + "prepared_review_unit_hash": "83fc9767f1046a89f06cff5b4fa719efb94b03d2bdb16051a372690ef0fa7426", "component_budget": { "node_count": 362, "item_count": 362, "soft_pair_count": 1351, - "serialized_chars": 697234, - "estimated_input_tokens": 174309, - "estimated_eval_tokens": 348874 + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 37992, - "estimated_input_tokens": 9498, - "estimated_eval_tokens": 19252 + "soft_pair_count": 35, + "serialized_chars": 37673, + "estimated_input_tokens": 9419, + "estimated_eval_tokens": 19094 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a grab bag of unrelated issues; a few share broad themes like imports, tokenizers, or generation, but none of the soft edges look like the same concrete bug/change. I would keep them separate.", - "confidence": 0.37, - "canonical_issue_reason": "No single issue clearly subsumes the others. If one representative is needed, issue:45278 is the broadest umbrella-style report about post-upgrade import failures, but it is not a true duplicate hub.", + "summary": "Mostly heterogeneous Transformers issues with no clear duplicate PRs; the only loose common thread is broad v5 migration/import regressions, but the soft pairs do not appear to share the same concrete bug.", + "confidence": 0.85, + "canonical_issue_reason": "Issue 45278 is the broadest and most representative report in the set, covering the general v5 upgrade/import-regression theme that overlaps with several other items.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most umbrella-like and still-open report, so it is the best single issue to represent the cluster if one must be chosen.", + "best_issue_reason": "Issue 45278 is the best umbrella representative because it captures the widest cluster theme (post-upgrade import failures) without overfitting to a single model or API surface.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42886", - "right": "issue:42994", - "accept": false, - "reason": "Different failures: offline cache loading vs quantized model saving." - }, - { - "left": "issue:41628", - "right": "issue:43824", - "accept": false, - "reason": "Both are import errors, but for different symbols and different model families." - }, - { - "left": "issue:42831", - "right": "issue:45310", - "accept": false, - "reason": "Accuracy regression in FP8 vs Qwen3.5-MoE from_pretrained error; not the same bug." - }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Broken env command vs sentence-transformers import NameError; unrelated code paths." + "reason": "Broken env command vs sentence-transformers import NameError; different code paths and symptoms." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "Different model-specific issues: FP8 accuracy vs Qwen3-VL-MoE bug." + "reason": "FineGrainedFP8 accuracy regression is not the same bug as the Qwen3-VL-Moe v5 issue." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Tokenizer regression vs multimodal assistant mask bug; only a broad tokenizer theme overlaps." + "reason": "Tokenizer output differences vs multimodal assistant mask generation; unrelated failures." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "Specific missing symbol vs broad post-upgrade import failures; not the same concrete defect." + "reason": "Single missing import from huggingface_hub is broader than, but not the same as, general import errors after upgrade." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "GLM-MoE indexer behavior vs a docstring issue; different type of problem." + "reason": "DSA indexer torch.split issue vs a docstring bug for position_ids; different underlying problems." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache load failure vs wrong tokenizer decoder type in v5." + "reason": "Offline cache loading failure is unrelated to wrong tokenizer decoder type in v5." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "Mapping-name fallback bug vs AutoProcessor kwarg propagation; unrelated paths." + "reason": "Tokenizer mapping returning None is not the same as AutoProcessor failing to pass kwargs to cached_file." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Loading hang vs MacOS bus error; both runtime failures but not the same bug." + "reason": "Stuck loading sentence-transformers vs MacOS bus error on CLIP; different failure modes." }, { "left": "issue:43122", "right": "issue:44514", "accept": false, - "reason": "Tokenization regression vs batched chat-template crash; different surfaces and causes." - }, - { - "left": "issue:42907", - "right": "issue:44945", - "accept": false, - "reason": "Quantized model save failure vs pipeline parallelism output corruption; not one concrete issue." + "reason": "General tokenization change vs Qwen2_5_VL batched chat-template crash; not the same bug." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "Processor kwarg forwarding vs chat-template crash on tool-call messages; different code paths." + "reason": "AutoProcessor cached_file kwargs bug is unrelated to assistant message tool-call handling in chat templates." }, { "left": "issue:43232", "right": "issue:45245", "accept": false, - "reason": "Generation state handling vs category-count runtime limit; unrelated." + "reason": "Generation kwarg sync bug vs category-count runtime error; no shared code path." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:42907", + "right": "issue:44945", "accept": false, - "reason": "TF32 configuration guidance vs GLM indexer split behavior; no overlap beyond being model-adjacent." + "reason": "Dequantized model save failure vs incorrect pipeline-parallel output; different subsystems." }, { - "left": "issue:43976", - "right": "issue:44945", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "Python version compatibility vs pipeline parallelism output issue; different regressions." + "reason": "TF32 settings guidance is unrelated to the GlmMoeDsaIndexer torch.split bug." }, { "left": "issue:43232", "right": "issue:44743", "accept": false, - "reason": "Both are generation-related, but one is sync_gpus kwargs and the other is Qwen3.5 recurrent-state reset." + "reason": "Both are generation-related only at a high level; the concrete bugs differ." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Buffer access error vs tokenizer_class metadata mismatch; separate tokenizer/model save issues." + "reason": "Reading position_ids as a buffer and tokenizer_class metadata mismatch are separate issues." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility regression is not the same as pipeline parallelism output corruption." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Wrong offset mapping vs failure to load a specific model; different symptoms." + "reason": "Qwen3 offset_mapping bug vs loading a specific community model; unrelated tokenizer/model issues." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Saving dequantized models vs invalid GenerationConfig; unrelated failures." + "reason": "Saving dequantized models differs from invalid GenerationConfig validation." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Model-type warning vs missing attribute on a vision output object; related family, different bug." + "reason": "Model-type warning on SAM3 tracker instantiation is not the same as missing fpn_position_embeddings." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "num_labels propagation vs flash_attention_3 training degeneration; no shared concrete code path." + "reason": "num_labels propagation bug and flash_attention_3 training degeneration are unrelated." }, { "left": "issue:29127", "right": "issue:30990", "accept": false, - "reason": "LayoutLMv3 error-message clarity vs sentence-transformers loading hang; unrelated." + "reason": "LayoutLMv3 error message clarity issue vs sentence-transformers loading hang; no duplicate evidence." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Specific AutoImageProcessor import error vs broad upgrade-wide import failures; not the same issue." + "reason": "Specific AutoImageProcessor import error could be part of a broader trend, but this is not the same concrete issue." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "DSA indexer lacking ReLU vs GLM-5 RoPE implementation; different model internals." + "reason": "DSA ReLU omission and GLM-5 RoPE implementation are distinct model/logic issues." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Example-script multi-label output bug vs Gemma 4 token-type defaulting; different behaviors." + "reason": "Example script multi-label output bug is unrelated to Gemma 4 mm_token_type_ids defaults." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Missing encoder weights in from_pretrained vs cached_file kwarg forwarding; different loader bugs." + "reason": "Missing embed_tokens.weight in UMT5Encoder is not about AutoProcessor kwargs forwarding." }, { "left": "issue:39401", - "right": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "Tokenizer offset mapping regression vs batched chat-template crash; same general area, not same defect." + "reason": "Wrong offset_mapping and zero assistant_masks are different tokenizer/template behaviors." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Two tokenizer regressions, but for different models and different failure modes." + "reason": "Tokenizer behavior change in v5 is not the same as Deepseek incorrect results." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-MoE bug vs tokenizer save metadata mismatch; unrelated." + "reason": "Qwen3-VL-Moe bug and tokenizer save metadata mismatch are unrelated." }, { "left": "issue:44261", "right": "issue:44373", "accept": false, - "reason": "Precision issue from missing eps config vs wrong docstring; not duplicates." + "reason": "RMS norm epsilon precision discussion is not the same as a docstring typo for position_ids." }, { "left": "issue:42371", "right": "issue:42831", "accept": false, - "reason": "TF32 API change guidance vs FP8 accuracy regression; different concerns." + "reason": "TF32 API guidance and FineGrainedFP8 accuracy regression are unrelated." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Model bug in Qwen3-VL-MoE vs position_ids buffer read error; no concrete overlap." + "reason": "Qwen3-VL-Moe bug is not the same as position_ids buffer read failure." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor-parallel training bug vs example-script classification output issue; different subsystems." + "reason": "Tensor-parallel training bug and example-script classification output bug are different training paths." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Saving dequantized models vs gguf_file from_pretrained loading breakage; separate loader/saver bugs." + "reason": "Dequantized-model save failure is unrelated to gguf_file loading breakage." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug is not the same as FP8 save_pretrained moe support." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration export and missing HybridCache export are separate import errors." } ] }, @@ -10940,7 +10916,6 @@ "issue:43550", "issue:43673", "issue:43784", - "issue:43824", "issue:43825", "issue:43827", "issue:43874", @@ -10966,34 +10941,33 @@ "issue:45083", "issue:45216", "issue:45278", + "issue:45405", "issue:45446", "issue:45478" ], "soft_pairs": [ - "issue:44038|issue:44222", - "issue:43824|issue:44351", - "issue:43278|issue:44945", "issue:43122|issue:44977", + "issue:43278|issue:44945", "issue:45216|issue:45478", - "issue:42907|issue:44222", "issue:42757|issue:44351", - "issue:42907|issue:44912", + "issue:42907|issue:44222", "issue:42222|issue:43441", + "issue:42907|issue:44912", "issue:42673|issue:45072", "issue:43784|issue:45446", "issue:43064|issue:43673", "issue:43784|issue:44933", - "issue:43937|issue:44485", "issue:43550|issue:43784", + "issue:43937|issue:44485", "issue:38617|issue:45278", "issue:22355|issue:29127", "issue:43116|issue:43493", "issue:44075|issue:44936", "issue:42371|issue:43874", - "issue:43116|issue:43825", "issue:44222|issue:45478", - "issue:44038|issue:45478", "issue:43976|issue:45446", + "issue:43116|issue:43825", + "issue:44038|issue:45478", "issue:39401|issue:44779", "issue:43931|issue:44945", "issue:33453|issue:39401", @@ -11002,234 +10976,229 @@ "issue:43827|issue:45446", "issue:42673|issue:43906", "issue:44291|issue:45071", - "issue:43450|issue:43986" + "issue:43450|issue:43986", + "issue:45405|issue:45446" ], - "prepared_review_unit_hash": "6f5d8ccbbeaa83f67240a6095bfd8793e601534243110a06a4a600f8a610e99a", + "prepared_review_unit_hash": "fd50299196e2bd67bc94c385244fa8876ba851ce836d5294a7e87f1e9600cce5", "component_budget": { "node_count": 362, "item_count": 362, "soft_pair_count": 1351, - "serialized_chars": 697234, - "estimated_input_tokens": 174309, - "estimated_eval_tokens": 348874 + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37167, - "estimated_input_tokens": 9292, - "estimated_eval_tokens": 18840 + "soft_pair_count": 32, + "serialized_chars": 36851, + "estimated_input_tokens": 9213, + "estimated_eval_tokens": 18682 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a noisy, heterogeneous cluster: import errors, tokenizer regressions, model-specific generation/loading bugs, training issues, docs, and quantization problems. I found no soft pair that looks like the same underlying bug/change.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue for the whole cluster; the items span unrelated failure modes and model families.", + "summary": "Mostly unrelated Transformers issues across tokenization, model loading, generation, and environment/import regressions. None of the soft pairs look like the same concrete bug/change closely enough to merge as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45216 is the strongest representative issue here: it is a clear, version-bounded regression with a concrete API (`save_pretrained`) and a focused model family, making it the best anchor for triage if one issue must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick an anchor, issue 45278 is the broadest umbrella for the import-regression subset, but it is still not a good canonical target for the entire cluster.", + "best_issue_reason": "Same as the canonical choice: it is specific, reproducible, and clearly scoped; the other issues are either different model families, different APIs, or broader environment problems.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44038", - "right": "issue:44222", - "accept": false, - "reason": "Both mention MoE/Qwen, but one is a v5 FlashAttention/generation bug and the other is FP8 save_pretrained behavior." - }, - { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:43122", + "right": "issue:44977", "accept": false, - "reason": "Both are import errors, but they are for different symbols and code paths (`Qwen2_5_VLForConditionalGeneration` vs `HybridCache`)." + "reason": "Both are tokenizer-related, but they concern different models and symptoms: generic version-to-version tokenization drift vs Qwen3.5 flash-attention generation failure." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Different problems: dtype drift between train/eval vs incorrect output under pipeline parallelism." - }, - { - "left": "issue:43122", - "right": "issue:44977", - "accept": false, - "reason": "Both are v5 regressions, but tokenizer behavior and FlashAttention generation are different bugs." + "reason": "Different failure modes and code paths: dtype changes between train/eval vs incorrect output under pipeline parallelism." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5 and save/load, but one is a bad checkpoint from save_pretrained and the other is a from_pretrained load failure." - }, - { - "left": "issue:42907", - "right": "issue:44222", - "accept": false, - "reason": "Both touch saving quantized models, but they concern different model families and different serialization paths." + "reason": "Same model family and same version range, but different APIs and symptoms (`save_pretrained` checkpoint corruption vs `from_pretrained` load error); not the same concrete bug." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Both are import failures, but for unrelated packages (`huggingface_hub` vs `transformers`) and different missing names." + "reason": "Both are import errors, but for different missing symbols from different modules; they do not share a specific underlying change." }, { "left": "issue:42907", - "right": "issue:44912", + "right": "issue:44222", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models is unrelated to MXFP4 loading falling back to bf16." + "reason": "Both involve model save/load behavior, but one is dequantized Ministral/Devstral saving and the other is FP8 MoE save_pretrained; different mechanisms." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "Different model-specific regressions: vitpose breakage vs Ministral-3 FlashAttention failure." + "reason": "Both mention model breakage, but one is vitpose imports/broken models while the other is a Ministral-3 FlashAttention failure; not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization-related issues affecting different models and failure points; no clear shared code-path bug." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leakage in Qwen3ForCausalLM dataloader threads is unrelated to dtype mismatches in inference." + "reason": "VRAM leak in Qwen3ForCausalLM multi-thread use is unrelated to dtype mismatch warnings in inference for different architectures." }, { "left": "issue:43784", "right": "issue:45446", "accept": false, - "reason": "One is a missing import in sentence-transformers integration; the other is a PyTorch version check bug for flex_attention." + "reason": "Both are import/version problems, but they concern different symbols and different dependency checks; too broad to be the same bug." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Trainer/FSDP optimizer state corruption is unrelated to missing GenerationMixin cache during chunked prefill." + "reason": "Trainer optimizer-state corruption under FSDP2/PEFT is unrelated to missing generation cache in v5 chunked prefill." }, { "left": "issue:43784", "right": "issue:44933", "accept": false, - "reason": "Both are import-related, but they are different missing exports from different modules." + "reason": "Both mention imports, but the missing names and affected modules differ; no evidence of a single underlying removal." }, { - "left": "issue:43937", - "right": "issue:44485", + "left": "issue:43550", + "right": "issue:43784", "accept": false, - "reason": "GenerationConfig validation and GLM-5 RoPE implementation are distinct issues." + "reason": "Torch.compile/SDPA failure for Bamba is unrelated to an import-time NameError in sentence-transformers integration." }, { - "left": "issue:43550", - "right": "issue:43784", + "left": "issue:43937", + "right": "issue:44485", "accept": false, - "reason": "torch.compile/SDPA failure is unrelated to a missing `nn` import." + "reason": "GenerationConfig validation for GLM-5 and RoPE implementation discussion are not the same concrete defect." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "A specific missing `layer_type_validation` import does not match the broader 'many import errors' report." + "reason": "Both are import errors after version changes, but they reference different missing symbols and different upgrade paths." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "No module named transformers.onnx is unrelated to the LayoutLMv3 error-message clarity issue." + "reason": "One is a missing module import for `transformers.onnx`; the other is a LayoutLMv3 error message clarity issue." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Multi-label classification output parsing and SigLIP2 HF-vs-JAX divergence are different bugs." + "reason": "Multi-label classification returning empty results is unrelated to SigLIP2 implementation mismatch." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Unused SGD args and evaluate-after-train failure do not share a concrete code path." + "reason": "SGD argument handling and trainer evaluate-after-train failure are different bugs with different scopes and code paths." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 settings guidance is unrelated to a missing image-processor method in GLM46V." + "reason": "TF32 settings guidance and a missing image-patch helper are unrelated issues." }, { - "left": "issue:43116", - "right": "issue:43825", + "left": "issue:44222", + "right": "issue:45478", "accept": false, - "reason": "Example script behavior and pipeline() error messaging are separate issues." + "reason": "Both are Qwen/MoE-related, but one is FP8 save_pretrained and the other is a from_pretrained load error; not the same fix." }, { - "left": "issue:44222", - "right": "issue:45478", + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "Both mention Qwen3.5/MoE, but one is FP8 save_pretrained and the other is a from_pretrained load error." + "reason": "Python version compatibility for Transformers 5.1.0 is unrelated to the flex_attention PyTorch version check bug." }, { - "left": "issue:44038", - "right": "issue:45478", + "left": "issue:43116", + "right": "issue:43825", "accept": false, - "reason": "Qwen3.5 FlashAttention generation failure is a different code path from Qwen3.5 MoE loading failure." + "reason": "Multi-label classification output bug and pipeline() translation-task messaging are distinct issues." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:44038", + "right": "issue:45478", "accept": false, - "reason": "Python version support regression is unrelated to the flex_attention import/version-check bug." + "reason": "Qwen3-VL-Moe compatibility with Transformers 5.0 is not the same as Qwen3.5 Moe from_pretrained failure in 5.4.0." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers and different outputs." + "reason": "Both are tokenizer problems, but one is offset_mapping for Qwen3 tokenizer and the other is Deepseek tokenization correctness; different model/tokenizer behavior." }, { "left": "issue:43931", "right": "issue:44945", "accept": false, - "reason": "Shape mismatch while loading Qwen3-VL is unrelated to incorrect LLM output under pipeline parallelism." + "reason": "Model weight shape mismatch on Qwen3-VL-30B is unrelated to incorrect output under pipeline parallelism." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Tokenizer loading regression and wrong offset mappings are different failure modes." + "reason": "A tokenizer-loading regression and Qwen3 tokenizer offset_mapping bug are not the same underlying defect." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "A multimodal feature-length helper bug is unrelated to the flex_attention import/version issue." + "reason": "Unexpected helper length behavior in qwen3_omni_moe is unrelated to a PyTorch version check/import gating bug." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "GLM-5 invalid GenerationConfig and Qwen3.5 FlashAttention generation failures are different bugs." + "reason": "GLM-5 generation config validation and Qwen3.5 flash-attention generation failure are different model-specific issues." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing pipeline() is unrelated to the AuxRequest import/version-check issue." + "reason": "Docs still referencing pipeline() after removals is unrelated to an import/version check bug in flex_attention." }, { "left": "issue:42673", "right": "issue:43906", "accept": false, - "reason": "The isolated reproduction of issue 38071 is not the same bug as Qwen3ForCausalLM VRAM leakage." + "reason": "VRAM leak in Qwen3ForCausalLM multi-threading is unrelated to a reproduction of another issue." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Unexpected `_is_hf_initialized` during init_empty_weights is a different code path from PretrainedConfig type checking." + "reason": "Unexpected `_is_hf_initialized` argument during init_empty_weights is a distinct loading bug from PretrainedConfig type-checking breakage." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batched video processor shape errors and AutoProcessor crashes without torchvision are different problems." + "reason": "Video processor batched-shape bug and video-model loading crash without torchvision are different code paths." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A dependency version bump to unreleased PEFT is a different problem from the flex_attention import/version check bug." } ] }, @@ -11275,6 +11244,7 @@ "issue:43673", "issue:43742", "issue:43874", + "issue:43931", "issue:43937", "issue:43986", "issue:44117", @@ -11289,6 +11259,7 @@ "issue:44496", "issue:44829", "issue:44933", + "issue:44987", "issue:45003", "issue:45071", "issue:45081", @@ -11296,17 +11267,14 @@ "issue:45278", "issue:45310", "issue:45341", - "issue:45405", - "issue:45446", "issue:45459", "issue:45464", "issue:45478" ], "soft_pairs": [ - "issue:45405|issue:45446", "issue:44484|issue:45310", - "issue:39401|issue:43421", "issue:44829|issue:45216", + "issue:39401|issue:43421", "issue:38617|issue:41628", "issue:44117|issue:45081", "issue:42673|issue:43582", @@ -11316,8 +11284,8 @@ "issue:38617|issue:44220", "issue:43937|issue:44496", "issue:42371|issue:44261", - "issue:44483|issue:45464", "issue:42175|issue:42222", + "issue:44483|issue:45464", "issue:42617|issue:45341", "issue:44933|issue:45278", "issue:44484|issue:45478", @@ -11325,247 +11293,259 @@ "issue:43673|issue:45341", "issue:43097|issue:44493", "issue:42222|issue:45459", - "issue:43874|issue:44261", "issue:44410|issue:45478", - "issue:43441|issue:44829", "issue:43986|issue:44484", + "issue:43441|issue:44829", + "issue:43874|issue:44261", "issue:43012|issue:43408", "issue:42222|issue:42994", "issue:44263|issue:44485", "issue:41628|issue:45071", "issue:45003|issue:45341", - "issue:43097|issue:43452" + "issue:43097|issue:43452", + "issue:43986|issue:45341", + "issue:44117|issue:44987", + "issue:43931|issue:44410" ], - "prepared_review_unit_hash": "3c8f8fcafa03e7dce582abc188ad29ecc04ff38aa7aab39801acdb3d53bebbf0", + "prepared_review_unit_hash": "17617c714e78407083df12c6dbfbc0bca210d168aa5c526ca9294244c543267b", "component_budget": { "node_count": 362, "item_count": 362, "soft_pair_count": 1351, - "serialized_chars": 697234, - "estimated_input_tokens": 174309, - "estimated_eval_tokens": 348874 + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36992, - "estimated_input_tokens": 9248, - "estimated_eval_tokens": 18752 + "soft_pair_count": 34, + "serialized_chars": 37596, + "estimated_input_tokens": 9399, + "estimated_eval_tokens": 19054 }, "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 and import/tokenizer/model-loading bugs; there is one likely true duplicate pair around tokenizer behavior in v5, but the rest are too semantically different to merge.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 45278 is the broadest umbrella report in the set: it summarizes many import errors after upgrading to 5.5.0, making it the best single issue to anchor nearby import-regression reports.", + "summary": "The set is mostly heterogeneous regression and import/tokenizer reports; I do not see enough evidence to merge any soft edge as a true duplicate. The closest theme is tokenizer behavior in v5, but the symptoms still look too different to consolidate confidently.", + "confidence": 0.57, + "canonical_issue_reason": "issue:43066 is the most concrete root-cause-oriented tokenizer regression in the set (wrong decoder type in v5) and is the best representative of the small tokenizer-behavior subcluster.", "canonical_pr_reason": null, - "best_issue_reason": "45278 is the most representative global issue because it is open, recent, and broad enough to cover the cluster\u2019s import-regression theme better than the many narrow one-off bug reports.", + "best_issue_reason": "issue:43066 is the clearest single bug report among the issues and is more specific and actionable than the symptom-level tokenizer reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45405", - "right": "issue:45446", - "accept": false, - "reason": "Different subsystems: PEFT version bump vs a PyTorch version check bug in flex_attention." - }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "Both mention model loading/versioning, but one is about shard size in save_pretrained and the other is a Qwen3.5 MoE from_pretrained regression." + "reason": "Unrelated topics: shard-size/save_pretrained behavior vs a Qwen3.5 from_pretrained loading error." }, { - "left": "issue:39401", - "right": "issue:43421", + "left": "issue:44829", + "right": "issue:45216", "accept": false, - "reason": "Both involve tokenizers, but one is a wrong offset_mapping bug and the other is runtime special-token post-processor updates." + "reason": "FlashAttention-3 training collapse and a checkpoint save regression are different code paths." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:39401", + "right": "issue:43421", "accept": false, - "reason": "FlashAttention training degeneration and Qwen3.5 checkpoint saving are different code paths and failure modes." + "reason": "Offset-mapping bug and runtime special-token/post-processor sync bug are related only at a high level." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and different API surfaces." + "reason": "Both are import errors, but they involve different missing symbols and different APIs." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "One is a tokenizer mapping None-handling bug; the other is a Mistral regex patch crash on tokenizer backend access." + "reason": "Tokenizer mapping fallback failure and Mistral regex patch crash are distinct tokenizer-loading bugs." }, { "left": "issue:42673", "right": "issue:43582", "accept": false, - "reason": "VRAM leakage in dataloader threads is unrelated to an Apple Silicon TypeError in caching allocator warmup." + "reason": "VRAM leak in multi-threaded dataloader use vs Apple Silicon TypeError; no shared concrete bug." }, { "left": "issue:42673", "right": "issue:43577", "accept": false, - "reason": "A VRAM leak bug and a dtype propagation bug in Blip2 loading are unrelated." + "reason": "Memory leak and dtype propagation bug are different failure modes." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Both are Qwen-family reports, but one is missing projections in qwen3next and the other is a MoE from_pretrained error." + "reason": "Missing projections in qwen3next layer 0 is unrelated to a Qwen3.5 MoE loading error." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "A model-type mismatch warning for sam3_tracker is not the same bug as a KeyError loading MobileLLM-125M." + "reason": "Model-type warning and key error loading a different model are not the same issue." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "An import error for layer_type_validation is unrelated to _torch_extract_fbank_features() behavior." + "reason": "ImportError for a config symbol and audio feature extraction failure are unrelated." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "GenerationConfig validation failure and unrecognized-model config loading are separate problems." + "reason": "Invalid GenerationConfig and missing model_type in config.json are different root causes." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 configuration guidance is unrelated to MLA q_a_layernorm missing rms_norm_eps." + "reason": "TF32 API guidance issue and MLA epsilon precision bug do not share the same code path." }, { - "left": "issue:44483", - "right": "issue:45464", + "left": "issue:42175", + "right": "issue:42222", "accept": false, - "reason": "Both concern chat/completions, but one is a general API request rejection and the other is a streaming inference failure on a specific model." + "reason": "Packaging/backend dependency omission vs VitPose model breakage are different problems." }, { - "left": "issue:42175", - "right": "issue:42222", + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "TensorFlow dependency packaging and vitpose model breakage are not the same underlying issue." + "reason": "Chat/completions contract regression and streaming inference failure are not the same concrete bug." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "A 3d_parallel.py runtime issue and a testing_utils bug are unrelated." + "reason": "3d_parallel.py execution failure and a testing_utils bug are unrelated." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "A specific missing import from image_utils is not the same concrete bug as a broad report about many import errors after upgrade." + "reason": "Specific missing import from image_utils is broader only in theme, not the same bug as general import failures." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen3.5/MoE-related only in a broad sense; one is about shard size, the other about from_pretrained loading failure." + "reason": "max_shard_size behavior question is unrelated to the Qwen3.5 MoE from_pretrained regression." }, { "left": "issue:43066", "right": "issue:43122", - "accept": true, - "reason": "These both describe the same tokenizer regression in v5: tokenization output changes because the decoder/type handling is wrong." + "accept": false, + "reason": "Both concern tokenizer behavior in v5, but the titles point to different concrete failures and the evidence is too weak to merge." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Generation cache missing in chunked_prefill is unrelated to a minor testing utility bug." + "reason": "Generation cache missing in chunked_prefill and a testing_utils bug are unrelated." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "A removed config field warning and unexpected position-id key errors are different regression classes." + "reason": "Removed config API and unexpected position-id keys are different regressions." }, { "left": "issue:42222", "right": "issue:45459", "accept": false, - "reason": "Vitpose model breakage and tokenizer error masking when protobuf is absent are unrelated." + "reason": "VitPose breakage and protobuf-related tokenizer error handling are unrelated." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:44410", + "right": "issue:45478", "accept": false, - "reason": "A missing image-patch count method and a missing rms_norm_eps config value are different model/component bugs." + "reason": "Missing qwen3next projections and Qwen3.5 MoE load failure are different model bugs." }, { - "left": "issue:44410", - "right": "issue:45478", + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "Missing projections in qwen3next is not the same concrete defect as a Qwen3.5 MoE from_pretrained error." + "reason": "AutoProcessor crash without torchvision and a save_pretrained shard-size question are unrelated." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both mention FlashAttention, but they target different models and distinct failures, so they should not be merged." + "reason": "FlashAttention failure in Ministral and degenerate training with flash_attention_3 are different issues." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "AutoProcessor/video-model torchvision crash is unrelated to shard-size behavior in save_pretrained." + "reason": "Missing image-patch method and missing rms_norm_eps are separate multimodal-model bugs." }, { "left": "issue:43012", "right": "issue:43408", "accept": false, - "reason": "A bfloat16 compilation warning and a sam3 model-type warning are unrelated." + "reason": "BF16 compile warning and model-type mismatch warning are unrelated." }, { "left": "issue:42222", "right": "issue:42994", "accept": false, - "reason": "Vitpose model breakage and quantized model saving failure are different bugs." + "reason": "VitPose breakage and quantized model saving failure are different code paths." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "A torch.split return-value issue and a GLM-5 RoPE implementation discussion are not the same change." + "reason": "torch.split return-value handling and GLM RoPE implementation are not the same bug." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "An AutoImageProcessor import failure is different from a PreTrainedConfig type-checking regression." + "reason": "Missing AutoImageProcessor import and PreTrainedConfig type-checking regression are unrelated." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is unrelated to a testing_utils bug." + "reason": "Unsafe sys.modules access and a testing_utils bug are different changes." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Removed tie_embeddings_and_encoder_decoder support is unrelated to gguf_file breakage in from_pretrained." + "reason": "Config API removal and gguf_file loading breakage are not the same failure." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor/torchvision crash and testing_utils bug do not share a concrete cause." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None and a specific model loading failure are too far apart to treat as duplicates." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are distinct model-loading problems." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: it correctly treats the cluster as mostly heterogeneous, selects 45278 as the broad import-regression anchor, and its rejected soft-pairs are conservative. The one accepted tokenizer pair is plausibly mergeable as a single v5 tokenizer regression fix." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -11589,6 +11569,7 @@ "issue:43064", "issue:43066", "issue:43097", + "issue:43208", "issue:43335", "issue:43352", "issue:43381", @@ -11622,7 +11603,6 @@ "issue:44655", "issue:44704", "issue:44829", - "issue:44987", "issue:45071", "issue:45103", "issue:45245", @@ -11632,15 +11612,12 @@ "issue:45375" ], "soft_pairs": [ - "issue:44117|issue:44987", - "issue:43986|issue:45341", - "issue:43931|issue:44410", "issue:43335|issue:45071", "issue:43408|issue:44368", "issue:43931|issue:44038", "issue:43986|issue:45372", - "issue:43874|issue:44263", "issue:44829|issue:45245", + "issue:43874|issue:44263", "issue:43976|issue:45071", "issue:44464|issue:45071", "issue:43531|issue:45341", @@ -11659,246 +11636,235 @@ "issue:43992|issue:44484", "issue:43986|issue:45290", "issue:43066|issue:43906", - "issue:43825|issue:44655", "issue:38617|issue:43097", + "issue:43825|issue:44655", "issue:43352|issue:44380", "issue:43097|issue:43901", "issue:43012|issue:43550", "issue:43012|issue:44368", - "issue:42886|issue:43381" + "issue:42886|issue:43381", + "issue:43208|issue:43550" ], - "prepared_review_unit_hash": "26b5ed52c893d95a760af23e2b1b323c442b944cecd0431c6fe67f2990de8383", + "prepared_review_unit_hash": "746c51e101e6414d5461c4a578fcec9d540fc1bb193e53395b42eae2a5154dfc", "component_budget": { "node_count": 362, "item_count": 362, "soft_pair_count": 1351, - "serialized_chars": 697234, - "estimated_input_tokens": 174309, - "estimated_eval_tokens": 348874 + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37881, - "estimated_input_tokens": 9471, - "estimated_eval_tokens": 19198 + "soft_pair_count": 32, + "serialized_chars": 37264, + "estimated_input_tokens": 9316, + "estimated_eval_tokens": 18888 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most pairs are only superficially similar (imports, warnings, tokenizer/Qwen/GLM mentions) but do not appear to describe the same underlying bug or change.", - "confidence": 0.9, - "canonical_issue_reason": null, + "summary": "These items are mostly unrelated Transformers bug reports that happen to share superficial keywords (imports, loading, config, attention/backends, tokenizer/model variants). None of the suggested soft pairs look like the same underlying bug or change, so no duplicate cluster should be merged.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the set does not form a true duplicate cluster, and the soft pairs span distinct code paths and failure modes.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most active unresolved bug here, with the broadest practical impact and the clearest ongoing discussion, even though it is not a true duplicate hub for the rest of the set.", + "best_issue_reason": "issue:43873 is the most substantial and still-open report with broad discussion, but it is not a duplicate anchor for the rest of the set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44117", - "right": "issue:44987", - "accept": false, - "reason": "Both are loading-related, but one is about TOKENIZER_MAPPING_NAMES returning None and the other about a transformers>=5.1.0 model load failure; different failure modes and code paths." - }, - { - "left": "issue:43986", - "right": "issue:45341", - "accept": false, - "reason": "AutoProcessor/video-model dependency crash vs a testing_utils bug; no shared underlying bug." - }, - { - "left": "issue:43931", - "right": "issue:44410", - "accept": false, - "reason": "Both involve Qwen-family models, but one is a Qwen3-VL weight-shape mismatch and the other is missing layer projections in qwen3next; distinct bugs." - }, { "left": "issue:43335", "right": "issue:45071", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug vs PretrainedConfig type checking regression; unrelated." + "reason": "Different problems: a SwitchTransformers single-layer config bug vs a v5 PreTrainedConfig type-checking regression." }, { "left": "issue:43408", "right": "issue:44368", "accept": false, - "reason": "Both are warnings, but they concern different model families and different config mismatches." + "reason": "One is a sam3_video/sam3_tracker type mismatch warning; the other is a tie_word_embeddings warning during Qwen LoRA fine-tuning." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Same broad Qwen3-VL area, but one is a shape mismatch and the other is a MoE load bug in transformers 5.0; not the same issue." + "reason": "Both involve Qwen VL models, but the failures are different: weight-shape mismatch vs a separate Qwen3-VL-MoE issue." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Both are processor-loading failures, but the missing dependency/import is different and the affected processors are unrelated." + "reason": "Both are processor-loading crashes, but one is missing torchvision and the other is a missing ReasoningEffort import from mistral_common." }, { - "left": "issue:43874", - "right": "issue:44263", + "left": "issue:44829", + "right": "issue:45245", "accept": false, - "reason": "Both are GLM-related, but one is a missing processor method and the other is a torch.split/indexer bug; different code paths." + "reason": "Degenerate training with flash_attention_3 is unrelated to the categories > 2^24 runtime limit." }, { - "left": "issue:44829", - "right": "issue:45245", + "left": "issue:43874", + "right": "issue:44263", "accept": false, - "reason": "FlashAttention training degeneration and category-count limit are unrelated bugs." + "reason": "Different GLM components: image-processor token counting vs a torch.split indexing bug in GlmMoeDsaIndexer." }, { "left": "issue:43976", "right": "issue:45071", "accept": false, - "reason": "Python version compatibility issue vs config type-checking regression; no shared fix." + "reason": "Python-version compatibility breakage is not the same as a PretrainedConfig type-checking failure." }, { "left": "issue:44464", "right": "issue:45071", "accept": false, - "reason": "Compiled chunked generation inconsistency vs PretrainedConfig typing; unrelated." + "reason": "Chunked-generation inconsistency under compile is a different code path from config type checking." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior vs a testing utility typo/bug; not the same bug." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to a testing_utils bug." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption vs Liger kernel not applied with model_init; different training paths." + "reason": "FSDP2/PEFT optimizer-state corruption is a different bug from Liger Kernel not being applied with model_init." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are ImportErrors, but they are for different missing symbols in different modules." + "reason": "Both are import errors, but for different symbols and modules: layer_type_validation vs is_offline_mode." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "MLA rms_norm_eps precision issue vs GLM-5 RoPE implementation; unrelated model internals." + "reason": "Missing rms_norm_eps causing precision drift is not the same as a GLM-5 RoPE implementation discussion." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Both are Qwen config/model bugs, but one is missing attention projections and the other is a missing vision config field." + "reason": "Different model config bugs: missing attn_qkv/attn_gate projections vs a missing deepstack_visual_indexes field." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "AutoProcessor kwargs forwarding bug vs auto_docstring crash under future annotations; different layers and fixes." + "reason": "AutoProcessor kwargs forwarding and an auto_docstring annotation crash are unrelated issues." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Local-files-only network requests vs missing embed_tokens weight on load; separate loading bugs." + "reason": "local_files_only still making API requests is unrelated to UMT5Encoder missing embed_tokens.weight." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "Tokenizer AddedToken argument duplication vs TOKENIZER_MAPPING_NAMES assuming non-None; both tokenizer-related but not the same defect." + "reason": "AddedToken() kwarg duplication and TOKENIZER_MAPPING_NAMES returning None are different tokenizer bugs." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Processor-loading crash without torchvision vs tokenizer mapping None-handling; different subsystems and symptoms." + "reason": "Missing torchvision during AutoProcessor loading is unrelated to tokenizer mapping name assumptions." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import-name errors, but they concern different missing public symbols and likely separate API regressions." + "reason": "Different import failures: configuration_utils.layer_type_validation vs transformers.HybridCache." }, { "left": "issue:43582", "right": "issue:45341", "accept": false, - "reason": "Apple Silicon caching allocator TypeError vs testing_utils bug; unrelated." + "reason": "AppleSilicon caching_allocator_warmup TypeError is unrelated to the testing_utils bug." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Both reference Qwen3, but one is a model load failure and the other is missing layer projections; not the same underlying bug." + "reason": "Both mention Qwen variants, but they affect different architectures and failure modes." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Config deprecation/removal warning issue vs quantization offloading bug; unrelated." + "reason": "A missing tie_embeddings_and_encoder_decoder warning is not the same as quantization offloading behavior." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing encoder weight on load vs default max_shard_size question; different concerns." + "reason": "Missing embed_tokens.weight and max_shard_size default behavior are unrelated." }, { "left": "issue:43986", "right": "issue:45290", "accept": false, - "reason": "AutoProcessor video-model dependency crash vs chat-template tokenization crash with tool calls; different code paths." + "reason": "Missing torchvision on video-model loading is unrelated to apply_chat_template crashing on tool-call assistant messages." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "A title referencing an isolated reproduction is not enough to match a specific tokenizer-decoder bug; the concrete failure descriptions differ." + "reason": "Insufficient evidence of the same bug; a tokenizer decoder-type issue and a reproduction of another issue are not the same concrete failure." }, { - "left": "issue:43825", - "right": "issue:44655", + "left": "issue:38617", + "right": "issue:43097", "accept": false, - "reason": "Pipeline task messaging vs saving Pipeline objects; separate pipeline issues." + "reason": "ImportError for layer_type_validation is unrelated to tie_embeddings_and_encoder_decoder removal." }, { - "left": "issue:38617", - "right": "issue:43097", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "ImportError for a missing config symbol vs removal of a config option; not the same bug." + "reason": "Pipeline translation-task messaging and saving Pipeline objects are different behaviors." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "FlashAttention 2 support error for Nemotron vs GPT2 attention scaling ignored under SDPA/FlashAttention; different models and fixes." + "reason": "Both involve attention backends, but one is unsupported Flash Attention 2.0 for NemotronH and the other is GPT2 attention scaling being ignored." }, { "left": "issue:43097", "right": "issue:43901", "accept": false, - "reason": "Removed tie_embeddings setting vs text-classification docs mismatch; unrelated." + "reason": "A removed config field is not the same as stale docs mentioning return_all_scores." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "bfloat16 compile warning vs Bamba torch.compile SDPA failure; different symptoms and likely different fixes." + "reason": "A bfloat16 precision warning is unrelated to Bamba-9B-v2 failing under torch.compile with SDPA." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "PyTorch precision warning during compile vs tie_word_embeddings warning; both warnings but not the same behavior." + "reason": "These are different warnings with different causes: PyTorch precision warning vs tie_word_embeddings config advice." }, { "left": "issue:42886", "right": "issue:43381", "accept": false, - "reason": "Offline cache-loading failure vs gradient checkpointing in eval mode; unrelated runtime paths." + "reason": "Offline-cache loading failure and gradient-checkpointing-in-eval are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs and a Bamba compile/SDPA failure are distinct model-specific issues." } ] }, @@ -11938,7 +11904,6 @@ "issue:43502", "issue:43525", "issue:43526", - "issue:43550", "issue:43582", "issue:43618", "issue:43756", @@ -11948,6 +11913,7 @@ "issue:43901", "issue:43937", "issue:43976", + "issue:43992", "issue:44038", "issue:44077", "issue:44117", @@ -11966,12 +11932,12 @@ "issue:44938", "issue:45216", "issue:45290", + "issue:45310", "issue:45381", "issue:45440", "issue:45479" ], "soft_pairs": [ - "issue:43208|issue:43550", "issue:43937|issue:44792", "issue:42907|issue:44655", "issue:44380|issue:45479", @@ -12000,252 +11966,247 @@ "issue:43066|issue:45381", "issue:44077|issue:44380", "issue:36683|issue:44077", - "issue:44263|issue:45440", "issue:43064|issue:44492", + "issue:44263|issue:45440", "issue:43976|issue:44938", "issue:36683|issue:43525", "issue:36010|issue:42757", "issue:44188|issue:44380", - "issue:43618|issue:45216" + "issue:43618|issue:45216", + "issue:43992|issue:45310" ], - "prepared_review_unit_hash": "07e4f140947f9edc3fd706ededa0158057371a599de9b9bc7ba3e83f0e5a3663", + "prepared_review_unit_hash": "d8c2867f22a20e8c80395750bc424a5d596692ed2152280b33e70769cb5b484c", "component_budget": { "node_count": 362, "item_count": 362, "soft_pair_count": 1351, - "serialized_chars": 697234, - "estimated_input_tokens": 174309, - "estimated_eval_tokens": 348874 + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 36, - "serialized_chars": 37554, - "estimated_input_tokens": 9389, - "estimated_eval_tokens": 19034 + "serialized_chars": 38119, + "estimated_input_tokens": 9530, + "estimated_eval_tokens": 19316 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most items are distinct model-specific regressions, import errors, save/load bugs, or unrelated runtime issues. None of the suggested soft edges look like the same underlying bug or change, so I would reject all of them.", - "confidence": 0.97, - "canonical_issue_reason": "Issue 44188 is the strongest single anchor because it is the most active open issue and a core runtime regression, but the set is too diverse for any issue to truly represent the whole cluster.", + "summary": "This cluster is mostly a grab-bag of distinct Transformers regressions: import errors, save/load problems, model-specific forward bugs, and a few docs/API mismatches. The soft pairs share superficial wording only; none look like the same underlying bug/change.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated subsystems and failure modes, so there is no single bug that safely subsumes the rest.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44188 is the best available cluster representative: it is open, high-activity, and centered on core execution behavior. Even so, it does not subsume the other items well.", + "best_issue_reason": "No strong global best issue; 44188 is the most active open bug, but it is still a narrow torch.compile attention-kernel regression rather than a representative umbrella issue.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43208", - "right": "issue:43550", - "accept": false, - "reason": "Different bugs and model families: xLSTM training issues vs Bamba torch.compile/SDPA failure." - }, { "left": "issue:43937", "right": "issue:44792", "accept": false, - "reason": "GLM-5 invalid GenerationConfig vs janus test failure; unrelated failure modes." + "reason": "Different defects: GLM-5 GenerationConfig validation vs a Janus image-generation test failure." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Both involve saving, but one is dequantized Ministrals/Devstrals and the other is Pipeline.save_pretrained; different code paths." + "reason": "Different save paths: dequantized model saving vs Pipeline.save_pretrained serialization." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "GPT2 attention scaling under SDPA/FlashAttention vs degenerate zero loss in sequence classification; unrelated." + "reason": "Unrelated: GPT2 attention scaling/SDPA backend bug vs zero-loss classification bug across models." }, { "left": "issue:43525", "right": "issue:44117", "accept": false, - "reason": "Missing pad_token_id on Llama4Config is unrelated to TOKENIZER_MAPPING_NAMES returning None." + "reason": "Different code paths: missing config attribute in Llama4 vs tokenizer mapping returning None." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Flash Attention 2 support issue vs Python version compatibility issue; not the same bug." + "reason": "Different class of issue: FlashAttention support for Nemotron vs Python-version compatibility for Transformers." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "FSDP2/PEFT optimizer-state mismatch is unrelated to GPT2 attention scaling behavior." + "reason": "Different bugs: FSDP2/PEFT optimizer-state mismatch vs GPT2 attention scaling under SDPA/FlashAttention." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training bugs vs BeitImageProcessorFast label reduction bug; different subsystems." + "reason": "Unrelated model bugs: xLSTM training failures vs BEiT image processor label reduction behavior." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Both are chat-related, but one is /v1/chat/completions request handling and the other is apply_chat_template batching/padding." + "reason": "Different layers: chat/completions API rejection vs Qwen2.5-VL chat-template crash on batched input." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to GPT2 scaling under SDPA/FlashAttention." + "reason": "Different model/output regression vs GPT2 attention scaling bug." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3Config missing vocab_size vs Apple Silicon TypeError in caching_allocator_warmup; unrelated." + "reason": "Unrelated: Gemma3 config attribute missing vs Apple Silicon caching allocator TypeError." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Both involve CLIP, but one is attentions not assigned and the other is hidden_states missing; different concrete failures." + "reason": "Same model family but different output fields and symptoms: missing attentions vs missing hidden_states." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "PyTorch warning on bfloat16 compilation is not the same as flex_attention failing on torch>=2.9." + "reason": "Different compile-related issues: bf16 warning noise vs flex_attention failing on torch>=2.9." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Different chat surfaces: API request rejection vs apply_chat_template crash on assistant tool-call messages." + "reason": "Different failures: API request validation vs assistant tool-call chat-template crash." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Import errors, but for different symbols and packages: huggingface_hub.is_offline_mode vs transformers.Qwen2_5_VLForConditionalGeneration." + "reason": "Both are import errors, but for different symbols and packages; not the same missing-export bug." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Import failure from configuration_utils is unrelated to local_files_only still triggering network requests." + "reason": "Different regressions: missing configuration_utils import vs unwanted network calls despite local_files_only=True." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Same model family, but one is a loading regression and the other is an fp8 support request; not the same fix." + "reason": "Different intent: Qwen3-VL-MoE inference bug vs fp8 support request for qwen3-vl/qwen3.5 moes." }, { "left": "issue:44483", "right": "issue:45381", "accept": false, - "reason": "Chat-completions request rejection is unrelated to Qwen2.5-VL video vision_position_ids being wrong." + "reason": "Unrelated: chat/completions API rejection vs Qwen2.5-VL video vision_position_ids bug." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Qwen3VL-Moe loading breakage is not the same as a sorted-state_dict load error." + "reason": "Different loading failures: Qwen3VL regression vs sorted-state_dict load error." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to inability to save Pipeline objects." + "reason": "Docs mismatch vs serialization bug; return_all_scores documentation is unrelated to Pipeline.save_pretrained." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Both involve saving, but quantized model save failure and Pipeline.save_pretrained failure are different artifacts and bugs." + "reason": "Different save failures: quantized model checkpointing vs pipeline serialization." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Smollm3 RoPE-layer issue and GLM-5 RoPE implementation discussion are different model-specific problems." + "reason": "Different models and issues: Smollm3 RoPE-layer mismatch vs GLM-5 RoPE implementation discussion." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Different missing-attribute regressions on different models: Gemma3Config.vocab_size vs Sam3VisionEncoderOutput.fpn_position_embeddings." + "reason": "Unrelated model-specific attribute bugs: Gemma3Config vocab_size vs Sam3VisionEncoderOutput fpn_position_embeddings." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Both concern saving/loading checkpoints, but the sorted state_dict load error and the Qwen3.5 save_pretrained regression are distinct." + "reason": "Different directions of state-dict issues: load failure with sorted keys vs incorrect saved checkpoint contents." }, { "left": "issue:44220", "right": "issue:44655", "accept": false, - "reason": "Audio feature extraction bug vs Pipeline saving bug; no shared code path." + "reason": "Unrelated audio feature extraction bug vs pipeline serialization bug." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Flash Attention support for NemotronH is unrelated to GLM-5 GenerationConfig validation." + "reason": "Different surfaces: FlashAttention unsupported warning vs invalid GenerationConfig error." }, { "left": "issue:43066", "right": "issue:45381", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 is unrelated to Qwen2.5-VL video position IDs." + "reason": "Different tokenizer/decoder bug vs Qwen2.5-VL video positional-id bug." }, { "left": "issue:44077", "right": "issue:44380", "accept": false, - "reason": "patchtsmixer post_init validation and GPT2 attention scaling are unrelated." + "reason": "Unrelated: patchtsmixer post_init validation vs GPT2 attention scaling backend bug." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Gemma3Config missing vocab_size is unrelated to patchtsmixer post_init allowance." + "reason": "Different problems entirely: Gemma3 config attribute missing vs patchtsmixer post_init policy." }, { - "left": "issue:44263", - "right": "issue:45440", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "Both are MoE-related, but they affect different models and different internals." + "reason": "Both are import errors, but for different symbols from different modules." }, { - "left": "issue:43064", - "right": "issue:44492", + "left": "issue:44188", + "right": "issue:44380", "accept": false, - "reason": "Optimizer-state corruption and a cache-strategy typo are unrelated." + "reason": "Different attention bugs: torch.compile branching divergence vs GPT2 attention scaling ignored by backends." }, { - "left": "issue:43976", - "right": "issue:44938", + "left": "issue:43618", + "right": "issue:45216", "accept": false, - "reason": "Both are Python compatibility issues, but they target different interpreter versions and likely different causes." + "reason": "Different regressions: CLIP attentions missing vs Qwen3.5 checkpoint save corruption." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:43992", + "right": "issue:45310", "accept": false, - "reason": "Different import failures from different modules and symbols." + "reason": "Different from_pretrained failures on different model families and causes." }, { - "left": "issue:44188", - "right": "issue:44380", + "left": "issue:44263", + "right": "issue:45440", "accept": false, - "reason": "Different attention/backend regressions: allow_is_bidirectional_skip under torch.compile vs GPT2 scaling under SDPA/FlashAttention." + "reason": "Different model implementations and symptoms: GlmMoeDsaIndexer split behavior vs DeepSeekV3MoE divergence." }, { - "left": "issue:43618", - "right": "issue:45216", + "left": "issue:43976", + "right": "issue:44938", "accept": false, - "reason": "CLIP attentions regression is unrelated to the Qwen3.5 save_pretrained checkpoint bug." + "reason": "Separate compatibility issues with different Python versions and failure modes." } ] }, @@ -12298,10 +12259,12 @@ "issue:44242", "issue:44246", "issue:44351", + "issue:44355", "issue:44360", "issue:44387", "issue:44484", "issue:44556", + "issue:44749", "issue:44857", "issue:44938", "issue:44964", @@ -12309,7 +12272,6 @@ "issue:45071", "issue:45125", "issue:45278", - "issue:45310", "issue:45341", "issue:45357", "issue:45375", @@ -12318,7 +12280,6 @@ "issue:45478" ], "soft_pairs": [ - "issue:43992|issue:45310", "issue:36683|issue:44242", "issue:43010|issue:45278", "issue:36683|issue:43352", @@ -12338,8 +12299,8 @@ "issue:43867|issue:44484", "issue:43618|issue:44857", "issue:42890|issue:44964", - "issue:42890|issue:44112", "issue:28282|issue:33453", + "issue:42890|issue:44112", "issue:43618|issue:44977", "issue:43502|issue:44062", "issue:43010|issue:44075", @@ -12350,228 +12311,236 @@ "issue:44222|issue:45125", "issue:43010|issue:43065", "issue:42548|issue:44351", - "issue:45125|issue:45478" + "issue:45125|issue:45478", + "issue:44355|issue:44749", + "issue:45125|issue:45375" ], - "prepared_review_unit_hash": "f2149912b8b6170e28f17d509ed7cd0e0d5a0188463ad8cbd902664207207d0c", + "prepared_review_unit_hash": "b39e3098c4da62b259e1c3b474c0d8a46ac54abb9b42f44b11f451c68f94ab0f", "component_budget": { "node_count": 362, "item_count": 362, "soft_pair_count": 1351, - "serialized_chars": 697234, - "estimated_input_tokens": 174309, - "estimated_eval_tokens": 348874 + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 36385, - "estimated_input_tokens": 9097, - "estimated_eval_tokens": 18450 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37299, + "estimated_input_tokens": 9325, + "estimated_eval_tokens": 18906 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated standalone issues; the only obvious exact duplicate in the set is the Qwen3.5 MoE from_pretrained regression (45310/45478), but it is not one of the listed soft edges. No soft pair meets a strict same-bug/same-change duplicate threshold.", - "confidence": 0.58, - "canonical_issue_reason": "issue:45310 is the clearest representative issue in this set: it is a concrete, narrowly scoped regression report for Qwen3.5 MoE from_pretrained, and issue:45478 is an exact-title duplicate of it.", + "summary": "This cluster is mostly a set of distinct Transformer regressions and environment-specific failures that only overlap at a broad 'loading/import' theme. I do not see any soft pair that clearly describes the same concrete bug or change, so all soft edges are rejected. The best cluster representative is the broad upgrade/import umbrella issue.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45278 is the broadest and most representative report in the cluster: many import errors after upgrading from 4.57.0 to 5.5.0. It reads like an umbrella for the nearby loading/import regression reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best global representative because it describes a specific reproducible bug, is well-scoped, and has a near-identical duplicate, making it a strong canonical triage target.", + "best_issue_reason": "issue:45278 best fits the cluster because it captures the common upgrade-related import failure theme without being tied to one narrow model or code path.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43992", - "right": "issue:45310", - "accept": false, - "reason": "Different code paths: UMT5Encoder missing embed_tokens.weight vs Qwen3.5 MoE from_pretrained error." - }, { "left": "issue:36683", "right": "issue:44242", "accept": false, - "reason": "Gemma3Config vocab_size attribute error is unrelated to load-balancing loss not being added." + "reason": "Different bugs: Gemma3Config missing vocab_size vs load balancing loss not added." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Decorator/no_grad cache update bug is unrelated to broad import errors after upgrading transformers." + "reason": "Cache/layer no_grad update bug vs broad import errors after upgrade; unrelated." }, { "left": "issue:36683", "right": "issue:43352", "accept": false, - "reason": "Config attribute bug and Flash Attention 2 unsupported error are different problems." + "reason": "Config attribute error vs Flash Attention 2.0 support gating; not the same bug." }, { "left": "issue:41669", "right": "issue:44246", "accept": false, - "reason": "Both mention import slowdowns, but one is specifically about import-star usage in models while the other is a generic intermittent import-time complaint; not clearly the same underlying bug." + "reason": "Import * performance issue vs slow import sometimes; similar area, different underlying problem." }, { "left": "issue:43352", "right": "issue:43931", "accept": false, - "reason": "Flash Attention support check vs Qwen3-VL weight shape mismatch are unrelated." + "reason": "Flash-attn unsupported model check vs weight shape mismatch on Qwen3-VL; unrelated." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "State_dict sorting/load error is not the same as a missing config field dropped by strict parsing." + "reason": "State_dict sorting load error vs missing config field silently dropped; different code paths." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Gemma3Config vocab_size bug and FSDP2 optimizer-state mismatch are unrelated." + "reason": "Gemma3Config vocab_size error vs FSDP2/PEFT optimizer state corruption; unrelated." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "UMT5Encoder missing embedding weights is unrelated to the Qwen3.5 MoE from_pretrained regression." + "reason": "Missing embed_tokens.weight vs Qwen3.5 MoE from_pretrained failure; different load bugs." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Python 3.14 import/load failure is not the same as PretrainedConfig type-checking breakage." + "reason": "Python 3.14 load failure vs PretrainedConfig type-checking regression; not the same defect." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Model load error from state_dict ordering is unrelated to incorrect save_pretrained visual encoder keys." + "reason": "Load error for sorted state_dict vs save_pretrained writing wrong visual keys; different directions and causes." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Generation kwargs/cache update bug is unrelated to a Python-version compatibility issue." + "reason": "Generation cache update bug vs Python 3.9/3.10 compatibility issue; unrelated." }, { "left": "issue:44938", "right": "issue:45381", "accept": false, - "reason": "Interpreter load failure and Qwen2.5-VL video position-id bug are different issues." + "reason": "Interpreter load failure vs Qwen2.5-VL vision_position_ids bug; different failures." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA indexer missing ReLU and DeepseekV3MoE divergence are unrelated code paths." + "reason": "DSA indexer ReLU discussion vs DeepSeekV3 implementation divergence; unrelated." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to patchtsmixer post_init eligibility." + "reason": "Missing attentions in CLIPOutput vs patchtsmixer post_init policy; different issues." }, { "left": "issue:43644", "right": "issue:44938", "accept": false, - "reason": "Non-persistent buffer junk fill is unrelated to Python 3.14 import failure." + "reason": "Non-persistent buffer junk vs Python 3.14 load failure; unrelated." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor parallel training bug and tp-related OOM on Qwen2-57B are not the same concrete defect." + "reason": "Both touch tensor parallelism, but one is a training bug and the other is an OOM loading Qwen2-57B; not the same concrete issue." }, { "left": "issue:43867", "right": "issue:44484", "accept": false, - "reason": "State_dict sorting load error and save_pretrained shard-size question are unrelated." + "reason": "Load error on state_dict sorting vs save_pretrained shard-size question; unrelated." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "Missing CLIPOutput attentions and LwDetrImageLoss AMP crash are different bugs." + "reason": "CLIPOutput attentions regression vs LwDetrImageLoss AMP crash; unrelated." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "SamHQ test seed flakiness is unrelated to Phi-4 multimodal model loading failure." + "reason": "Test seed flakiness vs Phi-4 multimodal load failure; unrelated." }, { - "left": "issue:28282", - "right": "issue:33453", + "left": "issue:42890", + "right": "issue:44112", "accept": false, - "reason": "PyTorch-missing AutoModel ImportError and tokenizer loading regression are different issues." + "reason": "Missing set_seed in tests vs stale device override CI failure; both test-related, but not the same bug." }, { "left": "issue:43618", "right": "issue:44977", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to Qwen3.5 flash-attention generation issues." + "reason": "CLIPOutput attentions missing vs Qwen3.5 flash-attention generation bug; unrelated." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "local_files_only network leakage and AddedToken keyword collision are unrelated." + "reason": "local_files_only still hits network vs AddedToken special-arg TypeError; different subsystems." }, { "left": "issue:43010", "right": "issue:44075", "accept": false, - "reason": "Cache update no_grad behavior and SGD args being ignored are unrelated." + "reason": "Cache update no_grad bug vs SGD args ignored; unrelated." }, { "left": "issue:42890", "right": "issue:45341", "accept": false, - "reason": "SamHQ test flakiness is unrelated to the testing_utils bug." + "reason": "Both mention testing, but one is SamHQ seed flakiness and the other is a bug in testing_utils.py; not clearly the same bug." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer loading regression and checkpoint reload regression after version upgrade are different load paths." + "reason": "Both are loading regressions after upgrade, but one is tokenizer loading and the other is checkpoint reload compatibility; too broad to merge." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Int4 CUDA reserved-memory OOM and checkpoint reload failure are unrelated." + "reason": "Int4 quantization OOM vs checkpoint reload failure after upgrade; different concrete problems." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Cache update no_grad bug and generation kwargs after sync_gpus are different generation issues." + "reason": "Both involve generation internals, but cache update decoration and sync_gpus kwargs update are different code paths." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained moe and missing _tp_plan for tensor parallelism are different Qwen/MoE problems." + "reason": "FP8 save_pretrained issue vs missing _tp_plan for tensor parallelism; unrelated." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "Cache/layer update decoration bug is unrelated to the Sam3PixelDecoder dummy Conv2d issue." + "reason": "Cache no_grad update bug vs dummy Conv2d in Sam3PixelDecoder; unrelated." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "cannot import PreTrainedModel and cannot import HybridCache are different export/import failures." + "reason": "Both are import errors, but one is missing PreTrainedModel export and the other is missing HybridCache export; different symbols and likely causes." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Missing tensor-parallel plan and Qwen3.5 MoE from_pretrained error are different problems." + "reason": "Same model family, but one is missing tensor-parallel plan and the other is a from_pretrained error; not enough evidence of one bug." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors vs performance regression after upgrade; unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing _tp_plan vs missing deepstack_visual_indexes field; both Qwen3.5 MoE-related, but different config/load issues." } ] }, @@ -12623,6 +12592,7 @@ "issue:44075", "issue:44222", "issue:44230", + "issue:44261", "issue:44273", "issue:44315", "issue:44351", @@ -12633,20 +12603,17 @@ "issue:44485", "issue:44492", "issue:44556", + "issue:44623", "issue:44655", - "issue:44749", "issue:44871", "issue:44908", "issue:44961", "issue:45003", "issue:45071", - "issue:45125", - "issue:45375", + "issue:45230", "issue:45468" ], "soft_pairs": [ - "issue:44355|issue:44749", - "issue:45125|issue:45375", "issue:30990|issue:31795", "issue:43502|issue:44485", "issue:43010|issue:44368", @@ -12671,8 +12638,8 @@ "issue:38617|issue:43576", "issue:33357|issue:33453", "issue:44961|issue:45468", - "issue:31795|issue:38617", "issue:41628|issue:42548", + "issue:31795|issue:38617", "issue:43576|issue:44351", "issue:44908|issue:44961", "issue:36296|issue:43901", @@ -12680,174 +12647,165 @@ "issue:44273|issue:45003", "issue:36296|issue:43526", "issue:36296|issue:43012", - "issue:41628|issue:44355" + "issue:41628|issue:44355", + "issue:44261|issue:44360", + "issue:44623|issue:45230", + "issue:43576|issue:44556" ], - "prepared_review_unit_hash": "6c5616a16fd5287a8357d223f5e30adc7ba0b02decc7abcf7694edf7fe2df22f", + "prepared_review_unit_hash": "c782a04196530de05974b38e2e0810a48fb1258f5428c4a8bfeb5ce66104ffc6", "component_budget": { "node_count": 362, "item_count": 362, "soft_pair_count": 1351, - "serialized_chars": 697234, - "estimated_input_tokens": 174309, - "estimated_eval_tokens": 348874 + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 37906, - "estimated_input_tokens": 9477, - "estimated_eval_tokens": 19210 + "soft_pair_count": 37, + "serialized_chars": 38069, + "estimated_input_tokens": 9518, + "estimated_eval_tokens": 19292 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: loading/import regressions, doc issues, model-specific bugs, and unrelated test/perf reports. None of the soft pairs look like the same underlying bug or change, so all soft edges are rejected.", - "confidence": 0.91, - "canonical_issue_reason": null, + "summary": "No soft-edge duplicate pairs look like the same underlying bug/change. Most share only a broad subsystem or version context. I selected the most central, broadly referenced v5-regression report as the canonical issue.", + "confidence": 0.57, + "canonical_issue_reason": "issue:43576 is the broadest and most connected report here: it targets a concrete v5 CLI regression, has inbound references, and generalizes better than the more model-specific or symptom-specific issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43576 is the broadest v5-facing regression report and has external references, so it is the most reasonable representative if one issue must be picked.", + "best_issue_reason": "issue:43576 best represents this cluster because it is a central, user-facing v5 regression with external references and broader impact than the narrowly scoped import/model issues.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44355", - "right": "issue:44749", - "accept": false, - "reason": "Different bugs: compiled-file import/runtime errors vs slowdown when filtering after version upgrade." - }, - { - "left": "issue:45125", - "right": "issue:45375", - "accept": false, - "reason": "Different model-parallel/config problems: missing _tp_plan vs a config field being dropped." - }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Loading hang in Sentence Transformers vs documentation confusion in forward() are unrelated." + "reason": "Different problems: model loading hang vs forward-docstring confusion." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "local_files_only causing network calls is unrelated to GLM-5 RoPE implementation." + "reason": "Different areas: offline/download behavior vs GLM-5 RoPE implementation." }, { "left": "issue:43010", "right": "issue:44368", "accept": false, - "reason": "Cache update no_grad decoration vs tie_word_embeddings warning are different code paths." + "reason": "Cache/no_grad warning issue is unrelated to tie_word_embeddings warning." }, { "left": "issue:44075", "right": "issue:44871", "accept": false, - "reason": "SGD args ignored is unrelated to Gemma-3 eos_token_id configuration mismatch." + "reason": "Optimizer argument handling and Gemma eos_token_id mismatch are separate bugs." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel application issue vs DSA indexer ReLU discussion are unrelated." + "reason": "Liger Kernel/model_init issue is unrelated to a DSA ReLU omission." }, { "left": "issue:42890", "right": "issue:44373", "accept": false, - "reason": "Missing set_seed in tests vs wrong docstring for position_ids are not the same bug." + "reason": "Seed-related test flakiness and a position_ids docstring bug are not the same issue." }, { "left": "issue:38175", "right": "issue:43502", "accept": false, - "reason": "SIGLIP2 zero probabilities vs unexpected API requests are unrelated." + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to local_files_only network requests." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both mention loading, but one is Qwen3VL MoE loading and the other is checkpoint reload compatibility after upgrade; not the same fix." + "reason": "Both are v5 loading regressions, but they concern different models and failure modes." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "local_files_only network leakage is unrelated to the 'racoon' issue." + "reason": "Offline-request bug and an unrelated placeholder issue have no shared concrete defect." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Compiled-file errors vs saving Pipeline objects are different failures." + "reason": "Compiled-Python-file errors and pipeline save_pretrained failures are different code paths." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file execution errors are unrelated to PretrainedConfig type-checking regressions." + "reason": "Compiled-file execution issues are not the same as PretrainedConfig type-checking regressions." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "FP8 save_pretrained bug vs FP8 inference/support request are related only broadly to fp8, not the same concrete issue." + "reason": "Both mention FP8/MoE, but save_pretrained support and inference support are distinct changes." }, { "left": "issue:42831", "right": "issue:43874", "accept": false, - "reason": "FP8 accuracy issue vs missing image-processor method are different problems." + "reason": "FineGrainedFP8 accuracy and a missing image-patch helper are unrelated defects." }, { "left": "issue:42890", "right": "issue:43232", "accept": false, - "reason": "Seeded test flakiness vs generation kwargs after sync_gpus are unrelated." + "reason": "Test seed flakiness is unrelated to generation kwargs after sync_gpus." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing huggingface_hub import vs broken transformers env command are different failures." + "reason": "Missing huggingface_hub import and the transformers env command are different breakages." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer loading regression vs specific Llama 3.2 Vision model loading breakage are not the same bug." + "reason": "Both are model-loading regressions, but the models, symptoms, and likely causes differ." }, { "left": "issue:33453", "right": "issue:36296", "accept": false, - "reason": "Tokenizer loading regression is unrelated to tensor-parallel training behavior." + "reason": "MacOS bus error during loading is unrelated to tensor-parallel training." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still referencing pipeline() vs 'racoon' are unrelated." + "reason": "Docs still mentioning pipeline() is unrelated to the placeholder issue." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Broken v5 env command and a missing model import are both import/API regressions but not the same concrete issue." + "reason": "Broken env CLI command and a missing Qwen2_5_VL import are different failures." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "CLI/env breakage is unrelated to PretrainedConfig type-checking behavior." + "reason": "CLI env breakage and PretrainedConfig type-checking regression are distinct issues." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Missing GenerationMixin cache in chunked_prefill vs a typo in cache strategies are different issues." + "reason": "Chunked-prefill cache bug is not the same as a typo in cache strategies." }, { "left": "issue:38617", @@ -12859,73 +12817,91 @@ "left": "issue:33357", "right": "issue:33453", "accept": false, - "reason": "MacOS bus error with a community CLIP model vs tokenizer loading regression are unrelated." + "reason": "Different models and symptoms: CLIP bus error vs tokenizer-loading regression." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "'racoon' provides no evidence of being the same as the Gemma-4 audio positional encoding bug." + "reason": "Placeholder issue 'racoon' is not comparable to Gemma-4 audio positional encoding." }, { - "left": "issue:31795", - "right": "issue:38617", + "left": "issue:41628", + "right": "issue:42548", "accept": false, - "reason": "Doc confusion in model.forward vs missing layer_type_validation import are unrelated." + "reason": "AutoImageProcessor import break and PreTrainedModel import break are separate API surface issues." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:31795", + "right": "issue:38617", "accept": false, - "reason": "Different missing exports: AutoImageProcessor vs PreTrainedModel." + "reason": "Doc confusion in model.forward and an import error in configuration_utils are unrelated." }, { "left": "issue:43576", "right": "issue:44351", "accept": false, - "reason": "Broken env command and missing HybridCache import are separate API/export problems." + "reason": "Env command breakage and HybridCache import failure are not the same concrete bug." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs bug vs 'racoon' are unrelated." + "reason": "Scheduler kwargs handling is unrelated to the placeholder issue." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bug vs TextClassificationPipeline docs are unrelated." + "reason": "Tensor-parallel training bug and text-classification docs mismatch are unrelated." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation issue vs 'racoon' are unrelated." + "reason": "GLM-5 RoPE implementation discussion does not match the placeholder issue." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Lazy loading malfunction and unsafe sys.modules access may be adjacent, but there is no evidence they are the same concrete bug." + "reason": "Lazy loading problem and unsafe sys.modules access are not the same defect." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor-parallel training bug vs BeitImageProcessorFast reduce_labels bug are unrelated." + "reason": "Tensor-parallel training bug is unrelated to BeitImageProcessorFast reduce_labels behavior." }, { "left": "issue:36296", "right": "issue:43012", "accept": false, - "reason": "Tensor-parallel training bug vs bfloat16 compilation warning are unrelated." + "reason": "Training bug and a bfloat16 compile warning are distinct issues." }, { "left": "issue:41628", "right": "issue:44355", "accept": false, - "reason": "Missing AutoImageProcessor import vs compiled-file execution errors are different problems." + "reason": "Importing AutoImageProcessor and errors running compiled Python files are different problems." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "LayerNorm epsilon precision discussion is unrelated to the DSA ReLU issue." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing files on processor.save_pretrained and a vague bug report are not the same issue." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Env command regression and checkpoint reload incompatibility are different failures." } ] }, @@ -12999,9 +12975,6 @@ "issue:45478" ], "soft_pairs": [ - "issue:44261|issue:44360", - "issue:44623|issue:45230", - "issue:43576|issue:44556", "issue:41669|issue:43673", "issue:44393|issue:45071", "issue:44038|issue:45125", @@ -13051,304 +13024,328 @@ "issue:43606|issue:45468", "issue:42890|issue:43704" ], - "prepared_review_unit_hash": "507882254f35c684cb25de9cb34cd424665c6dd06c48c5b01b8cc02315062963", + "prepared_review_unit_hash": "2eb71c61684522af6ecf4c38015e14d1d0c19d141056730fe8e7649bfe46a6ea", "component_budget": { "node_count": 362, "item_count": 362, "soft_pair_count": 1351, - "serialized_chars": 697234, - "estimated_input_tokens": 174309, - "estimated_eval_tokens": 348874 + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 51, - "serialized_chars": 42381, - "estimated_input_tokens": 10596, - "estimated_eval_tokens": 21448 + "soft_pair_count": 48, + "serialized_chars": 41486, + "estimated_input_tokens": 10372, + "estimated_eval_tokens": 21000 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a false-positive similarity group: the items share broad themes like v5 regressions, loading, imports, tokenizer/processor APIs, or model-family names, but they describe different bugs and change requests. No soft edge looks like the same underlying issue, so all candidate merges should be rejected.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 44556 is the closest representative of the cluster because it is a concrete, version-bounded v5 regression with a clear reload failure and actionable reproduction. The rest of the items are too heterogeneous to share one true canonical issue.", + "summary": "These items are mostly heterogeneous bugs/regressions across loading, caching, docs, and model-specific behavior. Several pairs share broad themes like v5 loading regressions or model-init issues, but none are safely the same concrete bug/change.", + "confidence": 0.84, + "canonical_issue_reason": "Use issue:44556 as the closest anchor: it is a concrete, broad v5 checkpoint-loading regression and best matches the repeated compatibility/load-failure theme across the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44556 is the strongest standalone issue here: specific symptom, explicit upgrade boundary, and a reproducible compatibility regression. It is more actionable than the broader or more ambiguous reports.", + "best_issue_reason": "issue:44556 is the strongest representative issue because it is specific, user-visible, and broad enough to cover the recurring v5 reload/incompatibility reports without being as narrowly model-specific as many others.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44261", - "right": "issue:44360", - "accept": false, - "reason": "Different bugs: one is a precision issue from missing rms_norm_eps, the other is a ReLU omission in a DSA indexer." - }, - { - "left": "issue:44623", - "right": "issue:45230", - "accept": false, - "reason": "One is a specific save_pretrained file omission; the other is an uninformative generic bug report with no concrete matching symptom." - }, - { - "left": "issue:43576", - "right": "issue:44556", - "accept": false, - "reason": "Different failure modes: broken transformers env command versus checkpoint reload incompatibility after upgrading to v5." - }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-star performance regressions and missing GenerationMixin cache are unrelated code paths." + "reason": "Different bugs: import-time slowdown from `import *` vs a cache-related GenerationMixin failure during chunked prefill." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL bbox hallucination is unrelated to a PretrainedConfig type-checking break in v5.4.0." + "reason": "Unrelated failures: Qwen3-VL bbox hallucination/error vs `PretrainedConfig` type-checking breakage in v5.4.0." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Different model-specific issues: Qwen3-VL-Moe versus missing _tp_plan for Qwen3_5Moe tensor parallelism." + "reason": "Same family, but different bug: one is a Qwen3-VL-Moe loading/runtime issue, the other is missing `_tp_plan` for tensor parallelism." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both concern v5 loading compatibility, but they affect different checkpoint types and stem from different initialization paths." + "reason": "Both concern v5 model-loading regressions, but the concrete triggers differ: generic reload failure after upgrade vs old remote-code checkpoints failing under meta init." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 behavior settings and a cache-strategy typo are unrelated." + "reason": "Different topics: TF32 behavior API guidance vs a typo in cache strategy names." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Test seeding failures in sam_hq do not match an inverse_sqrt scheduler kwargs bug." + "reason": "No overlap beyond being test/runtime issues: missing `set_seed()` in SAM HQ tests vs `inverse_sqrt` scheduler kwargs not being passed." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwarg forwarding to cached_file is unrelated to scheduler argument handling." + "reason": "Different code paths: `AutoProcessor.from_pretrained` kwargs forwarding vs scheduler kwargs handling." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Import-time slowness and lazy-loading malfunction are adjacent but not the same bug." + "reason": "Both mention loading/performance, but one is intermittent import slowness and the other is a lazy-loading malfunction." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "sam3_video/sam3_tracker mismatch is unrelated to Liger Kernel not being applied via model_init." + "reason": "Different issues in different subsystems: SAM3 model-type warning vs Liger Kernel not being applied with `model_init`." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer_class mismatch on save_pretrained is not the same as a vague generic bug report." + "reason": "A specific tokenizer save bug vs a generic, under-specified bug report; not the same underlying problem." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "A broken env command and scheduler kwargs being ignored are unrelated regressions." + "reason": "`transformers env` CLI breakage is unrelated to scheduler keyword handling." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 support error for NemotronH is unrelated to Qwen3-VL bbox output errors." + "reason": "Different model-specific failures: Flash Attention 2 unsupported for Nemotron vs Qwen3-VL 2D bbox output errors." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs handling and PretrainedConfig type checking are different subsystems and bugs." + "reason": "Scheduler kwargs omission and `PretrainedConfig` type-checking regression are unrelated." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility and Qwen3-VL output errors have no concrete overlap." + "reason": "Python version compatibility failure vs Qwen3-VL bounding-box output bug; no shared code path." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Reading position_ids after buffer registration is unrelated to a generic bug report." + "reason": "Specific `position_ids` buffer access error vs a vague bug report; not the same issue." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star cleanup and HybridCache import failure are different import-related problems." + "reason": "Both involve import behavior, but one is import-time slowdown and the other is a missing `HybridCache` symbol." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import performance work and a testing_utils bug do not describe the same defect." + "reason": "Import-performance issue vs a testing utility bug; no concrete overlap." }, { "left": "issue:44492", "right": "issue:44945", "accept": false, - "reason": "A cache-strategy typo is unrelated to incorrect LLM output under pipeline parallelism." + "reason": "A cache-strategy typo is not the same as incorrect LLM output under pipeline parallelism." }, { "left": "issue:41669", "right": "issue:44492", "accept": false, - "reason": "Removing import * and a typo in cache strategies are not the same issue." + "reason": "Import-performance regression and cache-strategy typo are distinct problems." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel application during model_init is unrelated to flash_attention_3 training collapse." + "reason": "Both touch training/model setup, but one is about `model_init` not applying Liger Kernel and the other about degenerate training with Flash Attention 3." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Different model families and symptoms: Qwen3-VL bbox errors versus Qwen3.5 Moe from_pretrained failure." + "reason": "Different Qwen issues: bbox output failures vs a Qwen3.5 Moe `from_pretrained` regression." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "post_init policy for patchtsmixer and _get_tied_weight_keys list handling are different code paths." + "reason": "Different bugs in different utilities: `patchtsmixer` post-init validation vs `_get_tied_weight_keys` crashing on list input." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion around forward args is unrelated to a tokenizer loading regression." + "reason": "Documentation confusion about `input_ids`/`past_key_values` is unrelated to a tokenizer loading regression." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs still mentioning pipeline() and scheduler kwargs handling are unrelated." + "reason": "Docs still referencing `pipeline()` after removals vs scheduler kwargs handling; unrelated." }, { "left": "issue:41669", "right": "issue:44908", "accept": false, - "reason": "Import-star usage and inverse_sqrt scheduler kwargs are unrelated regressions." + "reason": "Import slowdown from `import *` is unrelated to scheduler kwargs propagation." }, { "left": "issue:43723", "right": "issue:44393", "accept": false, - "reason": "Tokenizer loading in v5 is unrelated to Qwen3-VL bounding-box output issues." + "reason": "Tokenizer loading in v5 and Qwen3-VL bbox errors are different failure modes." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Saving Pipeline objects and tied-weights-key handling are different APIs with different failures." + "reason": "Saving `Pipeline` objects and tied-weight key extraction are separate code paths." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env command and lazy loading malfunction are both v5-related but not the same concrete bug." + "reason": "Broken `transformers env` command is not the same as lazy loading failing." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer ReLU omission is unrelated to Gemma4AudioRelPositionalEncoding." + "reason": "Different model/component bugs: DSA indexer ReLU discussion vs Gemma-4 audio positional encoding." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "A placeholder bug report does not establish the same root cause as the Qwen3.5 Moe from_pretrained error." + "reason": "Generic bug report vs a concrete Qwen3.5 Moe `from_pretrained` error; no shared underlying bug." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading problems and scheduler kwargs handling are unrelated." + "reason": "Lazy loading malfunction and inverse-sqrt scheduler kwargs omission are unrelated." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-time cleanup and VRAM leakage in multithreaded loading are different bugs." + "reason": "Import-time slowdown vs VRAM leak in multi-threaded Qwen3ForCausalLM use." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Incorrect timestamp calculation in Qwen3VL Processor and GLM-5 RoPE implementation are distinct model-specific bugs." }, { "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp math in a processor and scheduler kwargs propagation are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Docs confusion for `forward` arguments vs a Llama 3.2 model-loading regression." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Documentation issue vs import error for `_flash_supports_window_size`; not the same problem." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Both involve model initialization/loading, but one is Liger Kernel not applied with `model_init` and the other is remote-code checkpoint incompatibility under meta init." + }, + { + "left": "issue:44273", + "right": "issue:45071", + "accept": false, + "reason": "Lazy loading failure and `PretrainedConfig` type-checking regression are unrelated." + }, + { + "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are unrelated model/processor issues." + "reason": "VRAM leak in multi-threaded loading is not the same as a RoPE implementation issue." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different architectures and bugs: GLM-5 RoPE vs Gemma-4 audio relative positional encoding." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API change guidance is unrelated to a Qwen3ForCausalLM VRAM leak." }, { - "left": "issue:43519", - "right": "issue:44908", + "left": "issue:43502", + "right": "issue:43519", "accept": false, - "reason": "Timestamp math in a processor is unrelated to scheduler configuration." + "reason": "Local-files-only network access bug and Qwen3VL timestamp calculation are unrelated." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Forward-arg documentation confusion is unrelated to a Llama 3.2 model loading regression." + "reason": "Repeated docs-vs-loading mismatch: the issues describe different problems and code paths." }, { "left": "issue:31795", "right": "issue:37428", "accept": false, - "reason": "Documentation wording and an ImportError for flash attention support are different classes of issue." + "reason": "Docs confusion and flash-attention import failure are unrelated." }, { "left": "issue:44315", "right": "issue:45092", "accept": false, - "reason": "Model_init not applying Liger Kernel is not the same as old remote-code checkpoints failing under meta initialization." + "reason": "Both involve initialization, but they target different bugs and could not be merged into one fix cleanly." }, { "left": "issue:44273", "right": "issue:45071", "accept": false, - "reason": "Lazy loading malfunction and PretrainedConfig type checking are unrelated." + "reason": "Lazy loading bug vs `PretrainedConfig` typing regression; no shared root cause." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leakage in dataloader threads is unrelated to GLM-5 RoPE math." + "reason": "Distinct issues in different models/code paths; no duplicate evidence." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE implementation and Gemma4AudioRelPositionalEncoding are different model-specific bugs." + "reason": "RoPE implementation bug and audio positional encoding bug are separate." }, { - "left": "issue:42371", + "left": "issue:42890", "right": "issue:43704", "accept": false, - "reason": "TF32 API migration advice is unrelated to a VRAM leak in Qwen3ForCausalLM." - }, - { - "left": "issue:43502", - "right": "issue:43519", - "accept": false, - "reason": "local_files_only network requests and Qwen3VL timestamp errors are unrelated failures." + "reason": "Flaky integration tests due to missing seed and VRAM leak in threaded inference are unrelated." } ] }, @@ -13414,20 +13411,20 @@ "issue:31515|issue:36683", "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "0bfa4f0163b55a2ca1d55f16044d944c4291f1439bbf2e4d99123e9095f93e13", + "prepared_review_unit_hash": "9300c562a404f4e5d1003b17d7038d50aa5cc632921d4a79cbc8251a1d877eb2", "component_budget": { "node_count": 362, "item_count": 362, "soft_pair_count": 1351, - "serialized_chars": 697234, - "estimated_input_tokens": 174309, - "estimated_eval_tokens": 348874 + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 }, "budget": { "node_count": 22, "item_count": 22, "soft_pair_count": 17, - "serialized_chars": 17367, + "serialized_chars": 17368, "estimated_input_tokens": 4342, "estimated_eval_tokens": 8940 }, @@ -13436,114 +13433,114 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a loose thematically related set of loading/tokenizer/config regression issues, but the soft pairs do not describe the same underlying bug. No PRs are present.", - "confidence": 0.83, - "canonical_issue_reason": "issue:44556 is the clearest, most self-contained regression report in the set: checkpoint reload breaks after upgrading from v4.57 to v5.2/v5.3. It best represents the broad loading/version-compatibility theme, even though the rest are not true duplicates.", + "summary": "These items span several unrelated issue families; the soft pairs are mostly lexical/topic similarity rather than true duplicates. The only strong shared theme is checkpoint/tokenizer loading and v5 migration regressions, but none of the candidate pairs are safe duplicate merges from the available evidence.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44556 is the clearest, most concrete loading/reload regression in the set (v4.57 checkpoint no longer reloads after v5.2/v5.3), so it best represents the dominant load-related theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44556 is the strongest standalone triage candidate because it has a concrete versioned repro and a specific failure mode. The other issues are either more specialized, more vague, or clearly unrelated despite surface similarity.", + "best_issue_reason": "issue:44556 is the best single anchor among the issues because it names a specific, user-facing compatibility break rather than a vague symptom or orthogonal bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both mention tokenizer v5 behavior, but one is a general behavior change from v4 to v5 and the other is a specific wrong decoder type problem. Not the same bug." + "reason": "Both are tokenizer-v5 complaints, but one is broad behavior drift and the other is a specific decoder-type bug; not enough evidence they are the same underlying defect." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Completely unrelated; scheduler kwargs vs a nonsensical unrelated issue title. No shared concrete bug." + "reason": "Completely unrelated topics: scheduler kwargs vs a nonsensical/unemployment title." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Different code paths: tied-weight key extraction crash vs chat template handling of tool-call assistant messages." + "reason": "Different code paths and symptoms: tied-weight-key handling vs chat-template crashes with tool-call messages." }, { "left": "issue:44998", "right": "issue:45341", "accept": false, - "reason": "No meaningful overlap; unrelated generic issue versus a testing_utils bug." + "reason": "No substantive overlap; one is unrelated, the other is a small testing_utils bug." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "A typo in cache strategies is not the same as the other issue; no shared underlying defect." + "reason": "A cache-strategy typo is not the same bug as the unrelated item." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIP attentions assignment regression is unrelated to the other issue." + "reason": "CLIP attentions assignment regression is unrelated to the other item." }, { "left": "issue:44556", "right": "issue:44998", "accept": false, - "reason": "Checkpoint reload/version upgrade regression does not match the unrelated issue." + "reason": "Checkpoint reload regression after v5 upgrade is unrelated to the other item." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Different model/config attribute errors in different subsystems; not the same bug." + "reason": "Missing pad_token_id in Llama4Config and tied-weight-key AttributeError are distinct failures." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "StableLmConfig pad_token_idx regression and tied-weights crash are different failures." + "reason": "Missing pad_token_idx in StableLmConfig is a different config-attribute issue than tied-weight-key handling." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Checkpoint loading slowness and an ImportError for layer_type_validation are unrelated." + "reason": "Slow from_pretrained checkpoint loading and an ImportError for layer_type_validation are different problems." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "fp8 inference support for a vision-language model is not the same as missing files from processor.save_pretrained." + "reason": "FP8 inference support for Qwen models is not the same bug as processor.save_pretrained missing files." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "from_pretrained load performance and tensor-parallel training are different problems." + "reason": "Checkpoint loading performance and tensor-parallel training bugs do not match." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Loading slow checkpoint and documentation confusion in model.forward are not the same underlying issue." + "reason": "Checkpoint loading performance is unrelated to model.forward documentation confusion." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "Both involve Qwen-family models, but one is fp8 support and the other is a from_pretrained error; not the same concrete bug." + "reason": "Both mention Qwen3.5/MoE and from_pretrained, but one is FP8 inference support and the other is a specific loading error; too broad to merge." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Checkpoint loading slowness and tokenizer loading regression are different failure modes." + "reason": "Slow checkpoint loading and tokenizer loading regression are different failure modes." }, { "left": "issue:31515", "right": "issue:36683", "accept": false, - "reason": "from_pretrained loading slowdown is unrelated to Gemma3Config missing vocab_size." + "reason": "from_pretrained loading slowness is unrelated to Gemma3Config missing vocab_size." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching for audio models and fp8 Qwen VL inference support are distinct issues with different code paths." + "reason": "Continuous batching not supporting audio models is a different feature gap than FP8 Qwen inference support." } ] }, @@ -13573,12 +13570,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "f9a3a55792236d149b1577ae1deb073396836987c469fd94f49585aee6d8da0e", + "prepared_review_unit_hash": "db6226b155e14b2b3233f284f32bcf68a2025de80bab82695b6a0ffc8e520d33", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -13586,7 +13583,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -13595,18 +13592,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two distinct feature-request issues about adding support for more architectures, but they concern different features (Flash Attention 2 vs GGUF) and should not be deduplicated.", - "confidence": 0.98, - "canonical_issue_reason": "issue:26350 is the more established thread (older and much higher discussion activity), but it is not a duplicate of issue:33260.", + "summary": "These are not duplicates: one requests Flash Attention 2 support for more architectures, the other requests GGUF support for more architectures. They are different feature efforts with no concrete code-path overlap.", + "confidence": 0.99, + "canonical_issue_reason": "No canonical issue for deduplication: the issues are about different features (Flash Attention 2 vs GGUF) and should remain separate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:26350 is the better representative of the pair because it has substantially more discussion and visibility.", + "best_issue_reason": "Issue 26350 is the better representative only because it is older and has more discussion, but it is not a duplicate of issue 33260.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "They share only a generic \"support for more architectures\" theme; one is about Flash Attention 2 and the other about GGUF, so they are different feature requests and not the same underlying issue." + "reason": "Different feature requests with different underlying implementations and targets; they do not describe the same bug or change." } ] }, @@ -13643,12 +13640,12 @@ "issue:43834|issue:44365", "issue:44365|issue:44370" ], - "prepared_review_unit_hash": "29e19d4a4c3511a0f79f4ad09609f48e8b520fa651a382a95a5096271f83b0ab", + "prepared_review_unit_hash": "5bb02acfc37eb3af4a2f01ba76bc40e4269cea6fc0fe075d5c480f0399f5ecba", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4454, + "serialized_chars": 4453, "estimated_input_tokens": 1114, "estimated_eval_tokens": 2484 }, @@ -13656,7 +13653,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4454, + "serialized_chars": 4453, "estimated_input_tokens": 1114, "estimated_eval_tokens": 2484 }, @@ -13665,48 +13662,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are all documentation translation request issues, but they are not the same underlying task: #27088 is specifically for Turkish, while the others are generic template issues for unspecified languages. The high text similarity appears to come from the shared issue template, not duplicate content.", - "confidence": 0.96, - "canonical_issue_reason": "#27088 is the only concrete, language-specific issue (Turkish). The other issues are generic placeholders and do not describe the same exact request.", + "summary": "These are translation-request issues built from the same template, but they are not the same underlying request: 27088 is specifically for Turkish, while the others are generic placeholder-language issues that likely represent different translations. No soft edges should be merged.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 27088 is the only concrete, language-specific request (Turkish) and is the most informative representative; the other issues are placeholder/template variants rather than the same request.", "canonical_pr_reason": null, - "best_issue_reason": "#27088 is the best representative issue because it is specific and actionable, whereas the others are broad template entries without a concrete target language.", + "best_issue_reason": "27088 is the best issue to keep as the representative because it has a real target language and a clear, actionable description.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Same translation-request template, but #27088 is Turkish and #44370 is unspecified; different underlying requests." + "reason": "Same translation-issue template, but no evidence they target the same language or same request; the concrete Turkish request should not be merged with a generic placeholder issue." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Shared template wording only; one is a Turkish docs translation request and the other is a generic language placeholder." + "reason": "These are not the same underlying request: one is explicitly Turkish, the other is a generic placeholder with no matching concrete language evidence." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Both are translation issues, but they target different languages / one is generic, so they are not duplicates." + "reason": "Template similarity only; the Turkish-specific request is distinct from a generic placeholder translation issue." }, { "left": "issue:43834", "right": "issue:44370", "accept": false, - "reason": "Near-identical placeholders, but they do not identify the same concrete language task." + "reason": "They share the same template text, but there is no concrete evidence they refer to the same language or same translation task." }, { "left": "issue:43834", "right": "issue:44365", "accept": false, - "reason": "Template similarity only; no evidence they refer to the same specific translation work." + "reason": "Identical placeholder wording is not enough to treat them as the same issue; these could be separate language requests." }, { "left": "issue:44365", "right": "issue:44370", "accept": false, - "reason": "Both are generic translation placeholders, but there is no concrete shared language target to establish duplication." + "reason": "Both are generic template issues, but there is no reliable sign they are the same underlying translation request." } ] }, @@ -13771,184 +13768,184 @@ "issue:43837|issue:45027", "issue:43837|issue:45177" ], - "prepared_review_unit_hash": "f71a878ee9e7b8b02ded57ea5d61c29897926f71e62ca549d747943458c1407a", + "prepared_review_unit_hash": "6522e94e4c0f86ca7ab8c0caadbae3255daf5da088524b2e95fc195cf8d6376d", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 25, - "serialized_chars": 16010, - "estimated_input_tokens": 4003, - "estimated_eval_tokens": 8262 + "serialized_chars": 16008, + "estimated_input_tokens": 4002, + "estimated_eval_tokens": 8260 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 25, - "serialized_chars": 16010, - "estimated_input_tokens": 4003, - "estimated_eval_tokens": 8262 + "serialized_chars": 16008, + "estimated_input_tokens": 4002, + "estimated_eval_tokens": 8260 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are all broad model-addition requests, but they target different models and capabilities (BERT variants, audio/TTS/ASR, OCR, sparse transformers, etc.). They share a template-level similarity, not the same underlying change, so none should be deduplicated or merged into one canonical issue.", - "confidence": 0.98, + "summary": "These are all model-add requests, but they target different model families and capabilities (NeoBERT, DEIMv2, Qwen3-TTS/ASR, audio, OCR, etc.), so there is no true duplicate cluster.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "If one issue has to stand in as a representative, 37015 is the most generic active model-add request, but it is still NeoBERT-specific and not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert vs DEIMv2 are different model requests; same broad \u201cadd model\u201d theme only." + "reason": "Different models (EuroBert vs DEIMv2); same broad request pattern, not the same change." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config addition and Qwen3-TTS support are unrelated model types and code paths." + "reason": "EuroBert config support is unrelated to Qwen3-TTS support." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are distinct models; not the same feature or fix." + "reason": "NeoBERT and Qwen3-ASR are distinct models and code paths." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT and weight-sparse transformer support are different architectures and implementation tasks." + "reason": "NeoBERT vs OpenAI weight-sparse transformer are different requested additions." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT vs LFM2.5 Audio is unrelated model support, despite similar request wording." + "reason": "NeoBERT and LFM2.5 Audio are different model families and tasks." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different model additions, not one duplicate request." + "reason": "NeoBERT and ModernVBERT are separate model requests, not one duplicate." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS support target different modalities and code paths." + "reason": "NeoBERT and Voxtral-4B-TTS-2603 are unrelated model additions." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests; only the request template is similar." + "reason": "DEIMv2 and Qwen3-TTS are unrelated models and capabilities." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT models and Qwen3-ASR support are different features and model families." + "reason": "ModernVBERT models and Qwen3-ASR are different model targets." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are separate model-support requests with no shared concrete change." + "reason": "ModernVBERT and Qwen3-TTS are distinct requests." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT and BERT-like models with RoPE are related only at a high level; not the same requested addition." + "reason": "ModernVBERT models and BERT-like models with RoPE overlap only loosely; they are not the same concrete request." }, { "left": "issue:42503", "right": "issue:45027", "accept": false, - "reason": "ModernVBERT and Voxtral TTS support are different model families and implementation areas." + "reason": "ModernVBERT and Voxtral-4B-TTS-2603 are different model additions." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE support and Voxtral TTS support are not the same underlying change." + "reason": "BERT-like models with RoPE is a broad architecture request, not the same as adding Voxtral-4B-TTS-2603." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are both Qwen3 requests, but they are different modalities and separate support work." + "reason": "Qwen3-TTS and Qwen3-ASR share a family name but request different modalities and support code." }, { "left": "issue:43671", - "right": "issue:43909", + "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS support and LFM2.5 Audio support are different models, not duplicates." + "reason": "Qwen3-TTS support and Voxtral-4B-TTS-2603 are different TTS models." }, { "left": "issue:43671", - "right": "issue:44121", + "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS support and weight-sparse transformer support are unrelated changes." + "reason": "Qwen3-TTS support and DeepSeek-OCR2 are unrelated model requests." }, { "left": "issue:43671", - "right": "issue:45027", + "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are distinct model integrations with different code paths." + "reason": "Qwen3-TTS support and the weight-sparse transformer request are different changes." }, { "left": "issue:43671", - "right": "issue:45177", + "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model additions." + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio model requests." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are separate audio-model requests, not one concrete fix." + "reason": "Qwen3-ASR and LFM2.5 Audio are different models and tasks." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are different model families and different implementation targets." + "reason": "Qwen3-ASR and EUPE are unrelated model requests." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR support and weight-sparse transformer support do not describe the same change." + "reason": "Qwen3-ASR support and weight-sparse transformer support are unrelated changes." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated model requests across different modalities." + "reason": "LFM2.5 Audio and SAM3-LiteText are different model additions." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer support and EUPE addition are different model-architecture requests." + "reason": "Weight-sparse transformer support and EUPE are different model requests." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are separate speech-model support requests." + "reason": "Qwen3-ASR and Voxtral-4B-TTS-2603 are different audio models with different support paths." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated model additions." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated model requests." } ] }, @@ -13989,82 +13986,82 @@ "issue:43668|issue:44031", "issue:43668|issue:43813" ], - "prepared_review_unit_hash": "f1e950ab26a8e3227ccedd5060213ad47cbee1171dddcad42dcb1a1bab340343", + "prepared_review_unit_hash": "70fdf236980254de59409fa702e043aa1e07799d1fc3d2502b8ee2f494114f9a", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6293, - "estimated_input_tokens": 1574, - "estimated_eval_tokens": 3404 + "serialized_chars": 6291, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6293, - "estimated_input_tokens": 1574, - "estimated_eval_tokens": 3404 + "serialized_chars": 6291, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "No duplicate cluster here: these issues cover unrelated problems across model configs, tokenization warnings, loss wiring, and a typo. None of the soft-similarity links look like the same underlying bug.", + "summary": "These items do not look like duplicates of one another; they span separate models, tokenizer behavior, config typing, a typo, and a loss-kwargs bug. The soft-similarity links appear to be false positives from generic wording rather than the same underlying issue.", "confidence": 0.95, - "canonical_issue_reason": "No clear canonical issue; the reports are heterogeneous and do not describe the same defect or code path.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single best issue for deduping because this set does not form a duplicate cluster; each item appears to be a distinct bug or typo.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Different model areas and bug types: Llama4TextL2Norm behavior question vs ModernBERT config type hint." + "reason": "Different topics: Llama4 normalization implementation vs ModernBERT config type annotation." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value wiring is unrelated to kwargs not being passed into a loss function." + "reason": "Mask2Former ignore_value handling is unrelated to passing kwargs into a loss function." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former loss/ignore_value behavior is unrelated to tokenizer regex warnings." + "reason": "Model ignore_value bug and tokenizer regex warning regression are separate code paths." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "A model loss-parameter issue is not the same as a typo in a quantization attribute name." + "reason": "Mask2Former loss/input handling is unrelated to a quantization-operation typo." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "These are separate issues: one about ignore_value usage, the other about a config type annotation." + "reason": "Different models and different bug types; no shared underlying defect." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss-function kwargs propagation and config type hints do not describe the same bug." + "reason": "Generic loss-kwargs forwarding bug does not match a config type-hint issue." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "Incorrect type hint in a config class is unrelated to tokenizer regex warnings after a version bump." + "reason": "Config annotation typo is unrelated to tokenizer regex warning behavior." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Type-hint correction and a spelling error in a quantization field are distinct fixes." + "reason": "ModernBERT norm_eps typing and the quoted typo concern unrelated text/metadata issues." } ] }, @@ -14094,7 +14091,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "152c7c4502d4952876d0b1c12aedba74685aa45e5052ccf05fe1d4b9fcfa9072", + "prepared_review_unit_hash": "6a0eb8748c86225f58425ad027663d3eb0336dee75c41622ce78c15f8adb3ebe", "component_budget": { "node_count": 2, "item_count": 2, @@ -14116,18 +14113,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues do not look like duplicates: one is a terse request about block decoding, the other is a specific request for DeepSeek v3.2 support. The only linkage is weak textual similarity, not a shared underlying problem.", + "summary": "The two issues are unrelated: one asks for block decoding, the other requests DeepSeek v3.2 support. No duplicate/canonical linkage is evident.", "confidence": 0.97, - "canonical_issue_reason": "No clear canonical issue: the issues describe different topics and do not appear to report the same bug or feature request.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43037 is the better representative of the cluster only because it is more specific and actionable, but it is not a duplicate of 41084.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different subjects: block decoding implementation vs DeepSeek v3.2 support. Similar wording is too weak to indicate the same underlying issue." + "reason": "Different requests with no shared code-path or concrete bug: block decoding vs model support. The titles and available metadata do not indicate the same underlying issue." } ] }, @@ -14157,7 +14154,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "4827160b2fc43dac15415836da2e6ae3728ad9186c7e56ce47b13be177f9d6f6", + "prepared_review_unit_hash": "e2c0c4b82c116b7273f829adfbd0caf64439ed9e87359397098a9bfee7706770", "component_budget": { "node_count": 2, "item_count": 2, @@ -14179,18 +14176,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only in the broad sense that both mention Trainer customization, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. I would not cluster them as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "These are related only at a very broad level (custom trainer support), but they describe different problems: one is about `remove_unused_column` behavior/customizability in `Trainer`, the other is about FLOPS estimation with custom trainers. They should not be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43598 is the broader Trainer customization request and is the better representative of the cluster\u2019s theme.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a duplicate of the other; if forced to pick one representative, #43598 is the clearer, more specific customization request around `remove_unused_column`.", + "best_issue_reason": "Issue 43598 is the most central/general item; issue 43600 is a narrower instrumentation/estimation concern.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Different underlying bugs/features: #43598 is about `remove_unused_column` in Trainer, while #43600 is about estimating FLOPS for custom trainers. Shared Trainer context is too broad to treat as the same issue." + "reason": "Different underlying problems: one changes `remove_unused_column` handling, the other affects FLOPS estimation for custom trainers. Shared mention of custom trainers is too broad to treat as the same bug." } ] }, @@ -14220,7 +14217,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "3ed92323afdf1c8dd0bd0747c10a07d0c6fe83f048fb3157bdc7b41bca4e84ab", + "prepared_review_unit_hash": "88a7b4792ce402ae4af5da89cbf7163d0b5226f8a881d2cd100697521ce7d5f6", "component_budget": { "node_count": 2, "item_count": 2, @@ -14242,18 +14239,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are about different Qwen model capability gaps: one is model registration for Qwen3-Omni, the other is sequence classification support for Qwen3.5. They are not the same underlying bug/change, so the soft duplicate link should be rejected.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These two issues are about different model families and different API registrations, so they should not be treated as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43684 is the broader registration request for Qwen3-Omni in AutoModel / AutoModelForConditionalGeneration; issue 44405 is a separate request for AutoModelForSequenceClassification support on Qwen3.5 (Qwen3_5Config). They do not describe the same missing behavior.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "43684 is the better representative issue because it is the more general model-registration gap and reads as a broader API support request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different model families and different requested functionality (AutoModel registration vs AutoModelForSequenceClassification support); not mergeable as one duplicate fix." + "reason": "Different model families (Qwen3-Omni vs Qwen3.5) and different target classes (generation vs sequence classification); not the same underlying bug or change." } ] }, @@ -14290,80 +14287,80 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "af74e354797a6e25483db37f945d0059fa1d72af2f9f9e138305c8d4b010815c", + "prepared_review_unit_hash": "1381e3358c3150c27651a88d6d9bb7bbc7dbb2c3c50b6def3fe3018c65438829", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4255, + "estimated_input_tokens": 1064, + "estimated_eval_tokens": 2384 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4255, + "estimated_input_tokens": 1064, + "estimated_eval_tokens": 2384 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three \"huggingface \" issues form a weak duplicate-looking cluster, but the evidence is only soft similarity with no deterministic accept flags. \"Fett\" still looks separate. Keep the cluster representative as 43845 if needed, but do not treat the pairwise links as confirmed duplicates.", - "confidence": 0.73, - "canonical_issue_reason": "issue:43845 is the earliest of the near-identical low-information \"huggingface \" reports, so it is the best representative for that tentative cluster, though the linkage evidence is weak.", + "summary": "Three issues share the same near-identical title (\u201chuggingface \u201d) and look like duplicates; the separate \u201cFett\u201d issue does not have enough evidence to join that set.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43845 is the earliest of the three matching \u201chuggingface \u201d reports and is the best representative of that duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43845 is the strongest global issue representative because it is the earliest of the repeated low-context reports and fits the tentative duplicate set best.", + "best_issue_reason": "43845 is the strongest cluster representative because it is earliest and matches the other two huggingface-titled issues exactly.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Only soft similarity and different titles; not enough evidence they are the same underlying issue." + "reason": "Different title from the repeated \u201chuggingface \u201d reports; no body/detail evidence tying it to the same issue." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Only soft similarity with no shared concrete details or target; keep separate." + "reason": "Different title and no concrete evidence of the same underlying problem." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles and no substantive overlapping evidence of the same bug." + "reason": "Different title and no concrete evidence of the same underlying problem." }, { "left": "issue:43845", "right": "issue:43846", - "accept": false, - "reason": "They look similar, but the packet only provides soft similarity and deterministic_accept is false, so this should stay tentative at most." + "accept": true, + "reason": "Same title, very close timing, and no distinguishing details; likely duplicate reports of the same issue." }, { "left": "issue:43845", "right": "issue:43859", - "accept": false, - "reason": "High textual similarity, but no concrete evidence beyond soft similarity; do not accept as a confirmed duplicate pair." + "accept": true, + "reason": "Same title and no evidence of a different bug; appears to be a duplicate report." }, { "left": "issue:43846", "right": "issue:43859", - "accept": false, - "reason": "Indistinguishable low-information titles, but still only soft similarity with no deterministic acceptance; reject as unconfirmed." + "accept": true, + "reason": "Same title and no evidence of a different underlying issue." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster summary is mostly grounded, but the soft-edge verdicts are too strong. All pairwise links are supported only by soft_similarity, and the packet marks every pair as deterministic_accept=false, so accepting issue:43845 with issue:43846 and issue:43859 overstates the evidence. The conservative choice here would be to keep those pairs rejected or at most tentative, not accepted." + "accept": true, + "feedback": "The summary is grounded in the packet: 43845/43846/43859 share the exact title \"huggingface \" and 43835 is titled differently, so treating it as separate is conservative. The soft-edge verdicts also stay within the available evidence (title similarity and timing) without overclaiming body-level proof." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -14397,88 +14394,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "aa2ee6e0cc0fc5d4a7fa47dca1935fec1664025e226a1d2469f7387c5bce3958", + "prepared_review_unit_hash": "426c3b3dcd14703d4d423501c7242a122e28d643e629f5fa6b8b75bfc6a361de", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5788, - "estimated_input_tokens": 1447, - "estimated_eval_tokens": 3150 + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5788, - "estimated_input_tokens": 1447, - "estimated_eval_tokens": 3150 + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All items are low-signal and appear unrelated spam or a generic documentation request. No soft pair has enough evidence to be treated as the same underlying bug or change.", - "confidence": 0.23, - "canonical_issue_reason": "issue:44418 is the only item with a non-placeholder, somewhat substantive title; the others are clearly spam-like and provide no usable bug/change signal.", + "summary": "All items look like unrelated low-information/spam issues rather than reports of the same bug or request. There is no clear duplicate cluster to collapse.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44418 is the best available issue for triage because it is the most descriptive and least obviously spammy, even though it still lacks concrete technical detail.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are generic '' issues with no concrete bug, code path, or change described; identical placeholder titles are not enough to infer the same underlying problem." + "reason": "Both are generic spam-labeled issues with no substantive body or shared concrete problem; similarity is only superficial." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both look like separate spam submissions rather than the same bug or change; there is no shared technical subject beyond the placeholder title." + "reason": "Same as above: no evidence they describe the same underlying issue, only matching spam-like placeholder content." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "A spam placeholder issue and a documentation enhancement request are not the same underlying problem." + "reason": "One is spam and the other is a generic documentation suggestion; too little content to indicate the same bug/change." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Generic spam versus a separate spam-like promotional title; no evidence of one concrete issue or fix." + "reason": "Different titles and no body detail; no concrete overlap beyond both being closed issues." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Documentation enhancement suggestion and placeholder spam are unrelated." + "reason": "A documentation suggestion and a spam placeholder are not the same underlying issue." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Documentation enhancement suggestion and placeholder spam are unrelated." + "reason": "A generic doc request does not match a spam-like placeholder issue." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are '' issues, but there is no concrete shared bug/change to justify treating them as duplicates." + "reason": "Both are spam-like placeholders, but there is no evidence they report the same specific problem." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Placeholder spam and a promotional-looking title do not describe the same underlying defect or change." + "reason": "No shared concrete bug or request is visible; titles are unrelated." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Placeholder spam and a promotional-looking title do not describe the same underlying defect or change." + "reason": "No substantive overlap or explicit linkage; reject as duplicate." } ] }, @@ -14508,7 +14505,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "b7cc7e33e64627c0dafc580a2ec2edef1e41dd4c17ce47cc53a41d9cf21e186f", + "prepared_review_unit_hash": "b39e29abd403d6084e5fbf507a94a54c039ba44853f3adeeebb01feefc728ce4", "component_budget": { "node_count": 2, "item_count": 2, @@ -14530,24 +14527,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues have identical titles and a soft-similarity signal, so they are plausibly related and may be duplicates, but the available packet does not expose body content to confirm that they describe the same issue.", - "confidence": 0.79, - "canonical_issue_reason": "#45145 is the better canonical issue because it has an inbound reference, giving it slightly more linkage context than #45151.", + "summary": "The two closed issues are highly similar and share the same title, but the evidence only shows soft similarity. With no shared targets, filenames, or explicit linkage, they are best treated as closely related reports rather than confidently marked duplicates.", + "confidence": 0.81, + "canonical_issue_reason": "Issue #45145 is the better canonical candidate because it was created earlier and has an inbound reference, making it the more established thread.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the strongest representative of the issue cluster because it has the same title as #45151 and slightly more reference context.", + "best_issue_reason": "Issue #45145 is the best representative for this cluster because it is the earlier report and has the inbound reference; there is no stronger signal favoring #45151.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": false, - "reason": "Likely related/possible duplicate based on identical titles and soft similarity, but the packet does not show body content or other concrete evidence to confirm they are the same underlying issue." + "reason": "Same title and similar text, but the match is only soft_similarity with no shared targets, filenames, or explicit duplicate linkage. That is not strong enough to confidently treat them as duplicates." } ] }, "evaluator_result": { "accept": false, - "feedback": "The duplicate-issue inference is directionally plausible, but the analyst overstates the evidence. The packet only supports that the two closed issues have identical titles, similar body lengths, and a soft-similarity signal; it does not expose body content, so claims like \"strongly overlapping body/theme\" and \"same title/content\" are not fully grounded. Also, the soft pair was not deterministically accepted, so the verdict should be phrased more conservatively (e.g., \"likely related/possible duplicate\" rather than definitive duplicate). The confidence of 0.98 is too strong for the available evidence." + "feedback": "The cluster assessment is a bit overstated. The packet supports that these two issues are very similar and share the same title, but it does not strongly prove they are duplicates; the evidence is only soft_similarity, with no shared targets/filenames. Also, the best_issue_reason is not grounded because issue #45145 does not have slightly more discussion signal than #45151 (it has 0 vs 1). The canonical choice based on earlier creation and inbound reference is reasonable, but the duplicate/duplicate-report language should be more conservative." }, "evaluator_used": true, "retried": true, @@ -14620,7 +14617,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-39895-14", + "cluster_id": "cluster-39895-13", "nodes": [ "pull_request:39895", "pull_request:42668", @@ -14630,7 +14627,6 @@ "pull_request:43823", "pull_request:43995", "pull_request:44827", - "pull_request:45078", "pull_request:45170", "pull_request:45213", "pull_request:45435", @@ -14640,238 +14636,191 @@ "soft_pairs": [ "pull_request:39895|pull_request:43424", "pull_request:42668|pull_request:43823", - "pull_request:42668|pull_request:45078", "pull_request:43251|pull_request:43823", "pull_request:43251|pull_request:44827", "pull_request:43424|pull_request:44827", "pull_request:43424|pull_request:45435", "pull_request:43424|pull_request:43823", - "pull_request:43823|pull_request:45078", "pull_request:43823|pull_request:45454", "pull_request:43823|pull_request:45435", "pull_request:43823|pull_request:43995", - "pull_request:43995|pull_request:45078", "pull_request:43995|pull_request:45435", "pull_request:43995|pull_request:45213", "pull_request:43995|pull_request:44827", "pull_request:44827|pull_request:45489", "pull_request:44827|pull_request:45170", "pull_request:43823|pull_request:44827", - "pull_request:45078|pull_request:45454", - "pull_request:45078|pull_request:45435", "pull_request:45213|pull_request:45435", "pull_request:44827|pull_request:45213", "pull_request:43823|pull_request:45213", - "pull_request:45078|pull_request:45213", + "pull_request:44827|pull_request:45435", "pull_request:45454|pull_request:45489", "pull_request:43823|pull_request:45489", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "e77ec4c3ee556115959682801a06929e14789ded98d08ec7fc9209aba713ea5e", + "prepared_review_unit_hash": "694f821a4c7fe21308232a0dc54351b70fba22d5dcd09a4c1cb70100be4b945d", "component_budget": { - "node_count": 14, - "item_count": 14, - "soft_pair_count": 28, - "serialized_chars": 41462, - "estimated_input_tokens": 10366, - "estimated_eval_tokens": 20988 + "node_count": 13, + "item_count": 13, + "soft_pair_count": 23, + "serialized_chars": 37544, + "estimated_input_tokens": 9386, + "estimated_eval_tokens": 19028 }, "budget": { - "node_count": 14, - "item_count": 14, - "soft_pair_count": 28, - "serialized_chars": 41462, - "estimated_input_tokens": 10366, - "estimated_eval_tokens": 20988 + "node_count": 13, + "item_count": 13, + "soft_pair_count": 23, + "serialized_chars": 37544, + "estimated_input_tokens": 9386, + "estimated_eval_tokens": 19028 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only one soft-edge pair is a true duplicate: 43251 and 43254 both patch `fixed_cross_entropy` in `src/transformers/loss/loss_utils.py` to forward supported `nn.functional.cross_entropy` kwargs. All other pairs are unrelated changes across different models, utilities, or tests; in particular, 43823 is a MobileLLM addition and should not be described as Gemma/Mistral-related.", - "confidence": 0.97, + "summary": "Almost all PRs are unrelated despite superficial overlap in Transformers subsystems; the only clear duplicate pair is the two `fixed_cross_entropy` fixes for issue #43240.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the clearest representative of the duplicate loss fix: it directly patches `fixed_cross_entropy`, is explicitly tied to issue 43240, and makes the same concrete kwargs pass-through change as 43254 with minimal scope.", + "canonical_pr_reason": "PR 43251 is the stronger representative of the duplicate fix: it is explicitly issue-linked, has more discussion, and directly updates `fixed_cross_entropy` to forward the missing kwargs.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the best standalone representative in this cluster because it addresses the concrete cross-entropy kwargs bug directly, with an explicit issue link and the narrowest, most focused patch.", + "best_pr_reason": "PR 43251 is the best cluster representative because it is the clearest, most complete version of the one true duplicate change in this set.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Different features in unrelated areas: VideoPrism model addition vs executorch dynamic-shape export testing." + "reason": "Unrelated PRs: a new VideoPrism model/docs addition vs an Executorch dynamic-shape export test." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Different changes: processor-pretrained robustness work vs a new MobileLLM model addition." - }, - { - "left": "pull_request:42668", - "right": "pull_request:45078", - "accept": false, - "reason": "Both involve auto/processor code, but they fix different behaviors: processor-from-pretrained robustness vs tokenizer conversion handling." + "reason": "Different work: processor robustness plumbing vs adding MobileLLM model support." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs forwarding is unrelated to adding the MobileLLM model." + "reason": "`fixed_cross_entropy` kwargs fix is unrelated to MobileLLM model implementation." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Different code paths and purposes: loss utility kwargs vs Mistral4 test/model fixes." + "reason": "Different changes and codepaths: loss utility kwargs vs Mistral4 test/model adjustments." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export tests are unrelated to Mistral4 model/test changes." + "reason": "Executorch export testing is not the same bug as Mistral4 test fixes." }, { "left": "pull_request:43424", "right": "pull_request:45435", "accept": false, - "reason": "Different targets: executorch dynamic-shape export tests vs a Whisper tokenization bounds fix." + "reason": "Different subsystems and bugs: Executorch export dynamic shapes vs Whisper tokenizer indexing." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Executorch export testing and MobileLLM model addition are unrelated changes." - }, - { - "left": "pull_request:43823", - "right": "pull_request:45078", - "accept": false, - "reason": "MobileLLM model addition and tokenizer conversion error handling are different changes with no shared bug." + "reason": "No shared underlying change; one is export testing, the other is a new model addition." }, { "left": "pull_request:43823", "right": "pull_request:45454", "accept": false, - "reason": "MobileLLM addition is unrelated to the Gemma4 text-only training fix; they touch different models and code paths." + "reason": "MobileLLM model addition is unrelated to Gemma4 text-only training behavior." }, { "left": "pull_request:43823", "right": "pull_request:45435", "accept": false, - "reason": "MobileLLM model addition is unrelated to the Whisper special-token indexing fix." + "reason": "No overlap beyond being Transformers PRs; model addition vs Whisper tokenizer bug fix." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New model addition vs Falcon output-collection refactor are different artifacts." - }, - { - "left": "pull_request:43995", - "right": "pull_request:45078", - "accept": false, - "reason": "Falcon output-interface refactoring is unrelated to tokenizer conversion logic." + "reason": "Different model and purpose: MobileLLM addition vs Falcon output-interface refactor." }, { "left": "pull_request:43995", "right": "pull_request:45435", "accept": false, - "reason": "Falcon refactoring and Whisper tokenization fixes address different code paths." + "reason": "Falcon refactor is unrelated to Whisper special-token decoding fix." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon model refactoring and the model-creation skill PR are unrelated." + "reason": "A model refactor is not the same as the model-creation skill/meta PR." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon refactor is unrelated to the Mistral4 test/model fixes." + "reason": "Falcon standardized-output refactor and Mistral4 test fixes are different codepaths and problems." }, { "left": "pull_request:44827", "right": "pull_request:45489", "accept": false, - "reason": "Both are model PRs, but they fix different concrete behaviors in different model families and are not mergeable as one change." + "reason": "Both touch Gemma/Mistral-family areas only broadly; they fix different concrete issues in different models." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model changes are unrelated to the CLIP-like `layrnorm` renaming fix." + "reason": "Mistral4 tests are unrelated to the `layrnorm` -> `layernorm` renaming/conversion fix." }, { "left": "pull_request:43823", "right": "pull_request:44827", "accept": false, - "reason": "MobileLLM addition and Mistral4 fixes are unrelated changes." - }, - { - "left": "pull_request:45078", - "right": "pull_request:45454", - "accept": false, - "reason": "Tokenizer conversion handling is unrelated to Gemma4 text-only training behavior." - }, - { - "left": "pull_request:45078", - "right": "pull_request:45435", - "accept": false, - "reason": "Different tokenizer issues: conversion-required handling vs special-token Unicode splitting bounds." + "reason": "New MobileLLM model support is not the same underlying change as Mistral4 test fixes." }, { "left": "pull_request:45213", "right": "pull_request:45435", "accept": false, - "reason": "A model-creation skill PR is unrelated to a Whisper tokenizer bug fix." + "reason": "Meta model-creation skill PR is unrelated to Whisper tokenizer bug fixing." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 fixes are unrelated to the model-creation skill scaffolding." + "reason": "Mistral4 test fixes and the model-creation skill PR are not the same change." }, { "left": "pull_request:43823", - "right": "pull_request:45213", - "accept": false, - "reason": "MobileLLM model addition and the model-creation skill are different artifacts, not the same change." - }, - { - "left": "pull_request:45078", - "right": "pull_request:45213", - "accept": false, - "reason": "Tokenizer behavior changes are unrelated to the skill/documentation PR." - }, - { - "left": "pull_request:45454", "right": "pull_request:45489", "accept": false, - "reason": "Gemma4 text-only training behavior and Gemma3n/Gemma4 cache-sharing alignment are separate concrete fixes." + "reason": "MobileLLM addition and Gemma3n/Gemma4 cache-sharing alignment are unrelated." }, { - "left": "pull_request:43823", + "left": "pull_request:45454", "right": "pull_request:45489", "accept": false, - "reason": "MobileLLM addition is unrelated to Gemma3n/Gemma4 cache-sharing changes." + "reason": "Both are Gemma-related, but one fixes text-only training inputs while the other aligns cache sharing; different concrete bugs and patches." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Same file and same underlying bug: both forward supported kwargs to `nn.functional.cross_entropy` inside `fixed_cross_entropy`." + "reason": "Same file, same issue (#43240), and both patch `fixed_cross_entropy` to forward missing `nn.functional.cross_entropy` kwargs; these are the same underlying fix." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The 43251/43254 duplicate call is well grounded, but several soft-edge reasons are not conservative enough. In particular, PR 43823 is a MobileLLM addition, so descriptions like \"Gemma/Mistral-related code\" or \"Both touch Gemma-family models\" are factually off for pairs such as 43823|44827 and 43823|45454. Since the instructions require precise, conservative verdicts, I can\u2019t accept this output as-is." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only supported duplicate pair is PR 43251 / 43254: same file, same issue target (#43240), and both implement the same `fixed_cross_entropy` kwargs-forwarding fix. The other soft-edge rejections are reasonable and do not overclaim mergeability or shared bug origin." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -14895,7 +14844,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "165162363feb23aa86a51b40e0ca400a1ea9cbb4de8adb5dce4eb9f8b182e2c9", + "prepared_review_unit_hash": "bf8e71ea0259acd18937ec89c4b2a7109d6059e1528157790484ee1e24285864", "component_budget": { "node_count": 2, "item_count": 2, @@ -14917,18 +14866,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are related VibeVoice work, but they are not duplicates: 40546 is the base VibeVoice implementation, while 42781 adds a realtime variant plus the acoustic tokenizer and generation changes. They share many files, but they target different concrete capabilities.", - "confidence": 0.94, + "summary": "These are related VibeVoice pull requests, but they are not duplicates: one is the base VibeVoice implementation, the other adds a separate realtime/acoustic-tokenizer extension. Shared files reflect the same model family, not the same concrete change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "40546 is the foundational VibeVoice implementation and the broader, more complete base change set; 42781 is a draft extension for realtime support that depends on and expands the core model work.", + "canonical_pr_reason": "PR #40546 is the better canonical PR for the cluster because it is the earlier, non-draft, broad base implementation of VibeVoice and establishes the core files that the later work builds on.", "best_issue_reason": null, - "best_pr_reason": "40546 is the best canonical PR for the underlying VibeVoice addition because it represents the main initial implementation rather than a specialized follow-on feature.", + "best_pr_reason": "PR #40546 is the best representative because it is the main initial implementation, while PR #42781 is a follow-on realtime-specific draft that extends the model rather than fixing or completing the same change.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Reject: 40546 implements core VibeVoice support, while 42781 adds realtime-specific functionality and an acoustic tokenizer. Shared filenames alone do not make them the same underlying change." + "reason": "Reject: the overlap is mostly the VibeVoice package and docs, but #42781 adds realtime/acoustic-tokenizer functionality and touches generation/runtime code beyond the base implementation in #40546. They are related, not the same underlying change." } ] }, @@ -14958,7 +14907,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "4d1fe8af026fa7dcb39a3c5cd04bddc45fe43e4ee16b2d67322e0d37441df2e2", + "prepared_review_unit_hash": "8bcc97fcc59f8ebc687436baba5c07ea0108b56ab7b691e60b832d662068bd88", "component_budget": { "node_count": 2, "item_count": 2, @@ -14980,18 +14929,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are unrelated: one adds covariate-based forecasting support to TimesFM, while the other adds DINOv3 image classification support. The only overlap is generic model/docs/tests work, which is not enough to treat them as duplicates.", - "confidence": 0.98, + "summary": "These two pull requests are unrelated: one adds covariate forecasting support for TimesFM, the other adds image-classification support for DINOv3ViT. They do not fix the same code-path problem and should not be merged as duplicates.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs address different models and different code paths, so there is no single underlying change to collapse them into.", + "canonical_pr_reason": "No canonical PR: the changes target different models and different features (TimesFM covariate forecasting vs. DINOv3 image classification), with no shared concrete bug or merged code path.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a duplicate of the other; both are independent feature additions in separate subsystems, so neither is a better canonical representative for this cluster.", + "best_pr_reason": "No single best PR for this cluster because the PRs are not duplicates or substitutes; each stands alone for a different subsystem and use case.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models and different functionality: TimesFM covariate forecasting vs. DINOv3 image classification support. Shared docs/tests patterns do not indicate the same underlying bug or change." + "reason": "Reject: these PRs address different model capabilities in different files and code paths, so they are not the same underlying change." } ] }, @@ -15087,7 +15036,7 @@ "soft_pairs": [ "pull_request:41797|pull_request:45186" ], - "prepared_review_unit_hash": "6d04fc6904485368e707c98b27ea5ee42ca9f1d07b519dcfb9591d7a77958124", + "prepared_review_unit_hash": "cd3efc7ec4256a342065c8179ac790974e7d68ca66be62eee5663658665f2254", "component_budget": { "node_count": 2, "item_count": 2, @@ -15109,8 +15058,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate model-addition PRs with overlapping boilerplate and registry/docs files, but they implement different models and do not look mergeable as one change.", - "confidence": 0.98, + "summary": "These are two separate model-addition PRs: one for DeepSeek OCR and one for Isaac. They share generic Transformers boilerplate and docs/auto-registration work, but they do not appear to fix or implement the same underlying feature or bug.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -15120,7 +15069,7 @@ "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different underlying changes: one adds DeepSeek OCR, the other adds Isaac. Shared auto/docs plumbing is expected for new-model PRs, not evidence of the same fix." + "reason": "Reject: the PRs add different models with distinct codepaths, configs, processors, and tests. Shared filenames are only expected integration surfaces for model onboarding, not evidence of a duplicate change." } ] }, @@ -15150,7 +15099,7 @@ "soft_pairs": [ "pull_request:42166|pull_request:45426" ], - "prepared_review_unit_hash": "94e4688c750ab2029f402f9934224319a87ddbf6b98c0638d34a504db00e35b1", + "prepared_review_unit_hash": "f43c98475991713139598405bccf884463f853c9a01419baa4f8aa7248cf9b13", "component_budget": { "node_count": 2, "item_count": 2, @@ -15172,18 +15121,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster contains two unrelated feature PRs: one adds InternVLFlash, the other adds AXK1. The overlap is limited to shared auto-registration plumbing, which is not enough to treat them as the same change.", - "confidence": 0.97, + "summary": "Two unrelated model-addition PRs that only overlap in shared Transformers registration files; they do not appear to fix the same underlying bug/change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #42166 is the stronger cluster representative: it is a full model addition with docs, tests, and broader integration, whereas the other PR is a separate model addition.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR #42166 is a good standalone exemplar of this cluster because it includes the most complete end-to-end model scaffolding and validation, but it should not be treated as a duplicate of the other PR.", "soft_edge_verdicts": [ { "left": "pull_request:42166", "right": "pull_request:45426", "accept": false, - "reason": "Different model integrations with different filenames, configs, and tests; shared auto-registry edits are generic boilerplate, not the same bug or change." + "reason": "Different model families and different implementation targets (InternVLFlash vs AXK1). Shared edits to __init__.py and auto config/model registries are incidental boilerplate, not the same concrete code change, and the PRs would not be merged as one." } ] }, @@ -15205,12 +15154,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-42227-4", + "cluster_id": "cluster-42227-6", "nodes": [ "pull_request:42227", "pull_request:43291", + "pull_request:43498", "pull_request:43665", - "pull_request:44815" + "pull_request:44815", + "pull_request:45528" ], "soft_pairs": [ "pull_request:42227|pull_request:43291", @@ -15218,72 +15169,86 @@ "pull_request:42227|pull_request:44815", "pull_request:43291|pull_request:43665", "pull_request:43291|pull_request:44815", - "pull_request:43665|pull_request:44815" + "pull_request:43498|pull_request:45528", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:45528" ], - "prepared_review_unit_hash": "60886efd49f4cdce90a921d77f190fb8abb077efb094f314bb3ddf20601769ca", + "prepared_review_unit_hash": "f81d57d3aeee7cc6509e170b6960c0b3fd84272e5f0763e3b9b7d0c507938015", "component_budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 6, - "serialized_chars": 10168, - "estimated_input_tokens": 2542, - "estimated_eval_tokens": 5340 + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 15568, + "estimated_input_tokens": 3892, + "estimated_eval_tokens": 8040 }, "budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 6, - "serialized_chars": 10168, - "estimated_input_tokens": 2542, - "estimated_eval_tokens": 5340 + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 15568, + "estimated_input_tokens": 3892, + "estimated_eval_tokens": 8040 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are not true duplicates; they span unrelated Whisper pipeline/tokenizer work, model test tweaks, and an FP8 dequant/loading fix. The only plausible overlap is broad \u201cWhisper\u201d terminology, but the concrete code paths differ enough to reject merges.", - "confidence": 0.97, + "summary": "These PRs are not duplicates: they span unrelated areas (Whisper ASR, Whisper tokenizer/tests, model-weight tying deprecation, CLIP/ViT test noise, FP8/dequantization, and image-processor doc consistency). The only substantive fix is the Whisper return_language pipeline change; the others are separate changes or test/doc churn.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for duplicate-triage: the cluster is heterogeneous, but PR #42227 is the strongest standalone representative because it has a clear bug fix, explicit issue linkage, and a focused code-path change.", + "canonical_pr_reason": "PR 42227 is the clearest standalone bug fix: it directly addresses Whisper return_language handling, has an explicit issue target, and includes a focused code-path change plus tests.", "best_issue_reason": null, - "best_pr_reason": "PR #42227 is the best representative artifact overall: it addresses a concrete Whisper ASR bug, includes a targeted implementation change, and is tied to an explicit tracking issue.", + "best_pr_reason": "PR 42227 is the best representative of the cluster because it is the only concrete, user-facing bug fix with a clear scope; the others are either unrelated subsystems, test-only changes, or broad refactors/docs.", "soft_edge_verdicts": [ { "left": "pull_request:42227", "right": "pull_request:43291", "accept": false, - "reason": "Both mention Whisper, but #42227 fixes ASR pipeline return_language forwarding while #43291 changes Whisper tokenizer/tests; different bugs and not plausibly one PR." + "reason": "Both mention Whisper, but they fix different problems: 42227 forwards return_language through the ASR pipeline, while 43291 refactors Whisper decode/batch handling and tests. Not the same underlying bug." }, { "left": "pull_request:42227", "right": "pull_request:43665", "accept": false, - "reason": "Unrelated model test edits (CLIP/ViT) versus a Whisper pipeline fix; no shared concrete code-path problem." + "reason": "42227 is a Whisper pipeline bug fix; 43665 is just test-file edits with failing asserts and no related code-path change. Unrelated." }, { "left": "pull_request:42227", "right": "pull_request:44815", "accept": false, - "reason": "Whisper ASR language-return fix versus FP8 dequant/model-loading changes; completely different subsystems and failure modes." + "reason": "Different domains and fixes: Whisper ASR parameter forwarding versus FP8/model-loading/dequantization changes. No shared underlying bug." }, { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer/test cleanup and CLIP/ViT test edits are unrelated; same broad category of tests does not imply the same bug." + "reason": "43291 changes Whisper tokenizer decode behavior; 43665 is test noise in CLIP/ViT. Not the same issue." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Tokenizer/test changes for Whisper are unrelated to FP8 quantization/dequantization and loading logic." + "reason": "Whisper tokenizer/test changes are unrelated to FP8 dequantization and loading logic." + }, + { + "left": "pull_request:43498", + "right": "pull_request:45528", + "accept": false, + "reason": "43498 is a backward-compatibility/deprecation wrapper for tie_weights; 45528 is a consistency/doc comment sweep across image processors. No shared code-path problem." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "CLIP/ViT test modifications do not overlap with FP8 dequant/model-loading changes in any concrete fixable way." + "reason": "43665 only touches tests; 44815 changes quantization/model-loading code. They do not fix the same bug and would not be merged together as one PR." + }, + { + "left": "pull_request:43665", + "right": "pull_request:45528", + "accept": false, + "reason": "43665 is test-only churn, while 45528 is a documentation/consistency update across image processors. Unrelated." } ] }, @@ -15313,7 +15278,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "d3213d288c938d92f5c2515d30871f5451ff2f2c63e2b501c780e76ca8d8012d", + "prepared_review_unit_hash": "ab55841bcd788b4d175c834ec90ea22d1fe9d97b0daaf8edd7997c55d042e46c", "component_budget": { "node_count": 2, "item_count": 2, @@ -15335,18 +15300,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate workflow dependency upgrade PRs: one for GitHub Actions runtime compatibility, one for docker/build-push-action version bumps. They are related in theme but not the same change.", - "confidence": 0.96, + "summary": "Both pull requests are broad GitHub Actions version bumps, but they target different action families and different upgrade goals. They overlap in workflow files, yet they are not the same concrete change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the broader and more self-contained workflow action runtime upgrade, spanning many files and explicitly targeting Node 24 compatibility; PR 42976 is a narrower docker action version refresh.", + "canonical_pr_reason": "No single canonical PR: #42975 upgrades checkout/cache/upload-artifact to satisfy Node 24 compatibility, while #42976 separately bumps docker/build-push-action and other workflow actions to newer versions.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best standalone representative of the cluster because it has the clearer release goal and wider workflow impact, while still being a single coherent upgrade.", + "best_pr_reason": "#42975 is the more central representative because it has the explicit Node 24 compatibility goal and a wider workflow footprint.", "soft_edge_verdicts": [ { - "left": "pull_request:42975", - "right": "pull_request:42976", + "left": "PR #42975", + "right": "PR #42976", "accept": false, - "reason": "Reject: they update different actions for different purposes (Node 24-compatible checkout/cache/upload-artifact vs docker/build-push-action v6). Similar maintenance theme, but not the same underlying bug or mergeable into one PR without conflating separate dependency bumps." + "reason": "Related maintenance work, but not the same bug/change: one is Node 24 compatibility for core GitHub actions, the other is a separate docker-action/version refresh. They could live in separate PRs." } ] }, @@ -15383,7 +15348,7 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "2adba3260fe6ddb17db1c74a72dca8dfb0816ba0d9d68d54ef8c0e6bd06cd2ad", + "prepared_review_unit_hash": "036457cb07e5ab8e504d203bd32c1fe2629d5cedab775b53c3e4760656e030d8", "component_budget": { "node_count": 4, "item_count": 4, @@ -15405,48 +15370,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all model-addition work with overlapping framework scaffolding, but they target different models and different code paths: ViT NEPA, Molmo, Molmo2, and CTSM. Shared changes in docs/auto mappings are expected and do not indicate duplication.", + "summary": "These are four separate model-addition PRs (ViT NEPA, Molmo, Molmo2, and CTSM). They share boilerplate registration/docs paths, but they do not describe the same underlying model or code-path change, so they should not be deduplicated.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR here: the four pull requests are for distinct model implementations, not the same bug or change.", + "canonical_pr_reason": "No true canonical duplicate exists here; the PRs target different models and different implementation stacks, so none should be treated as the same change.", "best_issue_reason": null, - "best_pr_reason": "PR 43451 (Molmo2) is the broadest and most developed of the set, with the largest surface area and most review activity, so it is the best representative PR for the cluster if one must be chosen.", + "best_pr_reason": "PR 43451 is the strongest single representative only because it has the broadest model-addition scope and the most review activity, but it is still distinct from the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions: ViT NEPA vs Molmo. Similar auto/doc scaffolding, but not the same concrete feature or fix." + "reason": "Different models and different implementations; shared docs/auto-registration files are just boilerplate for adding a new model." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model additions: ViT NEPA vs Molmo2. Shared Transformers boilerplate does not make them duplicates." + "reason": "ViT NEPA vs Molmo2 are unrelated model additions; same support files do not imply the same underlying change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model additions: ViT NEPA vs CTSM. They touch the same framework areas but implement unrelated models." + "reason": "Completely different model families and code paths; only generic model-registration files overlap." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are separate model families with separate implementations, configs, and docs; not one mergeable change." + "reason": "Molmo and Molmo2 are separate model releases with distinct configs, modeling, and processing code, so they are not the same change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are unrelated model additions. Overlap is only in shared registration/documentation plumbing." + "reason": "Molmo and CTSM are unrelated additions; overlap is limited to shared Transformers scaffolding." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are distinct model implementations, so they are not the same underlying change." + "reason": "Molmo2 and CTSM fix/add different model packages and code paths, so they should remain separate." } ] }, @@ -15479,52 +15444,52 @@ "pull_request:43488|pull_request:45476", "pull_request:43532|pull_request:45476" ], - "prepared_review_unit_hash": "06fe7f1e2581430c87d02dcbb4fd86cffcbd1606e113c7cf246a675904577eea", + "prepared_review_unit_hash": "02232159f4100e6fbd268f172e7bc61c2aa8510ff089b098323dac7a55be609e", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7468, - "estimated_input_tokens": 1867, - "estimated_eval_tokens": 3990 + "serialized_chars": 7469, + "estimated_input_tokens": 1868, + "estimated_eval_tokens": 3992 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7468, - "estimated_input_tokens": 1867, - "estimated_eval_tokens": 3990 + "serialized_chars": 7469, + "estimated_input_tokens": 1868, + "estimated_eval_tokens": 3992 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are unrelated test/synthetic changes: one tweaks packaging/versioning, one rewires comment-driven CI workflows, and one adds a caller workflow plus unrelated tokenization/test edits. They only overlap superficially on a shared test file, not on the same bug or change.", - "confidence": 0.97, + "summary": "Three unrelated open PRs were clustered only by weak soft similarity on a shared Vit test file; they target different synthetic repo-bot/CI behaviors and are not duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR stands out because the three PRs target different code paths and are not duplicates of one another; if forced, 43532 is the most substantial CI-related change, but it is still not representative of the others.", + "canonical_pr_reason": "No clear canonical PR: the three PRs are about different changes (setup/deps formatting, comment-CI workflow plumbing, and CI workflow calling), so none is a strong representative duplicate target.", "best_issue_reason": null, - "best_pr_reason": "43532 is the most coherent standalone change set, centered on CI/comment workflow behavior, but it should not be treated as a cluster canonical because it does not match the other PRs' scope.", + "best_pr_reason": "PR #43532 is the broadest CI/workflow-oriented change, but it is still not a duplicate of the others; it is only the least isolated example among the three.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Shared vit test filename is incidental; 43488 is setup/version/dependency churn, while 43532 is workflow and notification plumbing. Different code paths and different intent." + "reason": "Shared filename is only a test file, but the PRs modify different code paths and concerns: setup/dependency/version formatting vs workflow/comment-CI plumbing." }, { "left": "pull_request:43488", "right": "pull_request:45476", "accept": false, - "reason": "43488 changes packaging/version/deps, while 45476 adds a PR CI workflow and touches CLIP/chinese-CLIP test scaffolding. No same underlying bug or mergeable combined fix." + "reason": "These are different synthetic changes: one touches packaging/dependencies, the other adds a workflow caller and unrelated tokenizer/test edits; no same underlying bug or change." }, { "left": "pull_request:43532", "right": "pull_request:45476", "accept": false, - "reason": "Both mention CI/test infrastructure and a vit test file, but 43532 is about self-comment/self-scheduled workflow logic, whereas 45476 adds a new PR-CI caller plus unrelated tokenizer/test edits. Not the same concrete change." + "reason": "Both touch CI-related areas, but they fix different behaviors and files; the overlap is only superficial and they would not plausibly merge as one PR." } ] }, @@ -15554,7 +15519,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "6bdb893c182097484f72bc42915f4cff7c3528777ec9df7dad238d7b1c891b13", + "prepared_review_unit_hash": "dd3cec546ebce74c4d941109823cab7e1a0d0aff1ed1280adc0d7c44c1443fc2", "component_budget": { "node_count": 2, "item_count": 2, @@ -15576,18 +15541,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related but distinct feature PRs: one adds Promptable Concept Segmentation, the other Promptable Visual Segmentation. They share docs/pipeline registration scaffolding, but they do not fix the same code-path or implement the same change.", - "confidence": 0.91, + "summary": "The two PRs are related only at the framework/docs level; they add different pipelines for different tasks (concept segmentation vs visual segmentation) with different model coverage and tests, so they should not be treated as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43613 is the better representative because it is the broader/more integrated segmentation pipeline addition, touching more model backends and pipeline plumbing.", + "canonical_pr_reason": "No single canonical duplicate: these PRs implement different segmentation features and touch different concrete pipeline/model code paths.", "best_issue_reason": null, - "best_pr_reason": "PR #43613 is the stronger standalone PR for this cluster because it has wider implementation coverage and is the more complete segmentation feature addition.", + "best_pr_reason": "PR 43613 is the better representative only because it is the broader, more fully fleshed-out segmentation feature, but it is not a duplicate of 43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different features: concept segmentation vs visual segmentation. Similar docs and shared pipeline scaffolding are not enough to treat them as the same underlying change." + "reason": "Different underlying changes: promptable concept segmentation vs promptable visual segmentation are separate pipelines with distinct filenames, model integrations, and test targets. Shared docs/infrastructure files are not enough to merge them as one change." } ] }, @@ -15617,7 +15582,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "d834eba410e4169fbe9ffb39bf75ac9b94756881af61c350df06e0363c190f6c", + "prepared_review_unit_hash": "c05359acea158ef062dbbd2a64bb64507d9afffa93f6c6ec4cea065571854efb", "component_budget": { "node_count": 2, "item_count": 2, @@ -15639,18 +15604,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two unrelated Trainer extensibility PRs were clustered together only because both touch `src/transformers/trainer.py`: one adds `_loss_is_scaled_for_ga` to control gradient-accumulation loss scaling, the other factors out signature-column detection into `_get_signature_columns` for column filtering. They address different code paths and are not duplicates.", - "confidence": 0.97, + "summary": "Two open PRs touch the same trainer file but address different behavior: gradient-accumulation loss scaling vs. PEFT/signature-column inspection. They are not duplicates and should not be merged into one triage item.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43651 is the better representative of the cluster because it makes a concrete behavior change in the training step and is the more substantial, user-facing Trainer fix.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 43651 is the strongest single PR to keep as the cluster representative; it has the clearest end-user impact and a more self-contained behavioral change than the refactoring-only helper added in 43663.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Reject: these modify different Trainer mechanisms. 43651 changes gradient accumulation loss scaling in `training_step`, while 43663 introduces a helper for model signature/column filtering. Shared file alone is not enough to treat them as the same change." + "reason": "Different concrete code paths and user-visible fixes: 43651 changes loss normalization in training_step for gradient accumulation, while 43663 extracts signature column inspection for column filtering and PEFT models. Shared file alone is not enough to treat them as the same change." } ] }, @@ -15682,7 +15647,7 @@ "pull_request:43656|pull_request:43842", "pull_request:43836|pull_request:43842" ], - "prepared_review_unit_hash": "f8042d67d07e88b89a8f2b2110cde9bd6f0ec3c6023b8d75a2bd591059b7bca8", + "prepared_review_unit_hash": "133d9eeed96d948e9b6929db551639bc031d3e9a7615015bb760e3955aee78fa", "component_budget": { "node_count": 3, "item_count": 3, @@ -15704,33 +15669,33 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests target the same TypeAdapter import/type-annotation NameError in `src/transformers/cli/serve.py`, but they vary in specificity. The most targeted fix is PR #43842; the others are broader or earlier variants of the same underlying problem.", - "confidence": 0.88, + "summary": "The cluster centers on `src/transformers/cli/serve.py` annotation/runtime fixes, but only 43836 and 43842 look like the same underlying `TypeAdapter` NameError bug. 43656 is a related annotation cleanup in the same file, but the evidence does not show it fixing the same `TypeAdapter` import/typing failure.", + "confidence": 0.79, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43842 is the cleanest and most focused fix: it guards the `TypeAdapter` import under `TYPE_CHECKING` and quotes the runtime annotation, directly addressing the import-time NameError with minimal unrelated change.", + "canonical_pr_reason": "PR 43842 is the cleanest, most concrete fix for the `TypeAdapter` NameError in `cli/serve.py`; it directly addresses the missing runtime import/typing reference with the narrowest scope.", "best_issue_reason": null, - "best_pr_reason": "PR #43842 is the best representative because it precisely fixes the concrete failure mode (`TypeAdapter` NameError when pydantic is absent) with the smallest, most self-contained diff.", + "best_pr_reason": "PR 43842 is the best representative because it targets the specific runtime failure described in the title and diff, without the extra scope of the broader refactor-style change in 43836.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": true, - "reason": "Both address the same `TypeAdapter` NameError in the CLI serve path and appear to be alternative fixes for the same import-time annotation problem in the same file." + "accept": false, + "reason": "Both touch `serve.py`, but 43656 only shows annotation/name-resolution cleanup around `TimedModel`; it does not show the `TypeAdapter` import/annotation fix that 43842 makes. Shared file alone is not enough." }, { "left": "pull_request:43836", "right": "pull_request:43842", "accept": true, - "reason": "Both are fixes for the same `TypeAdapter` NameError in `serve.py`; despite #43836 being broader, the core change is the same concrete annotation/import issue and could plausibly be merged into one PR." + "reason": "Both target the same `TypeAdapter` NameError in `cli/serve.py` and the same issue target, so they appear to be alternative fixes for the same concrete bug, even though 43836 is broader." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: all three PRs are in `src/transformers/cli/serve.py` and each is clearly aimed at the same TypeAdapter-related import/type-annotation NameError, with PR #43842 being the most focused fix. The pairwise accept calls are also conservative enough given the shared file and bug pattern." + "accept": false, + "feedback": "Reject: the output overstates the evidence for the 43656 pair. The packet only shows 43656 fixing runtime annotation/name-resolution issues in `TimedModel` via `from __future__ import annotations` and unquoted model/processor types; it does not show the `TypeAdapter` import/annotation fix that 43842 addresses. Shared file + soft similarity is not enough to call it the same bugfix. The 43836\u219443842 pairing is more plausible because both target issue 43824, but the summary should stay more conservative about mergeability and scope." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -15757,7 +15722,7 @@ "pull_request:43757|pull_request:45500", "pull_request:43757|pull_request:45506" ], - "prepared_review_unit_hash": "4447f433e0b642137eee441f92a2d823a184fb435e4ee91eb8c6146e666e83ef", + "prepared_review_unit_hash": "4a8ca5d156ca4a6f689a49f6caa5fb5c16cdeca0fed52939bee7407bb15542d3", "component_budget": { "node_count": 3, "item_count": 3, @@ -15779,30 +15744,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs are effectively the same GPT-OSS GGUF-loading fix, with 45506 the later, non-draft version; 43757 is only an earlier partial fallback and not the same full change.", - "confidence": 0.95, + "summary": "PRs 45500 and 45506 are effectively the same GPT-OSS GGUF support change; 45506 is the better canonical PR because it is the non-draft latest version. PR 43757 is an earlier partial fallback fix in the same area, but it is not the same concrete change as the fuller support PRs.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45506 is the clearest canonical PR: it is the later finalized version of the GPT-OSS GGUF-loading work, includes the full support across loader/integration/tests/docs, and explicitly supersedes #43757.", + "canonical_pr_reason": "45506 is the latest non-draft PR with the same title, same tracking issue, and the same file set as 45500; it appears to be the final version of that change.", "best_issue_reason": null, - "best_pr_reason": "PR #45506 is the best representative of the cluster because it is the complete, non-draft implementation of GPT-OSS GGUF support and directly subsumes the earlier draft PR.", + "best_pr_reason": "45506 is the best cluster representative because it is non-draft, later than 45500, and contains the complete GPT-OSS GGUF loading support rather than the earlier fallback-only approach in 43757.", "soft_edge_verdicts": [ { "left": "pull_request:45500", "right": "pull_request:45506", "accept": true, - "reason": "Same concrete GPT-OSS GGUF loading change set: same target issue, same files, and the later PR is just the finalized version of the earlier draft." + "reason": "Same underlying GPT-OSS GGUF loading support change, same files and issue target, with 45506 looking like the updated final revision of 45500." }, { "left": "pull_request:43757", "right": "pull_request:45500", "accept": false, - "reason": "43757 only adds a fallback for the gpt-oss architecture in one loader path, while 45500 implements broader full GGUF loading support across loader, integration, docs, and tests." + "reason": "43757 is only an early fallback-to-gpt-neox workaround in the GGUF loader, while 45500 is a broader full-support PR; related, but not the same concrete change." }, { "left": "pull_request:43757", "right": "pull_request:45506", "accept": false, - "reason": "Same as above: 43757 is a partial workaround, not the same underlying full GGUF-loading fix as 45506." + "reason": "Same as above: 43757 is a partial predecessor workaround, not a duplicate of the later full GPT-OSS GGUF support implementation." } ] }, @@ -15900,46 +15865,46 @@ "pull_request:43838|pull_request:45283", "pull_request:43973|pull_request:45283" ], - "prepared_review_unit_hash": "7105e8e9fca39b9892a98470abd8d783453f3812684244a1327f48556aa95486", + "prepared_review_unit_hash": "35eb92639c5cdbf37fae6498b00d1ecf6e553669fb74fbe5e2d69a69fd709f8f", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 8699, - "estimated_input_tokens": 2175, - "estimated_eval_tokens": 4606 + "serialized_chars": 8701, + "estimated_input_tokens": 2176, + "estimated_eval_tokens": 4608 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 8699, - "estimated_input_tokens": 2175, - "estimated_eval_tokens": 4606 + "serialized_chars": 8701, + "estimated_input_tokens": 2176, + "estimated_eval_tokens": 4608 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated model-support PRs (Qwen3-ASR, Lfm2.5 Audio, and Qwen3.5 GGUF loading). They share a broad audio/LLM-adjacent ecosystem but not the same underlying bug or code-path change, so the soft links should be rejected.", - "confidence": 0.94, + "summary": "These are three separate pull requests for different features: Qwen3-ASR model support, Lfm2Audio model support, and Qwen3.5 GGUF loading support. They share only broad audio/model-integration context and are not duplicates of the same underlying change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43838 is the strongest representative: it adds a full Qwen3-ASR integration end-to-end (model/config/processor/autos/docs/tests) and explicitly targets issue 43837.", + "canonical_pr_reason": "No single PR represents the same underlying change as the others; the items cover distinct models and a separate GGUF-loading integration.", "best_issue_reason": null, - "best_pr_reason": "PR 43838 is the best single representative of the cluster because it is the most complete and clearly scoped model-support implementation, with substantial code, docs, and test coverage.", + "best_pr_reason": "43838 is the strongest standalone PR in the set because it is the most mature and explicit model-support addition, but it is not a canonical duplicate target for the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43838", "right": "pull_request:45283", "accept": false, - "reason": "Different changes: Qwen3-ASR model integration vs Qwen3.5 GGUF loading support. They do not fix the same concrete code-path problem." + "reason": "Qwen3-ASR support and Qwen3.5 GGUF loading are different changes: one adds a new ASR model implementation/docs/tests, the other adds metadata mappings for GGUF loading. They do not fix the same code-path problem." }, { "left": "pull_request:43973", "right": "pull_request:45283", "accept": false, - "reason": "Different model additions and different mechanisms: Lfm2.5 Audio support vs Qwen3.5 GGUF mapping/loading. Same broad area only, not the same change." + "reason": "Lfm2Audio model support and Qwen3.5 GGUF loading are unrelated features. They touch different model families and solve different integration problems." } ] }, @@ -16028,8 +15993,8 @@ "pull_request:44068|pull_request:44071", "pull_request:44071|pull_request:44086", "pull_request:44059|pull_request:44071", - "pull_request:44017|pull_request:44071", "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", "pull_request:44059|pull_request:44068", "pull_request:44073|pull_request:44101", "pull_request:44018|pull_request:44059", @@ -16040,8 +16005,8 @@ "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:44018|pull_request:44161", @@ -16065,7 +16030,7 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "8f094394d71060f2893abafe4167f03e441f178cf5ad94cf3565d8d91bcd2805", + "prepared_review_unit_hash": "a7df589688b5fd82c4de96519def960407f584706596230b449649d9c0e70114", "component_budget": { "node_count": 28, "item_count": 28, @@ -16078,321 +16043,327 @@ "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75094, - "estimated_input_tokens": 18774, - "estimated_eval_tokens": 37804 + "serialized_chars": 75091, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a family of model-specific refactors for standardized output tracing, all loosely tied to issue #43979, but the PRs are not all duplicates of each other. The clearest duplicate subgroup is the GPT-J/CodeGen line (#44066, #44085, #44722), while the GPT-Neo line (#44018, #44068) is separate.", - "confidence": 0.67, - "canonical_issue_reason": "All items are pull requests; the only issue reference is the external tracker #43979, so there is no issue artifact in this cluster to choose as canonical.", - "canonical_pr_reason": "PR #44722 is the strongest representative of the GPT-J/CodeGen subgroup: it is the later, broader revision, explicitly targets #43979, and overlaps the same GPT-J output-tracing code path as #44066 and #44085.", - "best_issue_reason": "No issue node is present here; #43979 is only referenced externally, so there is no in-cluster issue candidate to rank as best.", - "best_pr_reason": "#44722 is the best global representative among the accepted duplicates because it captures the same GPT-J tracing refactor as #44066/#44085 while being the most complete revision in that subgroup. The rest of the cluster is split across separate model-specific refactors.", + "summary": "This cluster is mostly independent model-specific refactors for the broader output-tracing initiative, not a single duplicate bug. Only a few PRs clearly overlap on the same concrete code path: GPTJ/CodeGen variants and the GPT-Neo variants.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best canonical PR here: it targets the same GPTJ/CodeGen output-tracing refactor as the other GPTJ variants, has explicit issue linkage, and appears to be the most complete/latest version of that concrete change.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the strongest representative of the duplicate subgroup because it covers the same GPTJ/CodeGen forward/output-capture path and subsumes narrower GPTJ-only variants.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Both are output-tracing refactors, but they touch different model families (CVT/FNet vs GPT-J) and different code paths, so they are not the same concrete change." + "reason": "Different model families and code paths; same meta-initiative only." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different models and implementations; this is a thematic similarity only, not the same underlying bug or patch." + "reason": "Different model families and code paths; not the same concrete fix." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both target GPT-J output tracing in the same file and same code path; #44066 also includes CodeGen, but the GPT-J refactor overlaps enough to plausibly merge as one change." + "reason": "Both refactor the same GPTJ block output-tracing path; 44066 also updates the copied CodeGen block." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "These are separate image-model refactors (RegNet/ResNet/RT-DETR vs EfficientNet) and do not patch the same concrete implementation." + "reason": "Different models and implementations; only share the standardized tracing theme." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Different subsystems and files; they share the generic output-tracing theme but not the same code-path problem." + "reason": "Different model families; same broad refactor theme is not enough." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen vs EfficientNet are unrelated model paths; same refactor style is not enough to treat them as duplicates." + "reason": "Different model families/code paths despite the same issue target." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa v2 are different models with different output-handling code; not mergeable as one fix." + "reason": "Different models and code paths; only related by the output-tracing program." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen output tracing and MGP-STR output tracing are separate implementations in different model stacks." + "reason": "GPTJ/CodeGen vs MGP-STR are unrelated code paths." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors in the same model/file family and appear to be the same underlying change with slightly different revisions." + "reason": "Same model family and same GPT-Neo output-tracing refactor; these look like duplicate variants of the same change." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are different model code paths; similarity is only at the architectural refactor level." + "reason": "Different models/code paths; not mergeable as one concrete fix." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "Different models (GPT-J vs GPT-Neo), so despite similar wording they are not the same concrete patch." + "reason": "GPTJ/CodeGen and GPT-Neo are distinct code paths." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are distinct model implementations; the overlap is only the shared tracing pattern." + "reason": "GPT-Neo vs GPTJ/CodeGen are different model implementations." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet output tracing and GPT-J/CodeGen output tracing are unrelated concrete changes." + "reason": "ResNet and GPTJ/CodeGen are unrelated code paths." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are separate model-specific changes; not the same underlying bug or patch." + "reason": "MGP-STR and GPTJ/CodeGen are different model paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and code paths; they do not fix the same concrete issue." + "reason": "ResNet and GPTJ are different code paths." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo vs ResNet are separate model implementations, so these are not duplicates." + "reason": "GPT-Neo and ResNet are unrelated implementations." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT output tracing are unrelated patches in different files." + "reason": "ResNet and MPT are unrelated model paths." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are different model stacks; same theme, different code paths." + "reason": "GPT-Neo and Flaubert/XLM are different model code paths." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo output tracing is a separate subgroup from GPT-J/CodeGen output tracing." + "reason": "GPT-Neo vs GPTJ/CodeGen are different fixes." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert/XLM are different concrete implementations, not one shared fix." + "reason": "Different models and different concrete changes." }, { - "left": "pull_request:44085", + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPTJ/CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPTJ are different model paths." + }, + { + "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are unrelated model code paths." + "reason": "GPT-Neo and MGP-STR are unrelated changes." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are different models with different tracing logic; not the same change." + "reason": "GPT-2 and MGP-STR are different concrete code paths." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "The overlap is only broad output-tracing refactoring; the affected code paths are different model families." + "reason": "GPTJ and MGP-STR are unrelated implementations." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 output tracing is a separate implementation from GPT-J/CodeGen." + "reason": "GPT-2 and GPTJ/CodeGen are different fixes." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are different model families and not the same concrete patch." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-Neo and MPT are distinct model implementations; this is not a duplicate fix." + "reason": "ViLT and Flaubert/XLM are distinct model paths." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "SegFormer and GPT-J/CodeGen patches are unrelated beyond the shared decorator-style refactor theme." + "reason": "SegFormer and GPTJ/CodeGen are unrelated code paths." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 touch different model code paths and cannot be treated as one change." + "reason": "SegFormer and LongT5 are different implementations." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "SegFormer and VisualBert are separate models; same general pattern does not make them duplicates." + "reason": "SegFormer and VisualBert are different code paths." }, { - "left": "pull_request:44068", - "right": "pull_request:44071", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "GPT-Neo and MPT are different model families with different output-capture implementations." + "reason": "RegNet and MPNet are unrelated model implementations." }, { - "left": "pull_request:44071", - "right": "pull_request:44086", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "MPT and MGP-STR are unrelated concrete patches." + "reason": "TextNet and Flaubert/XLM are different code paths." }, { - "left": "pull_request:44059", - "right": "pull_request:44071", + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-2 and MPT are separate model implementations and do not target the same code path." + "reason": "MPNet and LongT5 are unrelated fixes." }, { - "left": "pull_request:44017", - "right": "pull_request:44071", + "left": "pull_request:43997", + "right": "pull_request:44018", "accept": false, - "reason": "SegFormer and MPT are different model families; not mergeable as one PR." + "reason": "RegNet and GPT-Neo are different model paths." }, { "left": "pull_request:43997", - "right": "pull_request:44073", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and VisualBert are different model code paths, so this is only a thematic similarity." + "reason": "RegNet and LongT5 are unrelated implementations." }, { - "left": "pull_request:44059", - "right": "pull_request:44068", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-2 and GPT-Neo are distinct models; same refactor style does not imply duplicate content." + "reason": "TextNet and LongT5 are different code paths." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:43997", + "right": "pull_request:44071", "accept": false, - "reason": "MPNet and Flaubert/XLM are separate implementations with different output handling." + "reason": "RegNet and MPT are unrelated model changes." }, { - "left": "pull_request:44073", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "VisualBert and LongT5 are unrelated model-specific changes." + "reason": "SqueezeBert and MPT are different concrete fixes." }, { - "left": "pull_request:44101", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "Flaubert/XLM and LongT5 touch different code paths and are not the same fix." + "reason": "SqueezeBert and VisualBert are unrelated code paths." }, { - "left": "pull_request:44017", + "left": "pull_request:44010", "right": "pull_request:44018", "accept": false, - "reason": "SegFormer and GPT-Neo are different models; shared refactor language is insufficient." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44056", - "accept": false, - "reason": "RegNet and MPNet are separate model implementations with no shared concrete patch." + "reason": "SqueezeBert and GPT-Neo are different implementations." }, { "left": "pull_request:44010", - "right": "pull_request:44071", + "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and MPT are unrelated model code paths." + "reason": "SqueezeBert and DeBERTaV2 are unrelated fixes." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:44044", + "right": "pull_request:44074", "accept": false, - "reason": "SqueezeBert and VisualBert are different models, so they are not duplicates." + "reason": "DeBERTaV2 and TextNet are different model paths." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Both touch the same GPT-J output-tracing code path, and #44722 is a broader later revision that overlaps the same concrete change." + "reason": "Same GPTJ/CodeGen output-tracing refactor; 44722 is another iteration of the same concrete change." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both are GPT-J tracing refactors in the same file; #44722 is the more complete version of the same underlying change." + "reason": "Both target the same GPTJ output-tracing code path and are plausibly mergeable into one PR." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are different model families with different output-tracing logic." + "reason": "GPTJ and SpeechT5 are unrelated code paths." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet and RegNet/ResNet/RT-DETR are different model code paths; not the same underlying fix." + "reason": "Different model families and different concrete refactors." }, { "left": "pull_request:43996", - "right": "pull_request:44129", + "right": "44129", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated implementations beyond the generic tracing refactor theme." + "reason": "CVT/FNet and SpeechT5 are unrelated implementations." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa v2 and SpeechT5 patch different model code paths." + "reason": "DeBERTaV2 and SpeechT5 are different model paths." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa v2 and VITS are separate model implementations and not the same concrete change." + "reason": "DeBERTaV2 and ViT/S are unrelated concrete changes." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it correctly treats this as a mostly model-specific output-tracing refactor cluster tied to #43979, keeps the GPT-J/CodeGen and GPT-Neo subgroups separate, and does not overmerge unrelated model families. The accepted soft edges also look mergeable as single PRs for the same bugfix within the same model/file family." + "feedback": "The summary is grounded in the packet and stays mostly conservative. The main duplicate candidates called out by the analyst \u2014 GPTJ/CodeGen variants and GPT-Neo variants \u2014 are supported by shared filenames, issue targets, and high similarity. The broader conclusion that most PRs are independent model-specific refactors is also consistent with the evidence. No obvious overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -16430,7 +16401,7 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "4a3c93a7dc00b9269dfc12f1a55dc5b2b82b9c738f3431b16e68fb1b00d6d730", + "prepared_review_unit_hash": "c7013cddb5dc432ccc6343e583bbf6412c0e5cbf1ab01c6ba77bc91b401a55a2", "component_budget": { "node_count": 28, "item_count": 28, @@ -16443,57 +16414,57 @@ "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17123, - "estimated_input_tokens": 4281, - "estimated_eval_tokens": 8818 + "serialized_chars": 17126, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs all belong to the same broad housekeeping theme\u2014migrating individual model implementations to standardized output capture\u2014but they affect different models and code paths, so they are not duplicates of one another. None of the soft edges should be merged under strict triage.", - "confidence": 0.94, + "summary": "These PRs are thematically similar (model-by-model migration to standardized output capture), but they are separate per-model refactors rather than duplicates of one concrete fix/change.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "No PR is a duplicate of the others; if one must be chosen as the cluster representative, 44073 is the clearest exemplar because it explicitly wires in both capture_outputs and can_return_tuple plus model-specific output hooks.", + "canonical_pr_reason": "PR #44129 is the strongest representative: it has an explicit issue link, a clear standardized output-capture refactor, and concrete code-path changes in SpeechT5.", "best_issue_reason": null, - "best_pr_reason": "44073 is the best single representative of the theme because it shows the standardized output-tracing refactor in a concrete, self-contained model implementation. It is more representative than the smaller or more specialized variants, but it is still not a duplicate of them.", + "best_pr_reason": "PR #44129 is the best cluster representative because it is the most explicit about the intended refactor and ties to a tracking issue; the others are similarly scoped but model-specific.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Different models (FocalNet vs ImageGPT) and different code paths; same refactor theme is not enough to treat them as the same change." + "reason": "Both are standardized output-tracing refactors, but they touch different model implementations (FocalNet vs ImageGPT) and are not the same concrete code-path change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are unrelated model implementations; these are parallel standardized-output refactors, not one concrete bug fix or mergeable duplicate PR." + "reason": "Same refactor pattern, but different models (VisualBert vs TextNet) and different forward/output plumbing, so not mergeable as one duplicate change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert touch different architectures and output-capture wiring; they are not the same underlying change." + "reason": "Both migrate output recording, but MPNet and VisualBert are separate architectures with distinct tracing hooks and model code paths." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "MPNet vs TextNet are separate model refactors, not a single fix to one code path." + "reason": "These are model-specific refactors for MPNet and TextNet, not the same underlying bug or patch." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are different models with different implementation details; this is only a thematic similarity." + "reason": "RegNet and SqueezeBERT are unrelated model implementations; despite similar decorator migration, they are distinct changes." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 modify different model stacks and output semantics; not a duplicate or mergeable single PR." + "reason": "Both are output-tracing refactors, but they target different models and code paths (SqueezeBERT vs SpeechT5), so they are not the same PR-worthy fix." } ] }, @@ -16572,268 +16543,262 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "9a231e6af7b9802507e4562d09b573c6f1466a88f7f2b426ee9f2efba0b5cdc8", + "prepared_review_unit_hash": "41f057294154f7f7644d1a2937c5da52c6ed950eb4ad6b2c2c4f717bb25f9ff1", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39781, - "estimated_input_tokens": 9946, - "estimated_eval_tokens": 20148 + "serialized_chars": 39778, + "estimated_input_tokens": 9945, + "estimated_eval_tokens": 20146 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39781, - "estimated_input_tokens": 9946, - "estimated_eval_tokens": 20148 + "serialized_chars": 39778, + "estimated_input_tokens": 9945, + "estimated_eval_tokens": 20146 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All items are separate model-specific output-tracing refactors. They share the same cleanup pattern, but they do not fix the same concrete code path and should not be deduplicated into one PR.", - "confidence": 0.97, + "summary": "These PRs share a broad 'refactor output tracing' theme, but they are model-specific changes across different code paths and files, so they are not duplicates of the same underlying fix/change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a true duplicate canonical here; the cluster is a set of parallel refactors across different model implementations.", + "canonical_pr_reason": "No single PR is the obvious canonical duplicate because each patch targets a different model implementation; if one representative is needed, PR #44025 is a reasonable anchor since it touches two closely related model files and is a clear example of the refactor pattern.", "best_issue_reason": null, - "best_pr_reason": "PR 44025 is the best representative of the cluster theme because it is a focused multi-file output-tracing refactor, but it is still distinct from the others.", + "best_pr_reason": "PR #44025 is the best representative of the cluster: it is a substantial instance of the output-tracing refactor, spans two related files, and its change scope is clearer than many of the single-file variants. It is not a duplicate of the others, just the most canonical example.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Both are output-tracing refactors, but they touch different model code paths (`timm_backbone` vs `upernet`) and are not mergeable as one fix." + "reason": "Different model families (`timm_backbone` vs `upernet`); same refactor motif, but not the same underlying code change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Same refactor theme, but different models and forward paths (`timm_backbone` vs `vision_text_dual_encoder`)." + "reason": "Different implementations (`timm_backbone` vs `vision_text_dual_encoder`) with separate forward/output logic; not mergeable as one PR." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Shared cleanup pattern only; `timm_backbone` and `univnet` are unrelated model implementations." + "reason": "Different model code paths (`timm_backbone` vs `univnet`); only the refactor pattern matches." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Both are refactors, but they affect different architectures (`timm_backbone` vs `falcon_mamba`/`mamba`) and different concrete code paths." + "reason": "Different subsystems (`timm_backbone` vs `falcon_mamba`/`mamba`); not the same bug or change." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "These are separate model-specific output-tracing changes (`timm_backbone` vs `rwkv`), not the same underlying bug or change." + "reason": "Different model code paths (`timm_backbone` vs `rwkv`); shared output-tracing theme is too broad to count as duplicate." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Both modernize output handling, but `mobilenet_v1` and `univnet` are distinct implementations and cannot be merged into one PR." + "reason": "`mobilenet_v1` and `univnet` are unrelated model implementations; same refactor style, different changes." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Same high-level pattern, but `mobilenet_v1` and `upernet` are different code paths and model families." + "reason": "`mobilenet_v1` vs `upernet`; separate forward signatures and output handling." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Both are output-tracing refactors, but they target different models (`mobilenet_v1` vs `depth_anything`) and different forward signatures." + "reason": "`mobilenet_v1` and `depth_anything` are distinct model files and code paths; not the same underlying fix." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "These are separate model refactors (`mobilenet_v1` vs `vision_encoder_decoder`), not one concrete fix." + "reason": "Different model families (`mobilenet_v1` vs `vision_encoder_decoder`); only superficially similar refactor work." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Shared refactor style only; `mobilenet_v1` and `speech_encoder_decoder` are unrelated code paths." + "reason": "`mobilenet_v1` and `speech_encoder_decoder` change different encoder/decoder stacks; not duplicate PRs." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Both are output-tracing refactors, but they change different model stacks (`vision_text_dual_encoder` vs `univnet`)." + "reason": "`vision_text_dual_encoder` and `univnet` are unrelated models; same output-tracing cleanup, but not the same concrete change." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different models and different forward implementations (`vision_text_dual_encoder` vs `upernet`)." + "reason": "Different model code paths (`vision_text_dual_encoder` vs `upernet`); not the same fix." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Although both are tracing refactors, they apply to unrelated model code paths and cannot plausibly be merged into one PR." + "reason": "`vision_text_dual_encoder` vs `falcon_mamba`/`mamba`; distinct model internals and outputs." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Same theme, but `vision_text_dual_encoder` and `depth_anything` are different model families with separate fixes." + "reason": "Different models and files (`vision_text_dual_encoder` vs `depth_anything`); not mergeable as one PR." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Both are output-tracing cleanup, but they affect different models (`univnet` vs `upernet`) and separate forward contracts." + "reason": "`univnet` and `upernet` are separate architectures with independent forward/output refactors." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "These are not the same bug/change; they target different model implementations (`univnet` vs `mamba`/`falcon_mamba`)." + "reason": "`univnet` vs `falcon_mamba`/`mamba`; same theme, different code paths." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and different code paths; same refactor pattern is not enough for a duplicate." + "reason": "`univnet` and `depth_anything` target different model families and output APIs." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "`upernet` and `rwkv` are unrelated model implementations; this is only a thematic similarity." + "reason": "`upernet` and `rwkv` are unrelated implementations; no shared concrete bug." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Shared output-tracing cleanup, but the underlying forward logic lives in different models and is not mergeable as one PR." + "reason": "`upernet` vs `falcon_mamba`/`mamba`; not the same underlying code change." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different subsystems entirely (`mamba`/`falcon_mamba` vs `codegen`), so these are not the same concrete change." + "reason": "`falcon_mamba`/`mamba` and `codegen` are distinct model stacks; only the tracing refactor motif overlaps." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Both touch output handling, but `timm_backbone` and `codegen` are unrelated code paths." + "reason": "`timm_backbone` and `codegen` are unrelated model implementations; not the same change." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "These are separate refactors in different model families (`univnet` vs `codegen`)." + "reason": "`univnet` and `codegen` differ in architecture and output semantics; not duplicates." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "`upernet` and `codegen` do not share the same underlying fix; only the refactor motif matches." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "Different models and different forward contracts; not a duplicate PR pair." + "reason": "`upernet` and `codegen` are separate model code paths with different output handling." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Both are output-tracing refactors, but they target different wrappers (`depth_anything` vs `vision_encoder_decoder`) and distinct forward paths." + "reason": "`depth_anything` vs `vision_encoder_decoder`; similar refactor theme but different model families and files." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "`depth_anything` and `speech_encoder_decoder` are separate model-specific changes, not one shared fix." + "reason": "`depth_anything` and `speech_encoder_decoder` are unrelated changes." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different model implementations (`depth_anything` vs `superpoint`), so this is not the same underlying bug or change." + "reason": "`depth_anything` vs `superpoint`; different model internals and output capture changes." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "These are parallel output-tracing refactors in different models (`depth_anything` vs `rwkv`)." + "reason": "`depth_anything` and `rwkv` are separate model implementations; not the same fix." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different code paths and model families (`depth_anything` vs `dpr`); same pattern, not same PR." + "reason": "`depth_anything` vs `dpr`; different model code paths and output signatures." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44027", "accept": false, - "reason": "Both are refactors around model outputs, but `vision_encoder_decoder` and `rwkv` are unrelated implementations." + "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are related by pattern only; the concrete changes live in different files and model stacks." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44028", "accept": false, - "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are similar wrapper types, but they are distinct code paths and separate changes." + "reason": "`vision_encoder_decoder` vs `superpoint`; unrelated models, not one underlying bug." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44029", "accept": false, - "reason": "Different model families (`vision_encoder_decoder` vs `superpoint`); not one concrete bugfix." + "reason": "`vision_encoder_decoder` and `rwkv` are distinct code paths; no duplicate evidence beyond the refactor theme." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Separate model-specific refactors (`vision_encoder_decoder` vs `dpr`), so they should not be merged as duplicates." + "reason": "`vision_encoder_decoder` and `dpr` are different models with separate output-tracing implementations." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "These touch different models (`speech_encoder_decoder` vs `superpoint`) and do not represent the same underlying change." + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated model changes." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Unrelated model code paths (`speech_encoder_decoder` vs `rwkv`), despite sharing the same refactor theme." + "reason": "`speech_encoder_decoder` vs `rwkv`; different architectures and code paths." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different model-specific output handling changes; not a duplicate pair." + "reason": "`speech_encoder_decoder` and `dpr` are separate model implementations; not the same fix." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "`superpoint` and `rwkv` are unrelated code paths, so this is only superficial similarity." + "reason": "`superpoint` and `rwkv` are unrelated; same output-tracing motif is too broad." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different models and different forward implementations (`superpoint` vs `dpr`)." + "reason": "`superpoint` vs `dpr`; different models and forward behavior." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "Both are model-specific refactors, but they affect different architectures (`rwkv` vs `dpr`) and are not mergeable into one PR." + "reason": "`rwkv` and `dpr` are different model stacks; not a duplicate change." } ] }, @@ -16866,12 +16831,12 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "1ae9d8cacd76a707d18b86d11c11f686fb0d37db393af09f8a8ed476def6f407", + "prepared_review_unit_hash": "29641cd607dc31b6677ea4406f5ec4f9160265d97e3b8f57a181d798528a08dd", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 11071, + "serialized_chars": 11070, "estimated_input_tokens": 2768, "estimated_eval_tokens": 5792 }, @@ -16879,7 +16844,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 11071, + "serialized_chars": 11070, "estimated_input_tokens": 2768, "estimated_eval_tokens": 5792 }, @@ -16888,30 +16853,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-integration pull requests for different models (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). They share common Transformers plumbing files, but the implementations, model classes, and targets are distinct, so they are not duplicates.", - "confidence": 0.96, + "summary": "These are three separate model-addition PRs for different architectures (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). They share the standard Transformers integration pattern, but they are not the same underlying change and should not be deduplicated.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45075 is the most mature-looking standalone integration: it is not marked draft, has substantial review activity, and includes a full model package plus tests. It is not a duplicate of the others, but it is the best single representative if one must be chosen from this cluster.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #45075 is the strongest representative for the cluster because it is a complete, non-draft model addition with substantial review activity. The other PRs are also standalone model additions, but they are separate changes for different architectures and should not be merged into one.", + "best_pr_reason": "No single PR is a canonical duplicate target here; if forced to pick a representative, PR 45075 is the most complete model-addition implementation, but it addresses a different model than the others.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different models and code paths: PenguinVL vs Voxtral TTS. Shared auto/docs registration files are expected for independent model additions and do not make these the same change." + "reason": "Different models and codepaths: PenguinVL vs Voxtral TTS. Shared auto-registration/docs boilerplate is expected for model additions, not evidence of the same fix." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "Different model integrations: PenguinVL and DeepSeek-OCR-2. Overlap is limited to shared Transformers registry/docs boilerplate, not the same underlying bug or feature." + "reason": "Different models and implementations: PenguinVL vision-language support vs DeepSeek-OCR-2 OCR model. Same subsystem, but not the same underlying change." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model additions with different implementations and targets. The shared files are generic registration updates, not evidence of one concrete mergeable change." + "reason": "Different model families and functionality: DeepSeek-OCR-2 vs Voxtral TTS. They only overlap on generic Transformers plumbing, so they should remain separate." } ] }, @@ -16941,12 +16906,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "3d300441ed7501b66471d4b3bfff21be52eb6f034b5b703b375894d6cb13dffd", + "prepared_review_unit_hash": "e629c4851a5fc137ff92cd114b70f6efc821b7a79e635d501bd0356383afae0c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -16954,7 +16919,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -16963,18 +16928,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related to model/kernel fusion, but they address different layers of the stack: one introduces a generic module fusion API, while the other adds a specific n-to-1 kernel-fusion path via KernelConfig and integration changes. They are not duplicates.", - "confidence": 0.95, + "summary": "These PRs are conceptually related around model/module fusion, but they are not duplicates: one introduces a general Module Fusion API scaffold, while the other implements KernelConfig-driven n-to-1 kernel fusion in model loading and integrations.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 45363 is the stronger representative of the cluster because it delivers a concrete end-to-end user feature with integration changes in modeling_utils, hub_kernels, and KernelConfig, plus an example. PR 44979 is a more generic API foundation.", "best_issue_reason": null, - "best_pr_reason": "PR 45363 is the more concrete end-user feature: it wires fusion into existing loading/integration code paths and includes an example, making it the better standalone representative of the cluster.", + "best_pr_reason": "PR 45363 is the best overall PR to keep in view because it is more complete and actionable; it shows the actual fusion workflow rather than only the underlying abstraction layer.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Different concrete changes: 44979 adds a generic Module Fusion API and tests, while 45363 implements n-to-1 kernel fusion through KernelConfig and integration plumbing. Related topic, but not the same code-path change." + "reason": "Related topic, but different underlying change: 44979 adds a new generic Module Fusion API in src/transformers/module_fusion.py, while 45363 wires KernelConfig-based n-to-1 fusion into loading/integrations and adds an example. They target different code paths and would not plausibly be merged as one duplicate PR." } ] }, @@ -17004,7 +16969,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "11ee7051d443ee9ae38db57d12f6b21717af7160b6450dfca79d45f7071e2e98", + "prepared_review_unit_hash": "93f9ceeab1c9677afbc34c1d1588d409eb04506c3fffc3ffd26991ceeca665d3", "component_budget": { "node_count": 2, "item_count": 2, @@ -17026,18 +16991,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests target the same Mistral regex patch in the same file, with essentially identical code changes; PR 45317 is the more complete version because it also adds tests.", - "confidence": 0.99, + "summary": "Both pull requests target the same Mistral regex AttributeError fix in the same code path; 45317 appears to be the fuller follow-up with tests, while 45086 is the minimal code-only version.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical PR because it makes the same fix as 45086 and includes accompanying test coverage, so it is the more complete representative of the duplicate pair.", + "canonical_pr_reason": "PR 45317 is the better canonical representative because it implements the same fix as 45086 and also adds test coverage, making it the more complete change set.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best representative of the cluster: same underlying fix as 45086, plus tests, making it the more merge-ready and informative duplicate target.", + "best_pr_reason": "PR 45317 is the strongest overall candidate: same underlying bug, same file, same explicit issue target, and it includes validation via tests.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same concrete bug fix in the same code path (_patch_mistral_regex / tokenization_utils_tokenizers.py); the diffs are effectively the same, and the second PR just adds tests, so they plausibly could be merged as one change." + "reason": "Accept: both PRs make the same concrete fix to _patch_mistral_regex / Mistral pre-tokenizer handling, with 45317 effectively superseding the smaller 45086 by adding tests." } ] }, @@ -17067,12 +17032,12 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "8ffe091d15de12d586690691501506c4eab49839b4bd71825ec8ffce82e4bbeb", + "prepared_review_unit_hash": "9a01a3d257dd05f5730065704380d51bb74b81d542036a2e735dafe54249eb4c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5398, + "serialized_chars": 5397, "estimated_input_tokens": 1350, "estimated_eval_tokens": 2956 }, @@ -17080,7 +17045,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5398, + "serialized_chars": 5397, "estimated_input_tokens": 1350, "estimated_eval_tokens": 2956 }, @@ -17089,18 +17054,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are closely related heterogeneous-feature PRs, but they are not the same change: one adds per-layer config plumbing, the other adds broader heterogeneous model/runtime support. They overlap in config utilities and tests, yet they target different parts of the codepath and could reasonably land as separate PRs.", - "confidence": 0.91, + "summary": "Two related but distinct PRs: one adds heterogeneous per-layer config support, the other builds broader heterogeneous model/runtime support on top of it. They overlap in shared heterogeneity plumbing, but they are not the same concrete change.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the broader umbrella change, covering heterogeneous modeling/runtime support in addition to config plumbing, while #45333 is the narrower config-only foundation.", + "canonical_pr_reason": "PR #45332 is the broader end-to-end change: it includes config-aware cache/modeling updates plus heterogeneous model support, so it is the best single representative of the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the best representative of the cluster because it contains the larger end-to-end heterogeneous support work and subsumes the config changes used by #45333.", + "best_pr_reason": "PR #45332 is the strongest representative because it spans the actual runtime/model-path changes, not just config plumbing.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related feature work, but not the same concrete change: #45333 adds per-layer config support, while #45332 adds heterogeneous modeling/cache/runtime support. They overlap in shared helpers, yet they are separate slices of the feature and not safely mergeable as duplicates." + "reason": "Shared heterogeneity framework and files, but #45333 is config-only while #45332 adds modeling/cache/runtime changes. They are related groundwork and follow-up, not the same bug or a single mergeable PR." } ] }, @@ -17133,58 +17098,58 @@ "pull_request:45351|pull_request:45515", "pull_request:45509|pull_request:45515" ], - "prepared_review_unit_hash": "12efe7296ae86d20a9691bb3beafb427279ef36b4754af0e6721218cdd6f9c1f", + "prepared_review_unit_hash": "6008f1acf7788fba1a6632d554c45ad90ba846233f20853acab194f0eb97c389", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 5821, - "estimated_input_tokens": 1456, - "estimated_eval_tokens": 3168 + "serialized_chars": 5819, + "estimated_input_tokens": 1455, + "estimated_eval_tokens": 3166 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 5821, - "estimated_input_tokens": 1456, - "estimated_eval_tokens": 3168 + "serialized_chars": 5819, + "estimated_input_tokens": 1455, + "estimated_eval_tokens": 3166 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests target the same crash in `get_device_properties()` when CUDA/ROCm is detected but `torch.cuda.is_available()` is false. They are close variants of the same fix, with PR 45351 the most complete/canonical version.", - "confidence": 0.9, + "summary": "All three PRs target the same underlying bug in `get_device_properties()` on CUDA-capable systems without an available GPU: calling `torch.cuda.get_device_capability()` without first checking `torch.cuda.is_available()`. The patches differ mainly in scope and cleanup, not in the core fix.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45351 is the strongest canonical PR: it explicitly links the tracking issue, guards the CUDA/ROCm capability call with `torch.cuda.is_available()`, and keeps the XPU path intact in the same function.", + "canonical_pr_reason": "PR 45515 is the cleanest and most focused fix for the shared crash: it directly adds the CUDA availability guard in `get_device_properties()` with minimal extra changes.", "best_issue_reason": null, - "best_pr_reason": "PR 45351 is the best representative of the cluster because it is the most complete and coherent fix for the exact crash path, while the other two are narrower variants of the same change.", + "best_pr_reason": "PR 45515 best represents the cluster because it addresses the exact failure mode with the smallest, most direct code change.", "soft_edge_verdicts": [ { "left": "pull_request:45351", "right": "pull_request:45509", "accept": true, - "reason": "Same underlying bug in `get_device_properties()`: avoid calling CUDA capability APIs when CUDA is present but unavailable. Both PRs patch the same code path and could plausibly be consolidated." + "reason": "Same concrete bug in `get_device_properties()`: both prevent `get_device_capability()` from running when CUDA is unavailable. The extra XPU-related cleanup in 45351 does not change the underlying fix." }, { "left": "pull_request:45351", "right": "pull_request:45515", "accept": true, - "reason": "Same crash fix in the same function, with nearly identical logic around `torch.cuda.is_available()`. These are alternate implementations of the same change." + "reason": "Both PRs fix the same crash path by guarding CUDA capability access with `torch.cuda.is_available()`. They are the same underlying change, with 45351 just carrying additional nearby edits." }, { "left": "pull_request:45509", "right": "pull_request:45515", "accept": true, - "reason": "Both target the same `get_device_properties()` availability guard for CUDA/ROCm. They address the same concrete failure mode and are mergeable into one PR." + "reason": "Both are straightforward fixes for the same `get_device_properties()` CUDA/no-GPU crash and could plausibly be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: all three PRs touch the same `get_device_properties()` path in `src/transformers/testing_utils.py` and address the CUDA/ROCm availability crash. Calling PR 45351 the most canonical/comprehensive version is reasonable because it has the explicit issue link and preserves the XPU branch in the same refactor. The pairwise soft-edge accepts are also defensible as the PRs look like close variants of the same fix." + "feedback": "The cluster summary is grounded in the packet: all three PRs edit the same `get_device_properties()` path and add a CUDA availability guard to avoid the no-GPU crash. The soft-edge verdicts are conservative enough, and the pairwise merges look like plausible same-bugfix alternatives rather than unrelated changes. PR 45515 is a reasonable canonical choice because it is the most focused of the three." }, "evaluator_used": true, "retried": false, @@ -17211,12 +17176,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "09cbc2edb152fd0953da59dc909841a68059cdd04df707cfd3f0c1fa39f448ec", + "prepared_review_unit_hash": "e9480638c07cdb9b3bff778ef0c20d22c800a324ab9036ea50cc3bc3168fc8b6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5306, + "serialized_chars": 5305, "estimated_input_tokens": 1327, "estimated_eval_tokens": 2910 }, @@ -17224,7 +17189,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5306, + "serialized_chars": 5305, "estimated_input_tokens": 1327, "estimated_eval_tokens": 2910 }, @@ -17233,18 +17198,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are both typing-related, but they address different changes: 45415 is a broad repo-wide type-checking sweep, while 45425 adds specific typing protocols/helpers around modeling_utils/PEFT. They do not appear to fix the same concrete code-path problem, so I would not cluster them as duplicates.", - "confidence": 0.93, + "summary": "Two open PRs both touch typing-related code, but they address different scopes: one is a broad type-checking sweep across many files, the other is a focused set of typing aliases and PEFT/modeling_utils adjustments. They are not the same underlying change.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the more focused and concrete typing change; it better represents the cluster than the broad type-checking sweep in 45415.", + "canonical_pr_reason": "PR #45415 is the broader, more central typing cleanup change and is the better cluster representative if a PR must be chosen.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the best representative because it makes a specific typing/API adjustment in a narrower area, whereas 45415 is a large mechanical type-checking pass.", + "best_pr_reason": "PR #45415 is the most representative of the cluster\u2019s overall typing-theme and spans the widest set of affected files.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Shared typing-related files are not enough here: 45415 is a broad annotation/type-checking sweep across many modules, while 45425 adds targeted typing protocols and modeling_utils integration. They are not the same underlying change and would not plausibly merge into one PR." + "reason": "Both are typing-related, but #45415 is a broad type-checking sweep while #45425 is a narrower typing-compatibility patch in _typing/modeling_utils/PEFT. They do not appear to fix the same concrete code-path problem and would not naturally merge into one PR." } ] }, @@ -17274,7 +17239,7 @@ "soft_pairs": [ "pull_request:45470|pull_request:45487" ], - "prepared_review_unit_hash": "1c2d791880bc098c4a5b373854e202acece21f45d93cc94dea699fc37380d767", + "prepared_review_unit_hash": "46ee694ab4f30d54ac2972a441b88c43bbc05516be60e1e96b484bec6b24cb46", "component_budget": { "node_count": 2, "item_count": 2, @@ -17296,18 +17261,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one PR is a targeted test skip for Sam3LiteText flash-attn dispatch behavior, while the other is a broad model-parallel fix across multiple model implementations. They do not appear to fix the same concrete bug or code path.", - "confidence": 0.96, + "summary": "The two PRs are unrelated in substance: one adjusts a test expectation for SAM3 Lite Text, while the other fixes a model-parallel/device handling bug across AltCLIP/ChineseCLIP and related models. They should not be clustered as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45487 is the stronger canonical PR because it makes an actual code-path fix across model implementations, whereas 45470 only skips a test in one model suite.", + "canonical_pr_reason": "PR 45487 is the stronger canonical PR because it makes a concrete code-path fix in model forward logic and touches the actual bug source, whereas PR 45470 only skips a failing test.", "best_issue_reason": null, - "best_pr_reason": "PR 45487 is the best representative of the cluster since it addresses a substantive runtime/model-parallel issue; 45470 is just a test adjustment and is not the same change.", + "best_pr_reason": "PR 45487 is the best representative of the cluster\u2019s substantive work; PR 45470 is just a test skip workaround and does not cover the same underlying problem.", "soft_edge_verdicts": [ { "left": "pull_request:45470", "right": "pull_request:45487", "accept": false, - "reason": "Reject: 45470 only skips a flash-attn dispatch test for Sam3LiteText, while 45487 changes model-parallel handling in several model files. Different underlying problems and not plausibly one merged PR." + "reason": "Different underlying problems: 45470 only skips a SAM3 Lite Text flash-attn test due to a composite-model test mismatch, while 45487 fixes device/model-parallel handling in AltCLIP/ChineseCLIP code paths. They are not the same change and would not plausibly merge into one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index d079445b02a81b1d8b33bf964ac272b96a79efa3..d7a152faac127b195c096bc91fa355945fe2f6d7 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260420t094431z", + "analysis_id": "hybrid-model-20260420t120036z", "archived_artifacts": { - "hybrid": "snapshots/20260420T094431Z/analysis-runs/hybrid-model-20260420t094431z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260420T094431Z/analysis-runs/hybrid-model-20260420t094431z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260420T120036Z/analysis-runs/hybrid-model-20260420t120036z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260420T120036Z/analysis-runs/hybrid-model-20260420t120036z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": 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with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-42975-2", + "canonical_pr_number": 42976, + "duplicate_pr_numbers": [ + 42975 + ], + "target_issue_number": null, + "reason": "PRs in cluster-42975-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-43240-3", + "canonical_pr_number": 43251, + "duplicate_pr_numbers": [ + 43254 + ], + "target_issue_number": 43240, + "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43366-4", + "canonical_pr_number": 45506, + "duplicate_pr_numbers": [ + 43757, + 45500 + ], + "target_issue_number": 43366, + "reason": "PRs in cluster-43366-4 are treated as duplicates because they converge on issue #43366 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-43698-3", + "canonical_pr_number": 43779, + "duplicate_pr_numbers": [ + 43816 + ], + "target_issue_number": 43698, + "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43824-3", + "canonical_pr_number": 43836, + "duplicate_pr_numbers": [ + 43842 + ], + "target_issue_number": 43824, + "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", + "canonical_pr_number": 44007, + "duplicate_pr_numbers": [ + 43996, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "target_issue_number": 43979, + "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-44514-5", + "canonical_pr_number": 44535, + "duplicate_pr_numbers": [ + 44543 + ], + "target_issue_number": 44521, + "reason": "PRs in cluster-44514-5 are treated as duplicates because they converge on issue #44521 with closing_reference, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45081-3", + "canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45341-4", + "canonical_pr_number": 45351, + "duplicate_pr_numbers": [ + 45509, + 45515 + ], + "target_issue_number": 45341, + "reason": "PRs in cluster-45341-4 are treated as duplicates because they converge on issue #45341 with closing_reference, shared_issue_target, soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-44514-5", + "issue_number": 44521, + "reason": "Issue #44521 is the strongest global issue candidate because it is open, belongs to a cluster with 5 artifacts, and carries 8 discussion comments plus 5 inbound references.", + "score": 171.0 + }, + "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/20260420T120036Z/analysis-runs/hybrid-model-20260420t120036z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260420T120036Z/analysis-runs/hybrid-model-20260420t120036z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..b5d21764af30840cbf9080b48c1f16e2d15e21f1 --- /dev/null +++ b/snapshots/20260420T120036Z/analysis-runs/hybrid-model-20260420t120036z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,17287 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260420T120036Z", + "generated_at": "2026-04-20T12:17:48Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 13, + "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-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "98df1802115efb1a69b7d7bdc06a79effc3bec4a2484ef1b0714822889240aaa", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "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 one duplicate set. #13244 is about TAPAS tokenization mismatching TensorFlow, while #15980 and #16618 are both model-loading/download failures but appear to describe different failure modes: private-model authentication versus a generic \"can't load bert-base-uncased\" error.", + "confidence": 0.78, + "canonical_issue_reason": "#16618 is the broadest model-loading issue in the set and the most plausible umbrella candidate; #15980 is narrower and specifically about private-model login/auth messaging, and #13244 is unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best single issue to represent the cluster because it is the most generic model-load failure title, but it still does not clearly subsume the other two issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different problem domains: TAPAS tokenization vs. bert model loading. No indication they share the same underlying bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both concern model download/load failures, but one is explicitly about private-model auth and bad messaging while the other is a generic bert-base-uncased load failure; not enough evidence they are 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": 13, + "review_unit_index": 1, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "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:43296", + "issue:43366", + "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" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "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:43638|issue:44805", + "issue:35545|issue:36010", + "issue:43596|issue:44805", + "issue:44805|issue:45161", + "issue:44805|issue:44918", + "issue:44661|issue:44805", + "issue:30277|issue:43638", + "issue:34634|issue:35545", + "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:43975|issue:45237", + "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:34928|issue:41720", + "issue:44918|issue:45161", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "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:43716|issue:44918", + "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:43039|issue:44560", + "issue:43866|issue:44863", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:45362|issue:45464", + "issue:43404|issue:43866", + "issue:43792|issue:45070", + "issue:43541|issue:43828", + "issue:36010|issue:39290", + "issue:44841|issue:45084", + "issue:41093|issue:41762", + "issue:43296|issue:43366" + ], + "prepared_review_unit_hash": "601f58403abd9fc607c6a01a7ea93110494079e728734ee014951a37a939e532", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1351, + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 63, + "serialized_chars": 46473, + "estimated_input_tokens": 11619, + "estimated_eval_tokens": 23494 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues with a few thematic clusters. The only clear duplicate-like pair is the DeepSpeed ZeRO-3 zero-sized index error on Bert; the rest are too loosely related to merge.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43596 is the best representative of the only strong duplicate cluster: the same DeepSpeed ZeRO-3 'index 0 is out of bounds for dimension 0 with size 0' loading failure, with issue:43638 as a near-exact duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the clearest canonical issue to keep because it is specific, well-scoped, and has the strongest near-duplicate match in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different problems: config attribute missing vs streaming chat/completions failure." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Both mention model execution, but one is an image-preprocessor dtype mismatch and the other is AMD GPU support." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch is not the same failure as GPT-OSS not working on AMD GPUs." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Unrelated failures: AMD GPU runtime issue vs invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model/runtime failures with no clear shared code path." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ModernBERT ONNX export and Qwen3MoE FP8 loading are different code paths." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Export error vs auto device-mapping CUDA assert; not the same bug." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues for v5, but they target different stale references and are not clearly one fix." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are index/error-themed, but one is ZeRO-3 zero-sized tensor loading and the other is a mask-shape mismatch." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different symptom and likely different underlying bug: ZeRO-3 loading vs mask indexing." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Mask-shape index error is unrelated to GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping generator bug vs tensor mask mismatch; not the same issue." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed, but collective mismatch and zero-sized index-out-of-bounds are different failures." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Near-exact duplicate: same DeepSpeed ZeRO-3 'index 0 is out of bounds for dimension 0 with size 0' loading failure on Bert." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization regression and LoRA merge/reload mismatch are different bugs." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger cross-entropy call and GPT-OSS tensor-parallel failure do not share a concrete fix." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen NVFP4 runtime error and LoRA save/reload inconsistency are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP tensor recomputation issue is distinct from the mask-shape index error." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both involve DeepSpeed, but the runtime weight-dimension error and collective mismatch are different code paths." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Detokenization bug and AMD GPU runtime failure are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 Bert loading failure and GPT-OSS tensor-parallel issue are different bugs." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation checkpointing mismatch is unrelated to CustomTrainer.compute_loss signature breakage." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "DeepSpeed ZeRO-3 loading failure does not match the GPT-OSS tensor-parallel problem." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Dtype mismatch in Mistral-3 is not the same as an invalid-method call in GraniteMoEHybrid." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config attribute error and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch is unrelated to GPT-OSS MoE tensor-parallel failure." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and CustomTrainer API break are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger kernel cross-entropy call is unrelated to mask/tensor indexing." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Checkpointing tensor-size mismatch and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3 loading errors, but Gemma3 and Bert titles do not show the same concrete bug." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Different docs topics and different stale references." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different model families and different runtime failures." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger kernel cross-entropy issue is unrelated to Qwen3-vl video StopIteration." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted checkpoint vs model implementation cannot load checkpoints are not the same issue." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test load failure and checkpoint corruption are different root causes." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and pydantic PretrainedConfig breakage are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Gemma3 vLLM config attribute error and Qwen3-MoE sliding_window issue are different." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are index errors, but the mask-length mismatch is not the same as ZeRO-3 zero-sized loading." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Qwen3.5 chat crash and streaming inference API failure are related only by model family, not concrete bug." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Untied lm_head weights and corrupted checkpoint are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure and pydantic field breakage are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm tracing failure and autocast dtype mismatch are different MoE/runtime issues." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "GenerationMixin import error and Gemma3 sliding_window_pattern 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 index-style runtime errors, but the specific mask mismatch and ZeRO-3 zero-size access are not the same bug." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading failure and GGUF gpt-oss support request are not duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair, issue:43596 with issue:43638, is well-supported by the titles. The other soft-edge rejections are cautious and do not overclaim duplicates. Minor note: issue:41762 is somewhat thematically close to the ZeRO-3 loading cluster, but the analyst did not overstate it as a duplicate, which is acceptable." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 2, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:36331", + "issue:39186", + "issue:39290", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43644", + "issue:43645", + "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:44560", + "issue:44589", + "issue:44661", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45070", + "issue:45161", + "issue:45399", + "issue:45464", + "issue:45507" + ], + "soft_pairs": [ + "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:44661|issue:45464", + "issue:43541|issue:44589", + "issue:39290|issue:43742", + "issue:43054|issue:43994", + "issue:41093|issue:43596", + "issue:42915|issue:43541", + "issue:40990|issue:44960", + "issue:39186|issue:44918", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:44530|issue:45005", + "issue:44863|issue:45005", + "issue:43873|issue:45005", + "issue:42915|issue:45399", + "issue:44360|issue:44512", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:43950|issue:44534", + "issue:44492|issue:44512", + "issue:44292|issue:45507", + "issue:43644|issue:43950", + "issue:43828|issue:44928", + "issue:39692|issue:43054", + "issue:43866|issue:44403", + "issue:41553|issue:43883", + "issue:44560|issue:45507", + "issue:36331|issue:41762" + ], + "prepared_review_unit_hash": "87183a493ef53abdc59cd05c18403765eb66d77b0f5919a44b8725fdae06d890", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1351, + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37565, + "estimated_input_tokens": 9392, + "estimated_eval_tokens": 19040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The non-persistent-buffer regression cluster is the only strong duplicate family here. The SigLIP2 pair is related in topic but not strong enough to merge on the evidence provided, so it should remain rejected/tentative. The rest of the cluster is heterogeneous and best kept separate.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43950 is the clearest root-cause report for the duplicate family: it explicitly describes the Transformers 5.x non-persistent-buffer corruption regression and matches the follow-up report in issue:44534.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best representative issue because it states the regression most concretely and broadly, and the linked follow-up issue shows the same underlying non-persistent-buffer bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Both are v5 config regressions, but the failure modes differ: missing `pad_token_idx` versus a pydantic `PretrainedConfig` field breakage." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "One is an int4 quantization/OOM regression; the other is tied-weights behavior in translation models." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Both mention MoE models, but the concrete bugs differ: Mixtral torch-dynamo grouped_mm tracing versus GPT-OSS tensor-parallel-only behavior." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different models and failure surfaces: Phi-tiny-MoE autocast dtype mismatch versus Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "`init_empty_weights` with unexpected `_is_hf_initialized` is a different loader/config bug from the pydantic `PretrainedConfig` issue." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE `sliding_window` handling is a model-specific bug, not the same as the pydantic config regression." + }, + { + "left": "issue:44661", + "right": "issue:45464", + "accept": false, + "reason": "Tokenizer-mapping/add-new-model-like failure is unrelated to Qwen3.5 streaming inference." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Mixtral tracing/grouped_mm and missing Float8 storage are different failures." + }, + { + "left": "issue:39290", + "right": "issue:43742", + "accept": false, + "reason": "Gemma3 sliding-window attribute error and MobileLLM key error are separate model-loading bugs." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both are SigLIP2-related, but the packet only shows title-level similarity; it does not establish the same underlying bug or a shared code path." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are index/mask errors, but one is a mask-length mismatch and the other is a ZeRO-3/BertModel empty-weight indexing failure." + }, + { + "left": "issue:42915", + "right": "issue:43541", + "accept": false, + "reason": "FineGrainedFP8Config on Qwen3Moe and grouped_mm tracing on Mixtral are unrelated MoE problems." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "GPT-OSS perplexity regression and a GLM5 issue are unrelated model reports." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP `'weight' must be 2-D` and TRL SFT unpacking on Qwen3.5 are different training-time failures." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both involve tied weights, but the concrete model families and symptoms differ enough that they should not be merged." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom-model-in-notebook initialization and flash-attn2 fallback gating are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache invalid group type on Qwen3.5 is not the same as tied-weight handling in translation models." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and tied-weight regression are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is a different issue from tied weights." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FP8 Qwen3Moe and flash-attn2 fallback checks are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A missing ReLU in a DSA indexer and outdated docs for the run command are not the same bug." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 embedding unpacking in TRL and GraniteMoEHybrid invalid method calls are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "DeepSeek detokenization and Qwen-3-8B-NVFP4 runtime failure are different model-specific problems." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "These both describe the same Transformers 5.x bug where non-persistent buffers are mishandled/corrupted on load." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo and stale CLI docs are unrelated documentation issues." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and GraniteMoEHybrid invalid method are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Both report the same Transformers 5.x regression affecting non-persistent buffers on load." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE and RLHF gradient explosion on Qwen3.5 are different failure modes." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs-example errors/quantization mismatch is not the same as a report that SigLIP2 embeddings are worse than SigLIP." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "A corrupted checkpoint and a noisy load-message complaint are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Voxtral AutoTokenizer error message and missing `all_tied_weights_keys` on Molmo are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3-vl StopIteration during video embedding and GraniteMoEHybrid invalid method calls are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "CustomTrainer `compute_loss()` kwarg mismatch and Gemma3 ZeRO-3 indexing failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but one soft-edge verdict is too strong for the evidence in the packet: accepting issue:43054 with issue:43994 overstates similarity based on titles alone. They are both SigLIP2-related, but the packet does not clearly establish the same underlying bug, so this should stay tentative/rejected. The non-persistent-buffer cluster around issue:43644 / issue:43950 / issue:44534 looks solid; the rest of the rejections are conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 3, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:41093", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43257", + "issue:43278", + "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:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45520" + ], + "soft_pairs": [ + "issue:43872|issue:44589", + "issue:41553|issue:43881", + "issue:38175|issue:43054", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:43881|issue:43883", + "issue:44403|issue:44451", + "issue:42947|issue:43856", + "issue:43975|issue:45520", + "issue:43643|issue:45020", + "issue:44403|issue:44488", + "issue:43782|issue:44960", + "issue:42491|issue:44368", + "issue:41762|issue:42915", + "issue:43975|issue:44451", + "issue:45020|issue:45356", + "issue:44661|issue:45020", + "issue:43824|issue:43872", + "issue:43054|issue:43278", + "issue:44991|issue:45399", + "issue:43792|issue:44220", + "issue:43827|issue:44509", + "issue:45081|issue:45399", + "issue:43404|issue:43950", + "issue:42915|issue:45020", + "issue:43257|issue:43866", + "issue:43742|issue:45399", + "issue:43742|issue:45020", + "issue:41553|issue:44991", + "issue:43940|issue:45313", + "issue:43872|issue:44291", + "issue:43854|issue:44863", + "issue:42915|issue:43872", + "issue:41553|issue:44488", + "issue:43257|issue:45305", + "issue:36331|issue:41093" + ], + "prepared_review_unit_hash": "c2453587dfa5cd45377d1c3757a017eabed2201cc8778f9915a54ae73384b243", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1351, + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38578, + "estimated_input_tokens": 9645, + "estimated_eval_tokens": 19546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a set of unrelated issues with a few clear duplicate-like clusters: docs/pipeline removals, SigLIP2 implementation discrepancy, and the `_is_hf_initialized` loading incompatibility. Most other pairings are too broad or model-specific to merge.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43872 is the clearest concrete bug report here: a specific, reproducible loading incompatibility around `_is_hf_initialized`, and it has a strong duplicate candidate in issue:44291.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43872 is the best representative issue overall because it is narrowly scoped, actionable, and tied to a specific runtime failure rather than a broad or vague symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are loading-related TypeErrors, but they point to different failure modes (`_is_hf_initialized` vs missing `Float8_e4m3fnStorage`) and do not look like the same bug." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and different failures: Voxtral tokenizer error messaging vs GLM-4V load failure." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is lower embedding quality; not enough to treat as the same concrete defect." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing/LoRA inefficiency is a different problem from int4 quantization CUDA reserved-memory/OOM behavior." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Both describe the same SigLIP2 implementation discrepancy/quality regression, centered on the text embedding behavior relative to the expected/original implementation." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model-specific loading failures with unrelated symptoms (`glm-4v-9b` load failure vs missing `all_tied_weights_keys`)." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "One is about noisy loading logs, the other about failing to load a specific model; these are not the same bug." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both involve training/memory, but one is checkpointing ineffectiveness and the other is memory usage during Qwen3 MoE training; not the same code-path issue." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Different areas entirely: tokenizer detokenization regression vs Python 3.13 `flash_attn` import utility failure." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "`trust_remote_code` missing fields in AutoConfig is more specific; `remote_code` breakage in general is broader and not clearly the same defect." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading complaints, but one is about noise and the other is a hard load failure for a specific checkpoint." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different models and different failure descriptions; not enough evidence of a shared underlying bug." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen3 LoRA/tie-word-embeddings, but one is about HF5.x compatibility for a trained LoRA model and the other is a warning during fine-tuning; not the same concrete failure." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Both are DeepSpeed-related, but Gemma3 ZeRO-3 loading and Qwen3 MoE weight conversion are different bugs." + }, + { + "left": "issue:43975", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer detokenization regression and a model load failure for ScandiBERT are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "`remote_code` breakage is too broad; Kimi-K2.5 tokenizer codec handling and the misleading Mistral warning are a separate tokenizer regression." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "`add-new-model-like` failing inside `TOKENIZER_MAPPING_NAMES` is a registry edge case, not the same as broader `remote_code` breakage." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Importing `Qwen2_5_VLForConditionalGeneration` and the `_is_hf_initialized` parameter error are unrelated failures." + }, + { + "left": "issue:43054", + "right": "issue:43278", + "accept": false, + "reason": "SigLIP2 text embedding quality vs dtype drift between training and evaluate are different issues." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading for EMBEDDIA/est-roberta and flash-attn fallback checks are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper runtime failure and `_torch_extract_fbank_features()` may be adjacent, but the evidence is too weak to call them the same concrete bug." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both are the same docs regression: pipeline task docs still reference removed v5 pipeline tasks." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex patch crash and flash-attn fallback gating are different subsystems and failure modes." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Weight tying in Mistral3 and non-persistent buffer corruption are unrelated state/model-loading issues." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE weight loading with accelerate+deepspeed is a specific loading bug, not the broader remote_code regression." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed and an Ovis2 corrupted checkpoint are different problems." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM load failure and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Both are model-loading failures, but for different model families and likely different root causes." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "DeepSpeed Qwen3 weight conversion and the `_is_hf_initialized`/bitsandbytes loading incompatibility are not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different models and different symptoms: bad tokenizer error message vs a direct load failure." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed and GAS gradient averaging with DeepSpeed are different training/load bugs." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Trainer API kwarg mismatch and a mask-shape IndexError are unrelated failures." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying `_is_hf_initialized` loading incompatibility; both reports describe the same constructor-argument breakage during model initialization/loading." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the accepted soft pairs look mergeable for the same bugfixes: the docs/pipeline removal pair, the SigLIP2 implementation discrepancy pair, and the `_is_hf_initialized` loading incompatibility pair. The rejected pairs are generally conservative and do not overclaim duplicates from the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 4, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41093", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43872", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44451", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45084", + "issue:45313", + "issue:45325", + "issue:45357" + ], + "soft_pairs": [ + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:44530|issue:44863", + "issue:43872|issue:45084", + "issue:43366|issue:43828", + "issue:24643|issue:30064", + "issue:43366|issue:43531", + "issue:43550|issue:44910", + "issue:43645|issue:43646", + "issue:43950|issue:45325", + "issue:43366|issue:44589", + "issue:44560|issue:44918", + "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:42617|issue:43366", + "issue:38175|issue:43994", + "issue:43646|issue:43950", + "issue:44560|issue:44805", + "issue:36010|issue:42915", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44877|issue:45030", + "issue:43317|issue:44756", + "issue:43644|issue:44534", + "issue:38175|issue:39692", + "issue:45313|issue:45357", + "issue:42491|issue:43720", + "issue:44451|issue:44488", + "issue:44960|issue:44977", + "issue:43708|issue:44075" + ], + "prepared_review_unit_hash": "41fd9e59e690151a980be88f81530841aaf44481dcced7d452879bf203a6bf7d", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1351, + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36647, + "estimated_input_tokens": 9162, + "estimated_eval_tokens": 18580 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue set with a few small duplicate-style pairs. The clearest true duplicates are the non-persistent-buffer regression reports and the custom-model-initialization reports; most other pairs are only superficially similar and should stay separate.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43950 is the clearest and most general description of the non-persistent-buffer regression, and it best represents the 43644/44534 mini-cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the strongest issue candidate overall because it is specific, reproducible, and broader than the earlier rephrasings.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same exact IndexError class and mask/tensor shape mismatch; these look like duplicate reports of the same indexing bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related, but the failures differ materially: a regression across Qwen video models vs a StopIteration in Qwen3-VL embedding handling." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different models and different failure modes; one is a PagedAttentionCache/linear_attention crash, the other is a NemotronH checkpoint loading issue." + }, + { + "left": "issue:43872", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated problems: bitsandbytes Int8Params init incompatibility vs a compiler/template-node TypeError." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "These do not describe the same bug; one is GGUF support for gpt-oss, the other is an autocast dtype mismatch on Phi-tiny-MoE." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely different domains: DeepSpeed training weight-shape error vs image processor handling of void segmentation maps." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen/GGUF topics; one is general GGUF support, the other is a sliding_window issue in Qwen3-MoE." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Both involve attention/compile problems, but on different models and different concrete bugs; not mergeable as one PR." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "These are the same custom-model initialization regression, with 43645 just adding the Jupyter notebook context." + }, + { + "left": "issue:43950", + "right": "issue:45325", + "accept": false, + "reason": "Non-persistent-buffer corruption is unrelated to the Qwen2.5-VL rope-index scaling bug." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF support for gpt-oss and Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different bugs: a video StopIteration regression vs unpacking Qwen3.5 embeddings in TRL SFT trainer." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Importing a missing class and meta-device model loading are separate issues with different code paths." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to meta-device loading regressions." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed ZeRO-3 Bert index errors and TOKENIZER_MAPPING_NAMES add-new-model-like validation are different bugs." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Same reasoning as above: one is a ZeRO-3 empty-tensor initialization crash, the other is model-registration validation." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both mention config validation, but they affect different model families and different validation failures." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Device-map dequantized loading/offload and Strix Halo mmap OOM are distinct loading/resource issues." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying regression: from_pretrained / Transformers v5 fills non-persistent buffers with junk." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Both mention SigLIP2, but one is about zero probabilities in the model output while the other is a docs example with model/processor mismatch and quantization failures." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Same model family, but different concrete problems: ZeRO-3 loading of language_model weights vs save_pretrained writing incorrect visual encoder keys." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "LoRA/Qwen3-MoE cross-version incompatibility and BitNet packed-weight loading are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading failures for different checkpoints, but there is not enough evidence they share the same code-path bug." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "These are different GLM/Qwen issues with different symptoms; not the same underlying change." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume/max_steps accounting and SGD argument handling are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge calls are conservative. The accepted pairs are well-supported by near-identical titles/regression descriptions (41093/44805, 43645/43646, 43644/44534), while the rejected pairs mostly differ in model, failure mode, or subsystem enough to stay separate." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 5, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43828", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44488", + "issue:44661", + "issue:44683", + "issue:44743", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406" + ], + "soft_pairs": [ + "issue:43854|issue:43931", + "issue:43856|issue:43873", + "issue:41720|issue:42915", + "issue:45362|issue:45406", + "issue:42491|issue:45276", + "issue:44488|issue:44991", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:44661|issue:44683", + "issue:43856|issue:44387", + "issue:42915|issue:44756", + "issue:43644|issue:43645", + "issue:42491|issue:43931", + "issue:42491|issue:43856", + "issue:45276|issue:45335", + "issue:43404|issue:43454", + "issue:36010|issue:39404", + "issue:44164|issue:44291", + "issue:41720|issue:44155", + "issue:44402|issue:44488", + "issue:43873|issue:44387", + "issue:39692|issue:44960", + "issue:44387|issue:44756", + "issue:43425|issue:43957", + "issue:44292|issue:44912", + "issue:43854|issue:45216", + "issue:42947|issue:43381", + "issue:44291|issue:44756", + "issue:45276|issue:45292", + "issue:44743|issue:44960", + "issue:43381|issue:44928", + "issue:43957|issue:44756", + "issue:44164|issue:44756", + "issue:43646|issue:43708", + "issue:44479|issue:44877", + "issue:45292|issue:45335", + "issue:44402|issue:44451", + "issue:43645|issue:44164", + "issue:43257|issue:44863", + "issue:43425|issue:43828", + "issue:43828|issue:43957" + ], + "prepared_review_unit_hash": "c855c176b7dbed2536294ffd369ff29579cd11abab8e6f64d5d9636a908a1ff7", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1351, + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39812, + "estimated_input_tokens": 9953, + "estimated_eval_tokens": 20162 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous, with only a small duplicate-like subcluster around `resize_token_embeddings` behavior (and a possible custom-model-init pair). Most other pairs are same-subsystem but different bugs or model-specific regressions.", + "confidence": 0.66, + "canonical_issue_reason": "`issue:45292` is the broadest representative of the resize-token-embedding regression and best captures the shared root problem behind the closest matches.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45292` has the most generic wording and is the clearest umbrella issue for the resize-token-embedding failures; the nearby model-specific reports look like manifestations of the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Both are model-loading failures, but they involve different models and different failure modes, so they do not look like the same underlying bug." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention memory/quantization, but one is Qwen3 MoE training memory usage and the other is offloading behavior; likely different code paths." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both are Qwen3-related, but one is a cuda assert under auto device mapping and the other is a LoRA compatibility issue across versions; not the same bug." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different models and different failure types (chat crash vs processor attribute error), so these are not the same issue." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Both concern Qwen3/gemma-style model behavior across versions, but the reported problems are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/load failures, but on different models with no clear shared code-path or identical root cause." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both are SigLIP2-related, but one is documentation/example errors while the other is nonsensical inference output; not clearly the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different model families and different symptoms (accelerate/deepspeed weight conversion vs unit-test loading failure)." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Unrelated issues: tokenizer mapping behavior versus compiled flex_attention on newer torch." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is Qwen3 MoE training efficiency and the other is int4 quantization OOM regression; too different to merge." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Different problem domains: Qwen3 MoE FP8 loading versus disabling mmap on Strix Halo." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "One is about non-persistent buffers being initialized with junk; the other is custom model initialization in notebooks." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Distinct model/version compatibility problems with no clear common bug." + }, + { + "left": "issue:42491", + "right": "issue:43856", + "accept": false, + "reason": "Different Qwen3-related regressions; the symptoms and likely fixes do not match." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying regression: `resize_token_embeddings` fails to propagate to downstream embeddings; these are model-specific repros of the same bug." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention untied `lm_head` weights, but they affect different model implementations and are not clearly the same code-path fix." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Import error for `GenerationMixin` is unrelated to Whisper pipeline `return_language` behavior." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both are save/load or init-related, but one is `extra_state` handling and the other is `_is_hf_initialized` argument handling; different root causes." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Both involve model inference correctness, but one is a device-mapping CUDA assert and the other is a batched embedding/token leak." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer-related, but the specific failures and affected models are different." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both touch quantization memory, but one is offloading not working as expected and the other is a reserved-memory/OOM regression; not the same concrete bug." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 doc/example issues are unrelated to the GLM5 issue." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "OOM under int4 quantization is unrelated to disabling mmap on Strix Halo." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility and meta-device loading failures are separate issues." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization/load failures with different models and no shared fix signal." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Model-loading test failure for GLM-4.7 versus a save_pretrained regression for Qwen3.5; different bugs." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Gradient checkpointing inefficiency in PEFT LoRA is not the same as checkpointing being disallowed in eval mode." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Different loading mechanisms and failure modes; not the same underlying issue." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize-token-embedding regression; `45292` is the broader version and `45276` is a model-specific manifestation." + }, + { + "left": "issue:44743", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3.5 recurrent-state caching bug and GLM5 issue are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Checkpointing in eval mode and RLHF gradient explosion via position IDs are different problems." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading failures are unrelated to mmap/OOM behavior." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Save/load `extra_state` handling and mmap/OOM are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization breakage and Trainer checkpoint-resume `max_steps` math are different bugs." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression and strict config loading are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same family of `resize_token_embeddings` propagation failures; both point to the same underlying embedding-update bug." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Different tokenizer/vocab loading problems for different models." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook/custom-model init regression is unrelated to `extra_state` save/load handling." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Different Qwen3 MOE-related issues with different failure modes." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is unrelated to the autocast dtype mismatch." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Dtype mismatch under autocast and meta-device loading are distinct bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: issue:45292 is the most generic resize_token_embeddings report, and the high-similarity model-specific issues (45276, 45335) are a reasonable narrow duplicate-like subcluster. The other soft-edge calls are conservative rejects rather than overclaims, and the one accepted pair appears mergeable as the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 6, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42947", + "issue:43299", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43856", + "issue:43883", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45161" + ], + "soft_pairs": [ + "issue:44589|issue:44756", + "issue:43906|issue:44530", + "issue:43931|issue:44863", + "issue:39404|issue:44912", + "issue:43611|issue:43645", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:44265|issue:44898", + "issue:43299|issue:43931", + "issue:43901|issue:44509", + "issue:44479|issue:44805", + "issue:43596|issue:44683", + "issue:43994|issue:44079", + "issue:44589|issue:45084", + "issue:43856|issue:44756", + "issue:44671|issue:44991", + "issue:40990|issue:42947", + "issue:43425|issue:44918", + "issue:39404|issue:44671", + "issue:36032|issue:43452", + "issue:44991|issue:45081", + "issue:32090|issue:39404", + "issue:43582|issue:43632", + "issue:43957|issue:44164", + "issue:44488|issue:45081", + "issue:44164|issue:44479", + "issue:40990|issue:43421", + "issue:43425|issue:45161", + "issue:43883|issue:44488", + "issue:43611|issue:43644", + "issue:44206|issue:44220", + "issue:44488|issue:44987", + "issue:42947|issue:44756", + "issue:43716|issue:45084", + "issue:34567|issue:40444", + "issue:43883|issue:44991" + ], + "prepared_review_unit_hash": "258ffcdb95ce7e8211eeb01d1eee372476db5f3682c870d28d3a3010236578bf", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1351, + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38483, + "estimated_input_tokens": 9621, + "estimated_eval_tokens": 19498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a single duplicate cluster; it\u2019s a heterogeneous mix of unrelated bugs/regressions across tokenizers, model loading, training, audio, vision, and docs. None of the soft pairs look like the same underlying issue closely enough to merge.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out because the items span many unrelated failure modes and subsystems rather than one shared bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue is appropriate; the cluster is too mixed to represent with one issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Different problems: float8 storage lookup error vs mmap/OOM workaround on Strix Halo." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Both are regressions, but they affect different code paths and model families; no clear shared bug." + }, + { + "left": "issue:43931", + "right": "issue:44863", + "accept": false, + "reason": "Both concern model loading, but one is a Qwen3-VL weight-shape mismatch and the other is NemotronH checkpoint loading." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Unrelated: Whisper pipeline language return vs GPT-OSS quantization fallback." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both involve v5 model loading behavior, but one is base_model_prefix handling and the other is Jupyter/custom-model initialization." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Completely different issues: Torch version incompatibility vs image preprocessor/model dtype mismatch." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Different failures in different areas; no evidence they share the same concrete code path." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to Perceiver interpolation at inference time." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen-related loading bugs, but the affected models and failure modes differ too much to merge." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs issues, but they refer to different documentation mismatches and task sets." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Different regressions: Qwen video-input handling vs a mask/tensor shape indexing error." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed ZeRO-3 init error is unrelated to compiled flex_attention on newer torch." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "A bad SigLIP2 output symptom does not clearly match the ModelOutput key-assignment bug." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage resolution and template-node compilation are unrelated errors." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory, but one is Qwen3 MoE training inefficiency and the other is a platform-specific mmap OOM fix." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Different v5 regressions: CamemBERT masked-LM behavior vs tokenizer loading for est-roberta." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity regression and gradient-checkpointing/LoRA behavior are not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch compatibility is unrelated to Qwen3.5 embedding unpacking in TRL SFT training." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language output and CamemBERT masked-LM predictions are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Both are loading/tokenizer-related, but T5 special-token method conflict is not the same as gguf_file loading breakage." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer-loading failures, but for different models and different mechanisms; not one concrete bug." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError is unrelated to Whisper pipeline return_language behavior." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon warmup TypeError and _is_hf_initialized flag regression are separate issues." + }, + { + "left": "issue:43957", + "right": "issue:44164", + "accept": false, + "reason": "Model loading on meta device and save/from_pretrained extra_state handling are different code paths." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both touch tokenizer loading, but sleng-bert loading failure and Mistral regex patch crash are not the same bug." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to Qwen video-input regression." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression and runtime post-processor update for special tokens are not the same issue." + }, + { + "left": "issue:43425", + "right": "issue:45161", + "accept": false, + "reason": "Torch version incompatibility is unrelated to GPT-OSS MoE tensor-parallel loading behavior." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys for Molmo is unrelated to sleng-bert model loading." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 loading/init regressions, but one is base_model_prefix and the other is non-persistent buffer initialization." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Likely same audio area, but the titles do not show the same concrete bug or code path strongly enough." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Different tokenizer/model-loading regressions for different models." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights metadata issue is unrelated to est-roberta tokenizer loading." + } + ] + }, + "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": 13, + "review_unit_index": 7, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:41553", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43531", + "issue:43540", + "issue:43541", + "issue:43582", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43819", + "issue:43825", + "issue:43994", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44530", + "issue:44534", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507" + ], + "soft_pairs": [ + "issue:43644|issue:43646", + "issue:43643|issue:44530", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:43317|issue:43482", + "issue:36032|issue:42915", + "issue:43452|issue:43482", + "issue:43262|issue:43377", + "issue:42915|issue:44530", + "issue:44849|issue:45325", + "issue:39404|issue:43825", + "issue:36032|issue:43645", + "issue:45084|issue:45507", + "issue:43404|issue:44466", + "issue:44987|issue:44991", + "issue:43646|issue:44534", + "issue:43994|issue:44610", + "issue:43377|issue:43819", + "issue:43645|issue:44534", + "issue:44403|issue:45081", + "issue:43322|issue:43540", + "issue:45216|issue:45357", + "issue:44451|issue:45081", + "issue:44220|issue:44683", + "issue:44265|issue:44610", + "issue:43632|issue:44756", + "issue:42915|issue:45084", + "issue:41553|issue:43582", + "issue:44987|issue:45081", + "issue:43404|issue:45127", + "issue:43296|issue:43531", + "issue:44062|issue:44987", + "issue:44479|issue:45325", + "issue:42915|issue:44291" + ], + "prepared_review_unit_hash": "dda1340949a4c492643de151a1b544abdc1296aec732aa7eb5bec6561403ad62", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1351, + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37382, + "estimated_input_tokens": 9346, + "estimated_eval_tokens": 18948 + }, + "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 bugs across different models/features; there is no broad duplicate family. The only strong near-duplicate pair is the Qwen3.5 save_pretrained regression report and its follow-up about incorrect visual encoder keys.", + "confidence": 0.86, + "canonical_issue_reason": "Issue #45216 is the best canonical issue: it describes the broader Qwen3.5 save_pretrained regression since 5.4.0, and #45357 reads like a narrower follow-up on the same checkpoint-serialization bug.", + "canonical_pr_reason": null, + "best_issue_reason": "#45216 is the strongest representative overall because it is a clear regression report with a concrete API and model family, and it likely subsumes the more specific #45357 report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 initialization-related, but one is about non-persistent buffers and the other about custom model init; different failure modes." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Different subsystems and errors: AutoConfig/trust_remote_code field loss vs Qwen3.5 paged attention cache group-type failure." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are tokenizer/model load failures, but for different models and likely different root causes." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated code paths: torch dynamo grouped_mm tracing in Mixtral vs a template-node compilation error." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Different loading paths: dequantized device_map auto-offload vs GGUF loading on Qwen2.5." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer special-token conflict and Qwen3-MoE FP8 config failure are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both involve GGUF, but one is a broad gguf_file API breakage and the other is a specific Qwen2.5-GGUF v5 failure." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio processor sampling-rate default bug vs MIMI batch-vs-single padding-mask mismatch are distinct issues." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Different Qwen3-family bugs: FP8 config loading vs paged-attention cache group-type handling." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen3/Qwen2.5-VL regressions, but one is about output_hidden_states and the other about rope/temporal position scaling." + }, + { + "left": "issue:39404", + "right": "issue:43825", + "accept": false, + "reason": "Whisper return_language pipeline behavior and a translation-task error message issue are not the same bug." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method conflict vs notebook custom-model initialization regression; different failures." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "A template compilation error is not the same as GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both concern tied weights, but one is a model not tying lm_head at all and the other is inconsistent serialization by device." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer load failures, but they target different model repositories and likely different causes." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model init breakage and non-persistent buffer junk are separate v5 regressions." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different model/input mismatches: SigLIP2 nonsensical outputs vs OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI padding-mask batch inconsistency and DAC STE mismatch are different audio-model bugs." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom model initialization and non-persistent buffer serialization are not the same code-path issue." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Noise in transformer loading is unrelated to a Mistral regex patch crash." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal model failures: Llava Next segfault vs Qwen3OmniMoe video processing ValueError." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same model family and same save_pretrained regression; #45357 is a narrower manifestation of the checkpoint serialization bug reported in #45216." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated model-loading failure and Mistral tokenizer regex patch crash." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction issue and torch>=2.9 flex_attention compilation failure are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export with torch_compilable_check is unrelated to an image-size processor bug." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized regression and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3-MoE FP8 loading and template compilation errors are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer load error messaging and Apple Silicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer load failure for a specific model and Mistral regex patch crash are different bugs." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Tied-lm_head bug in Mistral3ForConditionalGeneration is distinct from LoRA merge collapse with extended vocab." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument duplication and tokenizer load failure for EMBEDDIA/est-roberta are different issues." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both touch Qwen vision/video positioning, but one is a broad video-input regression and the other is a specific still-image temporal position-id scaling bug; not clearly the same underlying defect." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3.5 PagedAttentionCache group-type failure is unrelated to a template-node compilation error." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different model-load failures with no shared concrete code path." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Different tied-weight-related symptoms and different triggers; not safe to merge as duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted near-duplicate, #45216/#45357, is plausibly the same Qwen3.5 save_pretrained regression family. The rejected soft-edge pairs are mostly justified by clearly different models, APIs, or failure modes, and I don\u2019t see any overstatement that would require rejection." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 8, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43742", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43828", + "issue:43856", + "issue:43881", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44811", + "issue:44829", + "issue:44877", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491" + ], + "soft_pairs": [ + "issue:40990|issue:44811", + "issue:43611|issue:44534", + "issue:36032|issue:43742", + "issue:43317|issue:43856", + "issue:42915|issue:44589", + "issue:40444|issue:45325", + "issue:43632|issue:44534", + "issue:43531|issue:44877", + "issue:44683|issue:45020", + "issue:43421|issue:44568", + "issue:43818|issue:45357", + "issue:36032|issue:41720", + "issue:43425|issue:44403", + "issue:43792|issue:44589", + "issue:44829|issue:45479", + "issue:44403|issue:44991", + "issue:33666|issue:40444", + "issue:44079|issue:44534", + "issue:43377|issue:45491", + "issue:35707|issue:40444", + "issue:43482|issue:43525", + "issue:44291|issue:44589", + "issue:43749|issue:44079", + "issue:43644|issue:44079", + "issue:44079|issue:45072", + "issue:43632|issue:45072", + "issue:44265|issue:45072", + "issue:43531|issue:44291", + "issue:40444|issue:45381", + "issue:42175|issue:43296", + "issue:41720|issue:45081", + "issue:45325|issue:45381", + "issue:43611|issue:43646", + "issue:43881|issue:44488", + "issue:43828|issue:44683" + ], + "prepared_review_unit_hash": "a91bc455419db08a0ef11110500a39ecef0f6d29f4a2206d8d912e02d5e11561", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1351, + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38147, + "estimated_input_tokens": 9537, + "estimated_eval_tokens": 19330 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of distinct Transformers regressions and model-specific bugs (Qwen, tokenizer loading, dtype/init issues, etc.). A few pairs are semantically related, but none look like clear duplicates of the same concrete fix.", + "confidence": 0.34, + "canonical_issue_reason": "issue:45020 is the broadest umbrella in the set: it frames a recent-versions regression affecting model loading/remote_code, which makes it the best anchor for a mixed cluster of Transformers v5 breakages.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most general and active issue here, so it is the best single representative even though the cluster contains many separate sub-bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Different models and failure modes: perplexity regression vs Whisper batch_decode token skipping." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is about base_model_prefix loading and the other about non-persistent buffers; different root causes." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer AttributeError for T5 is unrelated to MobileLLM loading key errors." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "One is device_map/offload loading failure, the other is Qwen3 MoE training memory usage; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Both mention FP8, but one is FineGrainedFP8Config failure and the other is a Float8 storage loading error; distinct issues." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL, but one is multi-image training with IterableDataset and the other is still-image rope/position-id scaling." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but _is_hf_initialized handling is not the same as junk non-persistent buffer loading." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug is unrelated to granite_speech strict config loading." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is a backend compatibility bug, not the remote_code loading regression in 45020." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Special-token runtime updates in TokenizersBackend are different from the mdeberta add_special_tokens behavior change." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA architecture/weight-sharing bug is unrelated to Qwen3.5 save_pretrained key regression." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer construction error and Qwen3 cudaErrorAssert are different code paths." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 incompatibility is unrelated to loading noise/logging." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and Float8 storage lookup error are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both affect classification training, but flash_attention_3 degeneracy and num_labels=1 zero-loss are different underlying problems." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Unnecessary loading noise is not the same as tokenizer loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen-VL training-related, but multi-GPU training and multi-image iterable dataset failures are not the same bug." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer loading are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batching/padding effects, but MIMI encoder padding-mask support and Gemma3 NaN embeddings are not the same concrete defect." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF v5 loading and Llama4Config missing pad_token_id are separate model-specific compatibility issues." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized argument handling is unrelated to Float8 storage lookup." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment are different subsystems." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk and ModelOutput key assignment are unrelated bugs." + }, + { + "left": "issue:44079", + "right": "issue:45072", + "accept": false, + "reason": "ModelOutput key assignment is unrelated to bfloat16 dtype mismatches in CI." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized regression is not the same as bfloat16 inference dtype mismatch." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export with torch_compilable_check is a different failure mode than bfloat16 dtype mismatch." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window and init_empty_weights argument handling are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL, but multi-image training and video vision_position_ids are different code paths." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend dependency issue is unrelated to PaddleOCR-VL loading in vLLM." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 device_map cuda assert and Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL position-id bugs, but one is still-image temporal scaling and the other is video vision_position_ids; not clearly the same defect." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 model-init/load regressions, but the reported failures differ enough that they do not look like one concrete duplicate." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "glm-4v-9b loading and sleng-bert tokenizer loading are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:44683", + "accept": false, + "reason": "Autocast dtype mismatch and compiled flex_attention on torch>=2.9 are different problems." + } + ] + }, + "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": 13, + "review_unit_index": 9, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43454", + "issue:43482", + "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:43994", + "issue:44164", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44423", + "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:45406" + ], + "soft_pairs": [ + "issue:43994|issue:44898", + "issue:43454|issue:44466", + "issue:44387|issue:44617", + "issue:42915|issue:43482", + "issue:43792|issue:43957", + "issue:43526|issue:43883", + "issue:43701|issue:45325", + "issue:43262|issue:43746", + "issue:43317|issue:43873", + "issue:34634|issue:35707", + "issue:44291|issue:44877", + "issue:43881|issue:44991", + "issue:43606|issue:44265", + "issue:44186|issue:44265", + "issue:43606|issue:43819", + "issue:43632|issue:44164", + "issue:35707|issue:41720", + "issue:43377|issue:44898", + "issue:44610|issue:45325", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43454|issue:43550", + "issue:39692|issue:40444", + "issue:43749|issue:44534", + "issue:43296|issue:44991", + "issue:44466|issue:45357", + "issue:43296|issue:44877", + "issue:43792|issue:44683", + "issue:43454|issue:43720", + "issue:41720|issue:43322", + "issue:41720|issue:44977", + "issue:43404|issue:45357", + "issue:44423|issue:45406", + "issue:44186|issue:45072" + ], + "prepared_review_unit_hash": "6f58512e03ff2b1dd73dc05e0ca664e3e5faa7eb47a64a8df2a8c5ad508ba9e9", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1351, + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37954, + "estimated_input_tokens": 9489, + "estimated_eval_tokens": 19234 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose bundle of unrelated model-loading, serialization, processor, and quantization regressions; there is no clear duplicate core, so I treated it as a weak thematic cluster rather than a true same-bug set.", + "confidence": 0.64, + "canonical_issue_reason": "issue:43957 is the broadest representative: a general transformers 5.x meta-device loading regression affecting multiple models, which best matches the cluster\u2019s overall loading/offload theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43957 is the best global representative because it captures the widest cross-model loading failure pattern among the issues shown.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Both touch vision model usage, but one is a SigLIP2 docs/example mismatch and quantization failure while the other is a Perceiver resolution issue; different bugs." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied lm_head weights, but one is a model-specific failure to tie weights and the other is a device-dependent serialization inconsistency; not the same concrete bug." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both are memory/OOM reports, but they involve different models and different failure modes; too broad to merge." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different model families and different root causes: FP8 config failure vs GGUF loading on v5." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure is not the same concrete issue as the general meta-device loading regression, even if both concern loading." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Unrelated bugs: BeitImageProcessorFast label reduction vs missing all_tied_weights_keys on Molmo." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch and Qwen2.5-VL rope-index scaling are different code paths." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate handling and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both concern offload/quantization broadly, but one is dequantized model loading with device_map=auto and the other is generic offloading behavior; not the same bug." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset and progressive generation with inputs_embeds/past_key_values are different features and failures." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized and strict granite_speech config loading are distinct regressions." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different artifacts and failure modes: glm-4v-9b load failure vs tokenizer loading failure for est-roberta." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch and torch.export.export failing on torch_compilable_check are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation crash is not the same as export-time torch_compilable_check failure." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Bark offload device mismatch and DAC.from_latents vs forward mismatch are different bugs." + }, + { + "left": "issue:43632", + "right": "issue:44164", + "accept": false, + "reason": "Both are v5 loading/saving regressions, but one is the _is_hf_initialized flag and the other is extra_state handling; different code paths." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with caches and Qwen3 auto device mapping cudaErrorAssert are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Missing padding-mask support in MIMI and SigLIP2 doc/example errors are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:45325", + "accept": false, + "reason": "Processor output-size bug and Qwen2.5-VL temporal rope scaling are different issues." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Both are multimodal preprocessing problems, but one is batched-vs-single encoder output mismatch and the other is an image-size mismatch; not the same bug." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Tied-weight serialization and bfloat16 dtype mismatch are different failure classes." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight tying bug and torch.compile SDPA failure are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Different models and different problems: SigLIP2 docs/example errors vs Qwen2.5-VL multi-image finetuning failure." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are separate v5 regressions." + }, + { + "left": "issue:43296", + "right": "issue:44991", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM and tokenizer loading failure for est-roberta are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "lm_head serialization inconsistency and Qwen3.5 visual encoder key saving are different save_pretrained bugs." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "PaddleOCR-VL model loading and granite_speech strict config parsing are different problems." + }, + { + "left": "issue:43792", + "right": "issue:44683", + "accept": false, + "reason": "Whisper loading/runtime failure and compiled flex_attention on torch>=2.9 are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "lm_head tying/serialization and BitNet packed-weight unpacking are different code paths." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device-mapping assert and Llava Next segfault are different model-loading failures." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert and flash-attention generation failure are distinct bugs." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Mistral3 lm_head tying and Qwen3.5 visual encoder key serialization are different model-specific issues." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Serve-time multimodal crash with a string .to() call and Gemma4Processor missing _tokenizer are not the same failure." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on padding/truncation and bfloat16 dtype mismatch 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": 13, + "review_unit_index": 10, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:33357", + "issue:34567", + "issue:35707", + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:42994", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43388", + "issue:43482", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44292", + "issue:44361", + "issue:44479", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:44991", + "issue:45059", + "issue:45161", + "issue:45406", + "issue:45464" + ], + "soft_pairs": [ + "issue:34567|issue:40990", + "issue:43873|issue:44756", + "issue:43526|issue:43881", + "issue:43577|issue:43708", + "issue:42617|issue:42915", + "issue:44877|issue:44991", + "issue:43550|issue:43720", + "issue:44610|issue:44898", + "issue:44479|issue:44918", + "issue:44186|issue:44610", + "issue:36331|issue:42915", + "issue:36331|issue:42617", + "issue:42994|issue:43482", + "issue:43316|issue:44913", + "issue:44671|issue:44743", + "issue:42915|issue:43317", + "issue:43550|issue:43606", + "issue:41720|issue:42617", + "issue:43531|issue:43572", + "issue:44292|issue:44479", + "issue:41720|issue:45161", + "issue:44186|issue:44361", + "issue:43388|issue:45059", + "issue:43540|issue:43782", + "issue:41720|issue:43873", + "issue:45406|issue:45464", + "issue:42915|issue:43322", + "issue:36010|issue:42617", + "issue:36331|issue:41720", + "issue:44514|issue:44545", + "issue:33357|issue:35707", + "issue:41720|issue:43746", + "issue:43606|issue:43720" + ], + "prepared_review_unit_hash": "7e7479c677752f9390a0819da3ef5b10ef9cacf3bb84b0ea420eed3383b5a920", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1351, + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36769, + "estimated_input_tokens": 9193, + "estimated_eval_tokens": 18642 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformer bugs across different models and subsystems. Only one clear duplicate pair stands out: the Qwen2_5_VLProcessor batched-input crash with padding=False.", + "confidence": 0.96, + "canonical_issue_reason": "issue:44545 is the best canonical issue: it is the cleaner, more explicit report of the same Qwen2_5_VLProcessor batched-input/padding=False crash as 44514, and it has slightly more inbound discussion.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the strongest representative issue in this set because it is a clear duplicate target with the most complete wording and references.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Unrelated bugs: TrainerState token counting vs GPT-OSS perplexity regression." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory/offload, but one is quantization offloading behavior and the other is mmap/OOM on Strix Halo; different root causes." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Different models and failures: BeitImageProcessorFast label reduction vs glm-4v-9b load failure." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype propagation bug vs Trainer checkpoint resume/max_steps calculation; unrelated." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py runtime issue vs Qwen3Moe FineGrainedFP8Config failure; not the same bug." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Config-loading strictness for granite_speech vs tokenizer loading failure for est-roberta on v5; different code paths." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Different failures: Bamba torch.compile with SDPA vs BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-size/preprocessing mismatches, but for different models and mechanisms; not the same concrete bug." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Both touch Qwen models, but one is a video-input regression and the other is TRL SFT unpacking of embeddings." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash vs OmDet-Turbo image size mismatch; unrelated." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "CustomTrainer compute_loss signature mismatch vs Qwen3Moe FP8 load failure; unrelated." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer keyword-arg regression vs 3d_parallel.py runtime issue; unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure vs Qwen2.5-GGUF loading failure; both are quantization-related but not the same bug." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Different config regressions in different models: Gemma3TextConfig API mismatch vs GPTNeoX rotary_pct reload issue." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked LM regression vs Qwen3.5 modular recurrent-state reset bug; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FP8 failure vs device_map=auto dequantized-model offload failure; different code paths." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different load/compile problems on different models; no shared concrete bug." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert vs 3d_parallel.py issue; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior vs StableLmConfig missing pad_token_idx after v5 update; unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44479", + "accept": false, + "reason": "Different Qwen model families and failures: NVFP4 run error vs video input regression." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both involve parallelism on MoE models, but the affected model and failure mode are different; not a single underlying bug." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer issues in different models; no concrete shared code path." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering label-truncation bug vs SAM3 text/box behavior; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Qwen3OmniMoe video-processing error vs Qwen3VL weight_only load error; different failure points." + }, + { + "left": "issue:41720", + "right": "issue:43873", + "accept": false, + "reason": "Both mention device/offload concerns, but one is auto device mapping CUDA assert and the other is quantization offloading; not the same bug." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve vs Qwen3.5 streaming chat/completions failure; different issues." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 issue vs Llava Next segmentation fault; unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error vs 3d_parallel.py runtime failure; unrelated." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer compute_loss signature regression vs Qwen3 device-mapping CUDA assert; unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "These are the same batched-input crash in Qwen2_5_VLProcessor.apply_chat_template with padding=False, described with near-identical reproduction." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping failure vs GraniteSpeech PEFT local-checkpoint loading problem; unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both are loading/offload-related, but the model/code paths differ and the bugs are not the same concrete failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the cluster is dominated by unrelated issue reports, and the lone duplicate pair (44514/44545) is well supported by the packet. The canonical choice is conservative and the soft-edge rejections do not overclaim shared causality." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 11, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:30064", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43606", + "issue:43645", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45479" + ], + "soft_pairs": [ + "issue:30064|issue:34634", + "issue:43550|issue:43653", + "issue:44368|issue:45357", + "issue:44492|issue:44509", + "issue:44625|issue:45479", + "issue:43606|issue:43653", + "issue:43421|issue:43927", + "issue:34634|issue:41720", + "issue:44898|issue:45072", + "issue:43782|issue:45381", + "issue:44451|issue:44991", + "issue:44062|issue:44451", + "issue:34567|issue:35707", + "issue:43381|issue:43844", + "issue:42886|issue:44843", + "issue:44077|issue:44625", + "issue:44918|issue:44936", + "issue:43421|issue:43653", + "issue:43531|issue:44589", + "issue:44987|issue:45042", + "issue:43994|issue:44671", + "issue:39692|issue:44610", + "issue:43421|issue:44186", + "issue:43596|issue:44220", + "issue:43531|issue:43645", + "issue:45081|issue:45356", + "issue:43746|issue:45381", + "issue:45183|issue:45479", + "issue:39692|issue:43873", + "issue:44220|issue:44661" + ], + "prepared_review_unit_hash": "2a8b8b47fa7fa1cf25bff901627818582021fc8d80e12c470fb7aadb2a556f25", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1351, + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36958, + "estimated_input_tokens": 9240, + "estimated_eval_tokens": 18736 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous cluster of mostly unrelated Transformers bug reports; the title/body overlap is superficial in each soft pair, and none of the candidate pairs look like the same concrete bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out: the cluster spans many different subsystems (tokenizers, generation, image processors, training, quantization, docs), so the items are not one duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the best representative anchor if one is needed: it is open, clearly scoped, and has a concrete reproducible tokenizer/offline regression with a specific code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Different products and failures: image processor void segmentation maps vs BarkProcessor voice_preset handling." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Unrelated bugs: torch.compile/SDPA on Bamba vs BigBirdTokenizer special-token decode output." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "One is a tied-embeddings warning during LoRA fine-tuning; the other is a save/load regression for visual encoder keys." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategy docs is not the same issue as stale pipeline-task docs removed in v5." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both involve classification config, but one is num_labels propagation in Qwen3.5 and the other is a zero-loss bug for num_labels=1 across models." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device-mismatch bug vs BigBirdTokenizer special-token registration/decode bug." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both are tokenizer/config-related, but one is runtime special-token post-processing and the other is save/load loss of custom token IDs." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice preset vs Qwen3 auto device mapping cuda assert; different model paths and symptoms." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver resolution/interpolation failure is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel bfloat16 inference." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal bugs: Qwen3VL weight_only loading error vs Qwen2.5-VL video vision_position_ids regression." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are model-loading failures, but they affect different models and describe different tokenizer/load paths." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-kwarg TypeError is not the same as failing to load a specific tokenizer/model." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counter not updating is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing eval-mode failure is not the same bug as gradient explosion under HfDeepSpeedConfig + ZeRO-3." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both mention offline/tokenizer loading, but one is general cache loading on HF_HUB_OFFLINE and the other is a specific mistral-regex patch calling model_info()." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Optional post_init prohibition in patchtsmixer is unrelated to Qwen3.5 num_labels propagation." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer failures: SFT embedding unpacking vs evaluate-after-train behavior." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Runtime special-token/post-processor updates are not the same as BigBirdTokenizer mask-token registration." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to the Float8 storage lookup error." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "A model-loading regression for physical-intelligence/fast is unrelated to PIL backend image processors requiring torchvision." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both are model-output correctness reports, but they concern different architectures and failure modes." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision-related, but one is a SigLIP2 docs/model-processor mismatch and the other is OmDet-Turbo input-size mismatch." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Special-token post-processor updates are not the same as LayoutLMv2Tokenizer NER padding/truncation crashes." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Zero3/BertModel index error and fbank feature extraction issue are unrelated code paths." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug does not match the Jupyter custom-model initialization regression." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention mistral regex/tokenizer handling, but one is an AttributeError in _patch_mistral_regex and the other is a Kimi-K2.5 codec-handling regression." + }, + { + "left": "issue:43746", + "right": "issue:45381", + "accept": false, + "reason": "PEFT/local-checkpoint loading for GraniteSpeech is unrelated to Qwen2.5-VL video position IDs." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Both involve sequence-classification validation, but one is bad input_ids/inputs_embeds error messaging and the other is a degenerate zero-loss training bug." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 docs/model mismatch is unrelated to offloading problems with quantization." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "fbank feature extraction and add-new-model-like handling of TOKENIZER_MAPPING_NAMES are different subsystems and 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": 13, + "review_unit_index": 12, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:40444", + "issue:43335", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44488", + "issue:44561", + "issue:44671", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45381" + ], + "soft_pairs": [ + "issue:43540|issue:44008", + "issue:43746|issue:43873", + "issue:40444|issue:43746", + "issue:43618|issue:43697", + "issue:43716|issue:44008", + "issue:44843|issue:45081", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:43335|issue:43756", + "issue:44062|issue:44488", + "issue:30064|issue:36010", + "issue:44186|issue:44898", + "issue:43421|issue:44811", + "issue:43550|issue:45072", + "issue:43540|issue:45381", + "issue:43577|issue:43818", + "issue:43550|issue:43927", + "issue:43643|issue:44877", + "issue:43577|issue:43582", + "issue:43531|issue:43643", + "issue:43782|issue:44977", + "issue:43644|issue:43749", + "issue:44448|issue:44671", + "issue:44561|issue:45020", + "issue:43653|issue:43819", + "issue:44821|issue:45084", + "issue:43825|issue:43994", + "issue:43550|issue:43819", + "issue:44186|issue:44442", + "issue:43825|issue:43827" + ], + "prepared_review_unit_hash": "0fe87f5b7c151165ad1edb273945f3525d8a0eccd8641e74d231787e78894c0b", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1351, + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36280, + "estimated_input_tokens": 9070, + "estimated_eval_tokens": 18396 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues. I do not see a strong duplicate cluster; the only near-match is the Mistral regex/helper area, but the paired reports describe different failure modes.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45081 is the most concrete standalone report in the set: it names the exact exception, trigger, and code path (`_patch_mistral_regex` with `fix_mistral_regex=True`), making it the best representative issue here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45081 is the clearest, most actionable issue in the cluster and the best single representative of the only closely related pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different models and different bugs: Qwen3OmniMoe video-input processing vs Gemma3n variable-name collision." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "GraniteSpeech PEFT/local checkpoint loading is unrelated to quantization offloading behavior." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "IterableDataset multi-image fine-tuning failure is not the same as GraniteSpeech local checkpoint loading." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP attentions regression and RTDetrV2 output drift are different code paths and symptoms." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral image-preprocessor dtype mismatch is unrelated to Gemma3n audio mask attribute collision." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both involve `_patch_mistral_regex`, but the reported failures differ: offline `model_info()` access vs missing `backend_tokenizer` attribute." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading and DAC latent reconstruction are unrelated bugs." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token decode failure is unrelated to BitNet accelerate-loading unpacking." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and Smollm3 RoPE-layer dropping are different model/config issues." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-argument error is not the same as failing to load `cjvt/sleng-bert`." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image processor void-segmentation-map handling is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding are unrelated to Perceiver image-classification size handling." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token post-processor update bug is not the same as Whisper batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and dtype mismatch in SwitchTransformers/TimmWrapperModel are different bugs." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal models and different symptoms: Qwen3OmniMoe video processing vs Qwen2.5-VL vision_position_ids." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype retention and Video-LLaVA temporal-attention/weight-sharing are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile/SDPA failure is unrelated to DiaConfig losing custom token IDs after save/load." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Generic trust_remote_code config field loss and granite_speech strict-config loading are not the same issue." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype mismatch and Apple Silicon caching allocator warmup TypeError are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to trust_remote_code config field loss." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation problem are different failures." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk in v5 is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Pegasus output drift and CamemBERT masked-LM regression are different model regressions." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "`is_torch_fx_available` removal is a specific breakage; the other is a broad umbrella report about remote_code models, so they are not clearly the same concrete bug." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token issue and DAC forward/from_latents mismatch are unrelated." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compilation errors do not share the same code path." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "pipeline error-message regression and SigLIP2 nonsensical output are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba SDPA/compile failure and DAC latent mismatch are different bugs." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crash is unrelated to AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is an error-message regression; the other is stale documentation after pipeline removals, so they are not the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 13, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42175", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43454", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43638", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43906", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44485", + "issue:44509", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45406", + "issue:45488" + ], + "soft_pairs": [ + "issue:43650|issue:43906", + "issue:41720|issue:44991", + "issue:44805|issue:44936", + "issue:45081|issue:45406", + "issue:30064|issue:36331", + "issue:42175|issue:45081", + "issue:43606|issue:45072", + "issue:44610|issue:45072", + "issue:43782|issue:45325", + "issue:44485|issue:44509", + "issue:34634|issue:36010", + "issue:44060|issue:44368", + "issue:43720|issue:45072", + "issue:43262|issue:43819", + "issue:43582|issue:44857", + "issue:43749|issue:44291", + "issue:43653|issue:44671", + "issue:43526|issue:43697", + "issue:43526|issue:44554", + "issue:43653|issue:44912", + "issue:43454|issue:43577", + "issue:44568|issue:45488", + "issue:43452|issue:44991", + "issue:34634|issue:36331", + "issue:43638|issue:44936", + "issue:43257|issue:43329", + "issue:43746|issue:44811", + "issue:44589|issue:45042" + ], + "prepared_review_unit_hash": "1c6952c0eb1ca9402531ef7a5bcf58f1832eb309dd97917450075616393e087d", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1351, + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 36089, + "estimated_input_tokens": 9023, + "estimated_eval_tokens": 18302 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs mostly share broad themes like loading, tokenizers, processors, or dtype/device issues, but they point to different models, APIs, and failure modes. I do not see any pair that looks like the same underlying bug/change.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated bugs across image processing, tokenizers, model loading, training, and device/dtype behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative because the cluster is not a true duplicate set; selecting one would mischaracterize the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Generic/placeholder issue vs isolated reproduction of issue #38071; no shared bug." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "CUDA assert in Qwen3 auto device mapping is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Different failure surfaces: mask/tensor shape index error vs trainer.evaluate() breaking after train()." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral regex patch tokenizer crash and Gemma4Processor missing _tokenizer are different code paths/models." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "ImageProcessor segmentation-map handling is unrelated to CustomTrainer.compute_loss signature mismatch." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Packaging/backend dependency issue vs tokenizer regex crash; not the same underlying bug." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Bark CPU offload device mismatch is distinct from dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Input-size mismatch in OmDet-Turbo processor is unrelated to bfloat16 inference dtype mismatches." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen VL bugs: from_pretrained weight_only error vs rope index scaling logic." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "RoPE implementation discussion is not the same as docs still mentioning removed pipeline tasks." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset bug and GenerationMixin import error are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tie warnings, but they concern different models and different warning causes." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking during loading is a different bug than dtype mismatch during inference." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate default and DAC latent/STE mismatch are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to LWDetr float16 AMP CUDA crash." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both involve loading, but one is FSDP CPU RAM efficient loading and the other is an unexpected init_empty_weights argument." + }, + { + "left": "issue:43653", + "right": "issue:44671", + "accept": false, + "reason": "BigBirdTokenizer special-token decoding issue is not the same as CamemBERT masked-LM prediction differences." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and RTDetrV2 output differences are separate issues." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Image processor label reduction bug is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer mask-token decode bug is unrelated to MXFP4 quantization falling back to bf16." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision weight-tying bug and BLIP2 dtype retention bug are different loading/model-initialization problems." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "mdeberta special-tokens behavior and LlamaTokenizer pre-tokenizer override are different tokenizer regressions." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file loading breakage and est-roberta tokenizer loading failure are separate issues." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset bug and trainer compute_loss keyword mismatch are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Deepspeed ZeRO3 index error with non-pretrained Bert is unrelated to evaluate-after-train failure." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MOE conversion/loading issue and multimodal token counting video-branch bug are different paths." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "GraniteSpeech PEFT local checkpoint loading and Whisper batch_decode special-token handling are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Missing Float8 storage object and PIL backend torchvision dependency 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": 13, + "review_unit_index": 14, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:33357", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43645", + "issue:43696", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44568", + "issue:44610", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44938", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45356", + "issue:45357", + "issue:45381" + ], + "soft_pairs": [ + "issue:43854|issue:44977", + "issue:38175|issue:44610", + "issue:36010|issue:43645", + "issue:43257|issue:43696", + "issue:39692|issue:44912", + "issue:43819|issue:43927", + "issue:43262|issue:44811", + "issue:43720|issue:44610", + "issue:43550|issue:44912", + "issue:44568|issue:45356", + "issue:42175|issue:44938", + "issue:43749|issue:44756", + "issue:43531|issue:45042", + "issue:43329|issue:44479", + "issue:36010|issue:36331", + "issue:43257|issue:43931", + "issue:43257|issue:43756", + "issue:43329|issue:43450", + "issue:43577|issue:45072", + "issue:43452|issue:43582", + "issue:43697|issue:45357", + "issue:41720|issue:43540", + "issue:44479|issue:45381", + "issue:44291|issue:45042", + "issue:44062|issue:44991", + "issue:42915|issue:43742", + "issue:43540|issue:44560", + "issue:43927|issue:44912", + "issue:43540|issue:44479", + "issue:42915|issue:44821", + "issue:33357|issue:34567" + ], + "prepared_review_unit_hash": "e5544f86906b871aba37808834e3164c88a650816cb6e6604eb7fe40a2e8641f", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1351, + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37096, + "estimated_input_tokens": 9274, + "estimated_eval_tokens": 18804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many issues are only superficially similar (Qwen/video/loading/tokenizer/dtype regressions) but point to different code paths. The only clear duplicate-like subset is the Qwen 5.3.0 video-input regression pair.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44479 is the best anchor for the only apparent duplicate subset: it is the broadest Qwen 5.3.0 video-input regression report and can absorb the more specific qwen2.5-vl video symptom in issue:45381.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the most representative issue in the cluster for the accepted video-regression subset; the rest of the items are too diverse to share one canonical bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failure modes: GLM-4.7 load/test issue vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 probability bug vs OmDet-Turbo processor/model input-size mismatch; unrelated code paths." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import error is unrelated to Jupyter custom-model initialization." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight-conversion/loading bug vs GPT-oss CUDA OOM; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 vs MXFP4 quantization fallback for gpt-oss." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC from_latents/STE mismatch is unrelated to DiaConfig save/load token-id corruption." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Accelerate loading/unpacking for BitNet vs OmDet image-size mismatch; different fixes." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Bamba torch.compile+SDPA failure is unrelated to gpt-oss MXFP4 quantization fallback." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer add_special_tokens regression vs Kimi codec/warning regression; different tokenizer paths." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Missing TensorFlow backend in torch install is unrelated to Python 3.14 import/load failure." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory/loading, but FSDP CPU RAM loading and Strix Halo mmap OOM are different bugs." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs PIL backend requiring torchvision; unrelated." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both involve video/VLMs, but one is undefined helpers in token counting and the other is a broader video-input regression." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Importing GenerationMixin and CustomTrainer.compute_loss kwargs are unrelated failures." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE accelerate/deepspeed loading bug vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight conversion and Smollm3 RoPE-layer dropping are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Video-token counting helper bug vs batched video processor shape bug; similar area, different underlying issue." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Blip2 dtype staying float32 and SwitchTransformers/TimmWrapper dtype mismatches are model-specific loading bugs." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file/from_pretrained breakage is unrelated to Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key corruption are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and Qwen3OmniMoe video ValueError are different subsystems." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same Qwen 5.3.0 video-input regression family; 45381 is a specific qwen2.5-vl symptom of the broader 44479 bug." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized bug is unrelated to PIL backend torchvision dependency regression." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-argument conflict is unrelated to tokenizer loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe fine-grained FP8 failure and MobileLLM key error are unrelated loading bugs." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and Qwen3-vl-embedding StopIteration are different model/code paths." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig token-ID persistence bug is unrelated to gpt-oss MXFP4 quantization fallback." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Qwen3OmniMoe video-processing failure is not the same regression as the Qwen 5.3.0 video-input issue." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading failure is unrelated to AutoImageProcessor-from-URL loading." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error with CLIP and TrainerState token counter not updating are unrelated issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The single accepted duplicate pair (44479/45381) is plausibly the broad Qwen 5.3.0 video-regression anchor with a more specific symptom, and the other soft-edge rejections are phrased cautiously as different bugs/code paths rather than over-claiming. No PR-mergeability issue applies here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 15, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:34567", + "issue:34689", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43646", + "issue:43688", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43824", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44484", + "issue:44488", + "issue:44514", + "issue:44561", + "issue:44589", + "issue:44704", + "issue:44792", + "issue:44821", + "issue:44843", + "issue:44898", + "issue:44964", + "issue:45042", + "issue:45081", + "issue:45137", + "issue:45216", + "issue:45290", + "issue:45325", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479" + ], + "soft_pairs": [ + "issue:42175|issue:43824", + "issue:45137|issue:45405", + "issue:42175|issue:44488", + "issue:43906|issue:45381", + "issue:43526|issue:45479", + "issue:38175|issue:44898", + "issue:43582|issue:43782", + "issue:44484|issue:44704", + "issue:28282|issue:34689", + "issue:43646|issue:43749", + "issue:36010|issue:42175", + "issue:43742|issue:44291", + "issue:43493|issue:43994", + "issue:43643|issue:45375", + "issue:28282|issue:29127", + "issue:43756|issue:45325", + "issue:44062|issue:45081", + "issue:44291|issue:44821", + "issue:43452|issue:44488", + "issue:34567|issue:36331", + "issue:44792|issue:44964", + "issue:43688|issue:43749", + "issue:43742|issue:44589", + "issue:44514|issue:45290", + "issue:43452|issue:43577", + "issue:43643|issue:44561", + "issue:45042|issue:45081", + "issue:43531|issue:44821", + "issue:44514|issue:45381", + "issue:43697|issue:45216", + "issue:43452|issue:44843" + ], + "prepared_review_unit_hash": "f5e545888df399f2135cf3a46ba35f1552cc798ed5d66791e9a82953dabcb34a", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1351, + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37292, + "estimated_input_tokens": 9323, + "estimated_eval_tokens": 18902 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All items are issue reports, not PRs. The soft edges mostly connect superficially similar loading/model bugs, but they span different models, APIs, and failure modes, so I don\u2019t see any clear duplicate pairs. I\u2019d treat issue:43452 as the most central representative only because it has the most soft links, not because it subsumes the others.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43452 is the most connected node in this similarity set and is the broadest from_pretrained/load-path report, though the cluster is still heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "Best representative of the loose loading/auto-class subgroup; it is the most reusable summary point, but not a true duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Different problems: backend extra/install packaging vs missing model export/import." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "Unrelated failures: DeepSpeed ZeRO3 deque error vs PEFT version pin mismatch." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading-related, but one is torch extra backend packaging and the other is a specific model-load regression." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Different code paths and symptoms: isolated reproduction of one bug vs Qwen2.5-VL video position-id regression." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Different training/classification bugs: BEiT fast processor label reduction vs degenerate zero loss." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different models and failures: SigLIP2 zero probabilities vs Perceiver non-default-resolution image classification." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Different subsystems: AppleSilicon allocator warmup TypeError vs Qwen3VL weight_only load error." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Save-pretrained shard-size question vs AutoProcessor kwargs forwarding bug; not the same defect." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Generic missing PyTorch import vs a Llama 3.2 Vision model-loading regression." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Different failures: custom model init breakage in v5 vs FSDP CPU RAM efficient loading." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "Importing GenerationMixin and missing TensorFlow backend are unrelated issues." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Different loading errors: MobileLLM key error vs init_empty_weights receiving an unexpected argument." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is HF-vs-JAX parity and the other is downstream inference/output quality; not clearly one fix." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Different config-loading bugs: missing fields in AutoConfig return object vs missing deepstack_visual_indexes in a model config." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Both mention error messages, but they are different failures on different models/code paths." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both involve RoPE/position handling, but they affect different models and different mechanics." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer AddedToken argument conflict vs Mistral regex patch backend_tokenizer attribute error." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Different APIs: init_empty_weights model loading vs AutoImageProcessor URL loading." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading issues, but one is gguf-specific tokenizer/model loading and the other is a specific model compatibility failure." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting bug vs CustomTrainer compute_loss signature mismatch." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different models and failures: janus image-generation test vs Phi-4 multimodal load regression." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Different areas: auxiliary-loss normalization vs FSDP CPU-efficient loading." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Model key lookup failure vs missing Float8 storage type; unrelated defects." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are apply_chat_template crashes, but under different inputs and edge cases; not clearly the same bug." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Different dtype/loading behavior: gguf/model loading breakage vs Blip2 dtype propagation." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both touch trust_remote_code, but one is missing AutoConfig fields and the other is removal of a torch.fx helper breaking remote code." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated: PIL image processor torchvision dependency vs Mistral regex patch crash." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Different components: Qwen3-MoE sliding_window behavior vs AutoImageProcessor URL loading." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one is chat-template batching and the other is video vision_position_ids." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output regression and Qwen3.5 save_pretrained checkpoint corruption are different bugs." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both are from_pretrained-path issues, but one is gguf handling and the other is offline model_info patching." + } + ] + }, + "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": 13, + "review_unit_index": 16, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:35141", + "issue:38175", + "issue:40444", + "issue:41720", + "issue:41762", + "issue:43122", + "issue:43295", + "issue:43329", + "issue:43525", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45005", + "issue:45325", + "issue:45356", + "issue:45440" + ], + "soft_pairs": [ + "issue:44625|issue:44877", + "issue:43688|issue:45440", + "issue:43720|issue:44898", + "issue:43819|issue:44811", + "issue:41762|issue:44936", + "issue:43653|issue:44568", + "issue:44464|issue:44743", + "issue:44466|issue:45005", + "issue:43295|issue:45356", + "issue:24643|issue:29127", + "issue:41720|issue:43906", + "issue:43525|issue:43643", + "issue:40444|issue:44811", + "issue:44361|issue:44442", + "issue:44843|issue:44991", + "issue:43577|issue:43697", + "issue:38175|issue:43295", + "issue:43653|issue:44361", + "issue:44479|issue:44936", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:30064|issue:33666", + "issue:28282|issue:35141", + "issue:43122|issue:43906", + "issue:44977|issue:45356", + "issue:44464|issue:44977", + "issue:43531|issue:43742", + "issue:43577|issue:44554", + "issue:43653|issue:43927", + "issue:43329|issue:45325", + "issue:44479|issue:44625" + ], + "prepared_review_unit_hash": "e12aa1ba7fd05f146bb34745997fb0257fdf32d5fa4e1167da5ee944b3157944", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1351, + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36792, + "estimated_input_tokens": 9198, + "estimated_eval_tokens": 18652 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: tokenizers, configs, multimodal processors, generation, training, and loading regressions. None of the soft pairs look like the same underlying bug/change, so no duplicate merges are justified.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated failures, so selecting one issue as the representative would be arbitrary and misleading.", + "canonical_pr_reason": null, + "best_issue_reason": "No clear global best issue: the cluster is too mixed across subsystems for any single issue to represent it well.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Different problems: one is Qwen3.5 num_labels propagation, the other is strict config blocking granite_speech loading." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Different model families and failure modes: MoE auxiliary-loss normalization vs DeepSeekV3 implementation divergence." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Unrelated bugs: BitNet packed-weight unpacking during load vs Perceiver image-classification resize/interpolation failure." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Different code paths: DAC latent reconstruction vs Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Different stages of failure: Gemma3 DeepSpeed ZeRO-3 load-time index error vs trainer.evaluate() breaking after train()." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer-related, but the concrete bugs differ: BigBird special-token registration vs mdeberta add_special_tokens behavior." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both affect generation/caching, but one is compiled-forward chunked generation inconsistency and the other is recurrent state reset with cache." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Related theme of tied weights, but the reported failures are not the same concrete bug or mergeable fix scope." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Different regressions: processor.tokenizer/images API breakage vs Kimi-K2.5 codec handling and warning behavior." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "Different issues: a DeepSpeed training RuntimeError about weight shape vs LayoutLMv3 error-message clarity for insufficient boxes." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "No evidence of the same bug: Qwen3 auto device-mapping cuda assert vs an isolated reproduction of another issue." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Different config bugs: missing pad_token_id on Llama4Config vs missing fields from trust_remote_code AutoConfig." + }, + { + "left": "issue:40444", + "right": "issue:44811", + "accept": false, + "reason": "Different subsystems: multimodal iterable-dataset preprocessing vs Whisper batch_decode special-token handling." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer/load failures, but they concern different tokenizers and different underlying error paths." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but one is an offline model_info() call in a regex patch and the other is a specific tokenizer load failure." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Distinct model bugs: BLIP2 dtype propagation vs RTDetrV2 output differences in v5." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "No common bug: SigLIP2 zero probabilities vs processor.tokenizer regression in custom model code." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Both touch tokenization, but BigBird special-token registration and DiaConfig token-id loss are unrelated failures." + }, + { + "left": "issue:44479", + "right": "issue:44936", + "accept": false, + "reason": "Different bugs: Qwen video-input regression vs trainer.evaluate() failure after training." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated: missing PyTorch import error vs NoneType broadcast error in Trainer." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Different failures: missing PyTorch dependency vs MacOS bus error with a CLIP model." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Different domains: void segmentation-map processing vs Qwen2-VL multi-GPU training." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "No duplicate relation: missing PyTorch import vs tied-embedding reinitialization on resize." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Different tokenizer concerns: version-dependent tokenization changes vs a reproduction of another issue." + }, + { + "left": "issue:44977", + "right": "issue:45356", + "accept": false, + "reason": "Distinct regressions: Qwen3.5 flash-attention generation vs Kimi-K2.5 tokenizer/codec handling." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation bugs, but they hit different mechanisms: compiled forward chunking vs flash-attention generation." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Different failures: Qwen3-MoE sliding_window behavior vs MobileLLM-125M loading key error." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Different code paths and symptoms: BLIP2 dtype mismatch vs an MPS attention correctness issue." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Same general area but different bugs: BigBird mask-token registration vs DiaConfig custom token IDs lost after save/load." + }, + { + "left": "issue:43329", + "right": "issue:45325", + "accept": false, + "reason": "Both involve multimodal/video handling, but one is an undefined-variable bug in token counting and the other is a rope-index scaling regression." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Unrelated: Qwen video-input regression vs Qwen3.5 num_labels propagation issue." + } + ] + }, + "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": 13, + "review_unit_index": 17, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:34567", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:43012", + "issue:43257", + "issue:43262", + "issue:43278", + "issue:43299", + "issue:43334", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43688", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43825", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44488", + "issue:44589", + "issue:44610", + "issue:44821", + "issue:44843", + "issue:44849", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45357", + "issue:45405", + "issue:45520" + ], + "soft_pairs": [ + "issue:43452|issue:44451", + "issue:43012|issue:43577", + "issue:41720|issue:44464", + "issue:43550|issue:44361", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:32090|issue:33666", + "issue:32090|issue:34567", + "issue:43262|issue:45084", + "issue:43504|issue:44610", + "issue:43278|issue:43688", + "issue:44849|issue:45357", + "issue:43334|issue:43572", + "issue:45200|issue:45229", + "issue:43742|issue:44821", + "issue:43540|issue:43716", + "issue:43756|issue:44913", + "issue:43525|issue:43572", + "issue:43493|issue:43825", + "issue:33666|issue:36010", + "issue:43688|issue:43873", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:43278|issue:43844", + "issue:44488|issue:44843", + "issue:44589|issue:45520", + "issue:43257|issue:43299", + "issue:43540|issue:44977", + "issue:43720|issue:44361", + "issue:39692|issue:43493", + "issue:44964|issue:45405" + ], + "prepared_review_unit_hash": "cc1da7e9d4f56e0f2ecb22e31ffd300d96624a86242ee55799090f52cf360da5", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1351, + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36883, + "estimated_input_tokens": 9221, + "estimated_eval_tokens": 18698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly same-subsystem but not the same underlying bug/change; I would not merge any of them as duplicates based on the available titles and metadata.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43525 is the clearest self-contained regression report in the set: a concrete config attribute failure with a direct load-time symptom. It is the best anchor among the near-matches, though it is not a duplicate of the other issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43525 is the strongest representative issue here because it is specific, reproducible, and narrowly scoped. None of the other candidates is a better global duplicate target from the available evidence.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are load failures, but one is about gguf_file handling and the other is a specific model not loading; different bugs." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both touch dtype behavior, but one is a compile-time warning and the other is load-time dtype propagation for BLIP2; not the same code-path issue." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Different models and different failures: auto device mapping CUDA assert versus chunked generation with compiled forward." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Unrelated subsystems and symptoms: torch.compile/SDPA versus tokenizer task attribute errors." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Different model families and failure modes: legacy field on Beit versus packed-weight unpacking in BitNet/accelerate." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "No shared underlying bug; one is a pretrained model load preset issue, the other is a compile/SDPA issue." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Both involve multi-GPU/trainer context, but the actual failure mechanisms are different and too broad to merge." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "One is a broadcast TypeError, the other is TrainerState token counting not updating; distinct bugs." + }, + { + "left": "issue:43262", + "right": "issue:45084", + "accept": false, + "reason": "Audio chat template sampling-rate default and template-node compilation errors are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Different models and different load/processor mismatches; not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift versus auxiliary-loss normalization; no concrete overlap." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Same model family but different bugs: hidden-states generation versus save_pretrained key serialization." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing-pad-token style regressions, but they affect different config classes and fields; too different to treat as one bug." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Text-only mm_token_type_ids defaulting and multi-GPU CUDA OOM are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Different loading paths: one is a specific model key error, the other is AutoImageProcessor URL loading." + }, + { + "left": "issue:43540", + "right": "issue:43716", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe and image dtype mismatch in Mistral-3 are different bugs." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Both mention RoPE/config behavior, but one is an architecture implementation bug and the other is config reload persistence." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Related regression theme, but different missing attribute names and model configs; not the same concrete issue." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and pipeline translation-task messaging are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Aux-loss normalization and quantization offloading are different subsystems and symptoms." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading bug versus config token-ID persistence bug; no shared code-path." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch and save/load token-ID loss are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Different training-time numerical issues: dtype mismatch versus gradient growth under ZeRO-3." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Both involve model loading, but one is a specific model load failure and the other is offline-mode breakage from an unconditional hub call." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure and flash_attn import KeyError on Python 3.13 are different compatibility issues." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE loading, but one is accelerate/deepspeed weight conversion and the other is a transformers dev-version load regression." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Video-input processing failure and flash-attention generation bug in Qwen3.5 are not the same code-path." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight loading and tokenizer attribute errors are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but one is a doc/example issue and the other is an HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure versus an unreleased minimum dependency version bump; 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": 13, + "review_unit_index": 18, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:15354", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43329", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43582", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43701", + "issue:43746", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44060", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44466", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44589", + "issue:44734", + "issue:44792", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45405", + "issue:45446", + "issue:45520" + ], + "soft_pairs": [ + "issue:43329|issue:43606", + "issue:33666|issue:36331", + "issue:43493|issue:43844", + "issue:43756|issue:44060", + "issue:43646|issue:44466", + "issue:44423|issue:44734", + "issue:43688|issue:43746", + "issue:43824|issue:44589", + "issue:44521|issue:45290", + "issue:33357|issue:33666", + "issue:43572|issue:44291", + "issue:39692|issue:43295", + "issue:43994|issue:44493", + "issue:43504|issue:43606", + "issue:43575|issue:45405", + "issue:43504|issue:43653", + "issue:43927|issue:44361", + "issue:43257|issue:45405", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:43606|issue:44112", + "issue:45084|issue:45520", + "issue:15354|issue:38175", + "issue:44554|issue:45446", + "issue:43540|issue:45200", + "issue:43582|issue:44977", + "issue:45072|issue:45198" + ], + "prepared_review_unit_hash": "a10f0f2c85fc9f8d47f9f32d5e88016b3fbba59beb193a8215db4b1a401a2d98", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1351, + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36086, + "estimated_input_tokens": 9022, + "estimated_eval_tokens": 18300 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft-linked pairs touch different models, regressions, and code paths, so none look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue is a clear canonical representative because the items span unrelated bugs across loading, training, multimodal processing, serialization, and CI.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: the cluster does not form one coherent underlying bug, so any single issue would be arbitrary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43329", + "right": "issue:43606", + "accept": false, + "reason": "Different failures: undefined multimodal video token helpers vs CPU offload device mismatch in Bark; no shared code path." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL is unrelated to CustomTrainer.compute_loss argument changes." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is not the same bug as a DeepSpeed/ZeRO gradient increase issue." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "RoPE layer dropping in Smollm3 and tied-weights warnings in Qwen3-Next are different model behaviors." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage is separate from device-dependent lm_head serialization." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve-related, but one is a multimodal '.to' crash and the other is KV-cache continuation indexing; different bugs." + }, + { + "left": "issue:43688", + "right": "issue:43746", + "accept": false, + "reason": "Aux-loss normalization issue and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Importing Qwen2.5-VL and missing Float8 storage are distinct runtime/import failures." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both mention chat templates, but one is assistant_masks for multimodal inputs and the other is tool-call content handling; not the same concrete bug." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error in CLIP is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Different 5.0-related regressions: missing config field vs unexpected constructor arg during init_empty_weights." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation example errors are not the same as a v4.57.5 processor/tokenizer regression." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Nonsensical SigLIP2 outputs and unexpected position-id keys are different symptoms with different causes." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field model loading and device mismatch during CPU offload are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "TP/OOM loading for Qwen2-57B is unrelated to an unreleased PEFT version bump." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Model preset loading failure and BigBirdTokenizer special-token registration are different areas." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Config save/load token-ID loss is not the same as MLukeTokenizer task AttributeError." + }, + { + "left": "issue:43257", + "right": "issue:45405", + "accept": false, + "reason": "MOE weight conversion under accelerate+deepspeed is unrelated to the PEFT version pin issue." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift during evaluate and resume_from_checkpoint key mismatch are separate problems." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A failing Janus test case is unrelated to the PEFT release version bump." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "A real device mismatch bug and a stale CI test are not the same underlying issue." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation error and flash_attn import KeyError on Python 3.13 are unrelated." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability outputs." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a PyTorch version check for flex_attention import are different bugs." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-processing ValueError in Qwen3OmniMoe is unrelated to mm_token_type_ids defaults for text-only fine-tuning." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and Qwen3.5 flash-attention generation issues do not share a concrete code path." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Bfloat16 dtype mismatches in inference and Wav2Vec2 save/tokenization failures 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": 13, + "review_unit_index": 19, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:39401", + "issue:40990", + "issue:42915", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43388", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43572", + "issue:43575", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43957", + "issue:43975", + "issue:43994", + "issue:44315", + "issue:44360", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44514", + "issue:44521", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44849", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:44987", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45356", + "issue:45412" + ], + "soft_pairs": [ + "issue:43232|issue:44849", + "issue:43844|issue:44964", + "issue:39401|issue:44568", + "issue:37428|issue:43957", + "issue:44315|issue:44849", + "issue:44554|issue:45356", + "issue:43334|issue:43525", + "issue:43295|issue:44610", + "issue:45200|issue:45325", + "issue:43493|issue:43701", + "issue:44898|issue:45412", + "issue:43873|issue:44464", + "issue:44466|issue:45127", + "issue:40990|issue:44625", + "issue:37428|issue:43824", + "issue:43388|issue:43526", + "issue:43572|issue:44987", + "issue:44514|issue:44521", + "issue:43844|issue:44936", + "issue:43572|issue:44589", + "issue:43575|issue:44464", + "issue:43824|issue:43975", + "issue:43295|issue:43450", + "issue:44442|issue:45198", + "issue:43295|issue:43873", + "issue:38175|issue:45412", + "issue:43278|issue:43856", + "issue:43295|issue:43994", + "issue:44360|issue:44561", + "issue:42915|issue:43824" + ], + "prepared_review_unit_hash": "1806b43d6a75ab28a5f3c953782560d8303440eed4ae3db103ca6cea294b2233", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1351, + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36844, + "estimated_input_tokens": 9211, + "estimated_eval_tokens": 18678 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a heterogeneous mix of unrelated Transformers bugs; only one pair looks like a plausible duplicate around Qwen2.5-VL chat templating.", + "confidence": 0.76, + "canonical_issue_reason": "No single canonical issue cleanly spans the cluster; most items are unrelated regressions across different models and code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue is truly suitable; issue:44521 is only the broadest representative of the one plausible duplicate pair, but it does not represent the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Different problems: generation kwargs update after sync_gpus vs Qwen3.5 hidden-state behavior." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Unrelated: ZeRO-3 gradient growth vs model loading failure for Phi-4 multimodal." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer bugs, but different models and mechanisms: offset mapping vs add_special_tokens/BOS-EOS insertion." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Different loading failures: missing flash-attention import symbol vs meta-device loading breakage." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Unrelated: Liger Kernel application with model_init vs Qwen3.5 hidden-state bug." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "Different subsystems entirely: MPS attention correctness vs tokenizer codec regression." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Similar symptom (missing pad_token_id), but different model families and likely separate fixes rather than one concrete bug." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Both involve processors, but one is a regression in processor.tokenizer/image passing and the other is an OmDet input-size mismatch." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Different multimodal bugs: missing mm_token_type_ids defaults vs wrong rope temporal scaling." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "Discrepant SigLIP2 implementation vs resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Different issues: Perceiver resolution/interpolation failure vs RT-DETR memory not being released." + }, + { + "left": "issue:43873", + "right": "issue:44464", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to compiled-forward chunked generation outputs." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied weights, but one is serialization behavior and the other is LoRA merge collapse; not the same bug." + }, + { + "left": "issue:40990", + "right": "issue:44625", + "accept": false, + "reason": "Unrelated: perplexity regression on GPT-OSS vs Qwen3.5 num_labels propagation." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different model families." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both touch labels, but one is trainer metric gathering and the other is BeitImageProcessorFast label reduction; different code paths." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Different regressions: missing pad_token_idx in StableLmConfig vs model loading failure in transformers>=5.1.0." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": true, + "reason": "Both concern Qwen2.5-VLProcessor.apply_chat_template on multimodal input; one crashes on batched padding=False, the other returns all-zero assistant masks, which points to the same chat-template/mask handling path." + }, + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "Unrelated training/runtime regressions: ZeRO-3 gradient issues vs trainer.evaluate() after trainer.train()." + }, + { + "left": "issue:43572", + "right": "issue:44589", + "accept": false, + "reason": "No concrete overlap beyond general v5 breakage; missing pad_token_idx is unrelated to the Float8 storage lookup error." + }, + { + "left": "issue:43575", + "right": "issue:44464", + "accept": false, + "reason": "OOM on tensor-parallel load and inconsistent compiled-forward generation are different problems." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for a VL model class and a detokenization regression are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Both involve processor output shapes/batching, but for different processor families and different failure modes." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different speech-model issues: tokenizer loading vs save_pretrained/tokenization failure." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor regression and quantization offloading are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero probabilities and RT-DETR memory leak are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in evaluation is unrelated to Qwen3 MoE memory usage." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to removal of is_torch_fx_available breaking trust_remote_code." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3MoE FP8Config failure and Qwen2.5-VL import error are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is conservative and grounded in the packet: most pairwise rejections correctly note different model families or different failure modes. The only accepted pair, issue:44514 vs issue:44521, has a reasonable shared surface area around `apply_chat_template` and multimodal chat-mask handling, and the wording stays appropriately soft. No obvious overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 20, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:29942", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43404", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43901", + "issue:43931", + "issue:44112", + "issue:44292", + "issue:44351", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44743", + "issue:44779", + "issue:44849", + "issue:44855", + "issue:44857", + "issue:44991", + "issue:45003", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45478", + "issue:45520" + ], + "soft_pairs": [ + "issue:43827|issue:43901", + "issue:44849|issue:45003", + "issue:38175|issue:43493", + "issue:43653|issue:44112", + "issue:44568|issue:44991", + "issue:43450|issue:43493", + "issue:45127|issue:45245", + "issue:45290|issue:45381", + "issue:43819|issue:45083", + "issue:43450|issue:43575", + "issue:44462|issue:44561", + "issue:44561|issue:44779", + "issue:44610|issue:44857", + "issue:37428|issue:43425", + "issue:43819|issue:44112", + "issue:43262|issue:43450", + "issue:44448|issue:44743", + "issue:43606|issue:45083", + "issue:43278|issue:43825", + "issue:29942|issue:32090", + "issue:45310|issue:45478", + "issue:43611|issue:43931", + "issue:37428|issue:44351", + "issue:43819|issue:44493", + "issue:39692|issue:43526", + "issue:43335|issue:43550", + "issue:43450|issue:43526", + "issue:44855|issue:45083", + "issue:45200|issue:45381", + "issue:43404|issue:45200", + "issue:44292|issue:45520", + "issue:39692|issue:44493", + "issue:44448|issue:44779" + ], + "prepared_review_unit_hash": "38f2ad83fad4dbc196cd89db68f6fca6e32f0722fe9aebbe48cd7a0d043dec2b", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1351, + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37613, + "estimated_input_tokens": 9404, + "estimated_eval_tokens": 19064 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab-bag of unrelated issue reports spanning many models, tokenizers, processors, and version-regression cases. The only clear duplicate pair is the two Qwen3.5 MoE from_pretrained reports (#45310 and #45478).", + "confidence": 0.87, + "canonical_issue_reason": "Issue #45478 is the strongest canonical choice: it is the same concrete Qwen3.5 MoE from_pretrained failure as #45310, with a later report and slightly more discussion, making it a good representative for the duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45478 is the best global representative because it is specific, actionable, and clearly tied to a reproducible model-loading regression; among the set, it is the cleanest duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs/pipeline-related, but they describe different problems: one is stale pipeline references after v5 removals, the other is a TextClassificationPipeline docs/behavior mismatch about return_all_scores." + }, + { + "left": "issue:44849", + "right": "issue:45003", + "accept": false, + "reason": "Different subsystems and failure modes: Qwen3.5 hidden-states behavior vs an unsafe sys.modules access pattern in modeling_utils." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one is an output symptom (zero probabilities) and the other is a broader HF-vs-JAX implementation discrepancy; not clearly the same concrete bug." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Unrelated issues: BigBirdTokenizer special-token registration vs a GraniteSpeech CI device-override test failure." + }, + { + "left": "issue:44568", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different models and different behaviors (special-token insertion vs tokenizer loading)." + }, + { + "left": "issue:43450", + "right": "issue:43493", + "accept": false, + "reason": "Video batch-shape handling and SigLIP2 implementation discrepancy are different bugs in different code paths." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "These are unrelated: LoRA merging with tied embeddings vs a category-count runtime limit." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal/chat-template problems affecting different inputs and models; not the same underlying bug." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent reconstruction mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batch video-processing shape bug and Qwen2-57B-A14B TP OOM are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "Both are loading-related, but one is AutoTokenizer ignoring tokenizer.json while the other is a trust_remote_code break from removing is_torch_fx_available." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but they affect different code paths: remote-code imports vs Deepseek tokenizer behavior." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor input-size mismatch and CUDA AMP loss crash are distinct bugs." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Importing a removed flash-attention helper and Torch 2.10 incompatibility are different versioning issues." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Different models and symptoms: DAC latent mismatch vs GraniteSpeech stale device override CI failure." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and video batch shape handling are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different regressions in different models: Pegasus output drift vs Qwen3.5 recurrent-state reset behavior." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to qwen3_omni_moe helper behavior." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift and pipeline error messaging are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType errors are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact same reported regression: transformers>=5.4.0 causes Qwen3.5 MoE from_pretrained failure. This is a clear duplicate pair." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "General base_model_prefix loading breakage and a specific Qwen3-VL weight-shape mismatch are different failures." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different modules." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent/forward mismatch and unexpected position-id keys are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs/example issues and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile SDPA failure do not share the same code-path bug." + }, + { + "left": "issue:43450", + "right": "issue:43526", + "accept": false, + "reason": "Video batching shape and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 TorchScript indentation parsing error is unrelated to qwen3_omni_moe feature-length behavior." + }, + { + "left": "issue:45200", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal position/input-default issues, but they affect different models and different fields; not the same concrete bug." + }, + { + "left": "issue:43404", + "right": "issue:45200", + "accept": false, + "reason": "Mistral3 lm_head tying and Gemma 4 mm_token_type_ids defaults are unrelated model bugs." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and a Python 3.13 flash_attn import KeyError are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 docs/model mismatch and unexpected position-id keys are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus v4/v5 output differences and Deepseek tokenizer regressions are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The only clearly supported duplicate pair is 45310/45478, which share the same Qwen3.5 MoE from_pretrained regression title and description. The other soft-edge rejections are cautious and do not overclaim equivalence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 21, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:40444", + "issue:41720", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43329", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43701", + "issue:43720", + "issue:43723", + "issue:43873", + "issue:43976", + "issue:43994", + "issue:44112", + "issue:44448", + "issue:44451", + "issue:44462", + "issue:44466", + "issue:44493", + "issue:44554", + "issue:44568", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45520" + ], + "soft_pairs": [ + "issue:29127|issue:32090", + "issue:43335|issue:43653", + "issue:44977|issue:45229", + "issue:38175|issue:44493", + "issue:43335|issue:45083", + "issue:43335|issue:43504", + "issue:43550|issue:44112", + "issue:43335|issue:45072", + "issue:44568|issue:45491", + "issue:43720|issue:44112", + "issue:44448|issue:44977", + "issue:40444|issue:43526", + "issue:43723|issue:44554", + "issue:43335|issue:44112", + "issue:34689|issue:35141", + "issue:45372|issue:45406", + "issue:43606|issue:44857", + "issue:44857|issue:45072", + "issue:43873|issue:44493", + "issue:43066|issue:44462", + "issue:43873|issue:45229", + "issue:37428|issue:44987", + "issue:43278|issue:43329", + "issue:43701|issue:45083", + "issue:29942|issue:35141", + "issue:41720|issue:45229", + "issue:43550|issue:45083", + "issue:44451|issue:45520", + "issue:43976|issue:45440", + "issue:32090|issue:33357", + "issue:45372|issue:45459", + "issue:44448|issue:44466", + "issue:43065|issue:45412", + "issue:43065|issue:43994" + ], + "prepared_review_unit_hash": "5a08f86786f43d54cc567fcdc047998501fc3266f20ba6245afe2b6ef228fb7b", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1351, + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37515, + "estimated_input_tokens": 9379, + "estimated_eval_tokens": 19014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a single duplicate cluster: the soft pairs span many unrelated bugs across tokenizers, multimodal processors, attention, device mapping, and CI regressions. None of the candidate edges look like the same underlying change or bug.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong canonical target because the pairings are mostly false positives across unrelated reports. If forced, issue:43335 is only the most connected node, not the most representative bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Different subsystems and failures: LayoutLMv3 error messaging vs Trainer/_gpu_broadcast_one NoneType broadcast error." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Unrelated bugs: SwitchTransformers sparse-layer config vs BigBirdTokenizer special-token decoding." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Different models and failure modes: Qwen3.5 flash-attention generation bug vs Gemma4 multi-GPU OOM." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Different issues: SigLIP2 zero probabilities vs widespread unexpected position-id keys." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers config bug is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different model families and code paths: SwitchTransformers config vs BEiT semantic-segmentation load preset legacy field." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba torch.compile/SDPA issue is unrelated to GraniteSpeech stale device-override CI failure." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformers is not the same bug as bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token behavior and Gemma3 mixed-length NaNs are distinct bugs." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading bug is unrelated to GraniteSpeech CI device override state." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different regressions: Pegasus v4/v5 output drift vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable-dataset/multi-image failure is unrelated to BEiT fast processor label reduction." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "AutoTokenizer loading in v5 and MPS attention correctness are unrelated code paths." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and GraniteSpeech device-override CI failure are unrelated." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision model loading regression is unrelated to output-embedding reinit after resizing token embeddings." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 processor import dependency issue is separate from transformers serve missing _tokenizer attribute." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU-offload device mismatch for bark-small is unrelated to LwDetrImageLoss float16 CUDA crashes." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype/precision, but they are different models and concrete failures: AMP crash vs bfloat16 inference mismatch." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Quantization offloading behavior is unrelated to unexpected position-id key warnings/errors." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder type regression and tokenizer.json being ignored are different loading issues." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantized offloading bug and Gemma4 multi-GPU OOM are not the same underlying problem." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Flash-attention import error and loading physical-intelligence/fast on v5.1.0 are not clearly the same defect." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to multimodal token counting using undefined video helpers." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and qwen3_omni_moe length helper behavior are different issues." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failing Flash Attention 2 tests do not match token-embedding reinitialization after resize." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device-mapping assert and Gemma4 inference OOM are different failure modes." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe feature extraction lengths." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "ScandiBERT load failure and Python 3.13 flash_attn KeyError are different compatibility problems." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python-version incompatibility in Transformers 5.1.0 is unrelated to DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer NoneType broadcast error and MacOS bus error with community CLIP are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 ReasoningEffort import breakage and protobuf-related tokenizer error masking are different bugs." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus output drift and lm_head.weight serialization inconsistency may both be v5 regressions, but they are not the same concrete bug." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to RT-DETR memory not being freed." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and SigLIP2 nonsensical outputs are different model 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": 13, + "review_unit_index": 22, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:36010", + "issue:39692", + "issue:42915", + "issue:42994", + "issue:43257", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43504", + "issue:43526", + "issue:43531", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44279", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44743", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45072", + "issue:45103", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45491" + ], + 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"e635f5ce5d597c27339dc0c29362244fd3c326857d6e8fcecabd9f4c0bc64ae2", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1351, + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37017, + "estimated_input_tokens": 9255, + "estimated_eval_tokens": 18766 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft links mostly reflect broad lexical overlap (errors, tokenizers, processors, vision models, training/runtime issues) rather than the same underlying bug. I would not merge any of the proposed pairs.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Different components and failure modes: LayoutLMv2 NER/batching crash vs Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated behavior: pipeline top_k nesting bug vs Trainer/_gpu_broadcast_one NoneType error." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token decode issue is unrelated to Qwen3.5 recurrent-state reset in modular_qwen3_5.py." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "BF16\u2192FP32 dtype drift in eval is not the same as gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export with torch_compilable_check is a different code path from Wav2Vec2 save/tokenization failures." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer task AttributeError is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "Qwen3 MoE weight conversion issue is unrelated to embedding dtype changes during evaluation." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and quantized model saving failure are distinct quantization bugs." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor update bug is unrelated to Gemma3 NaN embeddings with sliding-window attention." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id mismatch is not the same as Qwen3.5 flash-attention generation corruption." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 model/pipeline mismatch is unrelated to RT-DETR memory not being released on delete." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center arg in LasrFeatureExtractor is a different regression from Qwen2.5/3 video input handling." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer configuration issue is unrelated to DeepseekV3MoE divergence from remote implementation." + }, + { + "left": "issue:43504", + "right": "issue:44857", + "accept": false, + "reason": "BEiT legacy-field load bug is unrelated to LwDetrImageLoss AMP/CUDA crash." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "OmDet-Turbo processor size mismatch is unrelated to RT-DETR model memory retention." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Failing Flash Attention 2 tests and void segmentation-map processing are different subsystems and symptoms." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotations crash is unrelated to Gemma 4 processor loading failing on missing ReasoningEffort import." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error on CLIP model and SigLIP2 documentation errors are different problems." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity issue is unrelated to TrainerState token counter not updating." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer NoneType broadcast error is unrelated to Adafactor OOM in DeepSpeed." + }, + { + "left": "issue:45072", + "right": "issue:45229", + "accept": false, + "reason": "dtype mismatches in bfloat16 inference are unrelated to Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Qwen2.5-VL import error is unrelated to a generic dependency issue with transformers." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are different training-loop issues." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id AttributeError is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to LayoutLMv2Tokenizer crashes on NER/padding." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is unrelated to Gemma3 NaN embeddings from mixed-length batching." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio processor chat-template sample-rate default bug is unrelated to LasrFeatureExtractor center-arg crash." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation bug is unrelated to the category-count limit runtime error." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures do not match a GenerationMixin import error." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and CLIP MacOS bus error are 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": 13, + "review_unit_index": 23, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:33290", + "issue:33666", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:39692", + "issue:42915", + "issue:43232", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43673", + "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:44610", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44964", + "issue:45003", + "issue:45072", + "issue:45216", + "issue:45290", + "issue:45440", + "issue:45479", + "issue:45491" + ], + "soft_pairs": [ + "issue:29127|issue:35141", + "issue:43761|issue:44079", + "issue:44442|issue:45072", + "issue:42915|issue:43931", + "issue:43232|issue:43388", + "issue:43526|issue:44857", + "issue:43526|issue:44610", + "issue:44479|issue:45290", + "issue:43723|issue:45479", + "issue:44743|issue:44811", + "issue:45003|issue:45440", + "issue:43575|issue:43701", + "issue:43931|issue:45216", + "issue:43316|issue:43525", + "issue:43646|issue:44077", + "issue:43761|issue:44188", + "issue:43575|issue:44387", + "issue:44964|issue:45440", + "issue:43994|issue:44206", + "issue:29942|issue:33666", + "issue:39692|issue:45491", + "issue:43673|issue:44743", + "issue:44442|issue:44898", + "issue:33290|issue:34567", + "issue:34689|issue:43611", + "issue:43381|issue:43873", + "issue:43493|issue:43827", + "issue:44077|issue:44479", + "issue:33290|issue:34689", + "issue:33290|issue:35141" + ], + "prepared_review_unit_hash": "1e218f6b0bf79ffa24861049a4a3b3daf8f374067ae4a3691b0269d82fd64eee", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1351, + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36126, + "estimated_input_tokens": 9032, + "estimated_eval_tokens": 18320 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: the soft pairs are mostly lexical similarities across different models, regressions, and subsystems, not the same underlying bug/change. I would not merge any of the proposed pairs as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this cluster; the items describe unrelated bugs across different models and code paths, with no soft pair clearly sharing the same root cause.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45440 is the strongest representative: it is an open, concrete model-implementation divergence report with broader technical impact than the other narrowly scoped issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Different bugs: one is an error-message clarity issue in LayoutLMv3, the other is token embedding reinitialization in post_init." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVision hidden_states regression and ModelOutput key assignment are distinct code paths and failure modes." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure vs dtype mismatch in inference; no shared concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Both involve model loading/regression language, but they are different models and different failures (FP8 config vs weight shape mismatch)." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to metric gathering dropping tuple labels." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to LwDetrImageLoss AMP/CUDA crashing." + }, + { + "left": "issue:43526", + "right": "issue:44610", + "accept": false, + "reason": "Different processor/model mismatch issues affecting different pipelines and outputs." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video input regression in Qwen variants is unrelated to chat template tool-call handling." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer auto-loading regression and single-label classification zero-loss are separate problems." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent state reset in cached generation is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "sys.modules access in modeling_utils is a different bug from DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM on loading is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen-related regressions, but one is a weight-shape load error and the other is incorrect save_pretrained checkpoint contents." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Different config API inconsistencies on different models; same theme, not same bug." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model init breakage and patchtsmixer post_init policy are not the same underlying issue." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden_states omission and attention-kernel divergence under torch.compile are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "OOM during tensor-parallel loading and increased reserved memory under int4 quantization are different memory issues." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Phi-4 multimodal loading failure is unrelated to DeepseekV3MoE remote-implementation divergence." + }, + { + "left": "issue:43994", + "right": "issue:44206", + "accept": false, + "reason": "SigLIP2 wrong outputs and LasrFeatureExtractor center-arg regression are different bugs." + }, + { + "left": "issue:29942", + "right": "issue:33666", + "accept": false, + "reason": "Flash Attention 2 CI failures and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "SigLIP2 docs example mistakes are not the same as Gemma3 NaN embeddings on GPU." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/cache behavior, but they affect different mechanisms and code paths." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver non-default resolution failure are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "AdaFactor/deepspeed OOM and TrainerState token counter not updating are separate trainer issues." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are model-loading regressions, but they stem from different version changes and different loader failures." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and offloading with quantization are distinct behaviors." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX divergence is unrelated to stale pipeline docs after v5 removals." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen video-input regression are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "OOM in deepspeed adafactor training and Llama 3.2 model-loading breakage are different failures." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Training OOM and output embedding reinitialization 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": 13, + "review_unit_index": 24, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:28282", + "issue:33290", + "issue:34689", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41628", + "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:43688", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43761", + "issue:43825", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:44162", + "issue:44190", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44617", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45127", + "issue:45137", + "issue:45200", + "issue:45372" + ], + "soft_pairs": [ + "issue:41628|issue:45372", + "issue:43720|issue:44442", + "issue:43749|issue:43931", + "issue:43643|issue:44913", + "issue:43873|issue:44871", + "issue:39692|issue:44206", + "issue:44190|issue:44496", + "issue:33290|issue:36331", + "issue:43381|issue:43856", + "issue:43316|issue:44877", + "issue:44855|issue:45137", + "issue:34689|issue:36010", + "issue:43540|issue:44514", + "issue:42175|issue:43316", + "issue:44162|issue:44792", + "issue:43388|issue:43688", + "issue:43404|issue:43441", + "issue:43316|issue:43716", + "issue:16998|issue:22355", + "issue:25251|issue:28282", + "issue:41950|issue:43475", + "issue:43065|issue:44617", + "issue:45127|issue:45200", + "issue:43295|issue:43825", + "issue:43761|issue:44479" + ], + "prepared_review_unit_hash": "0ee7053ab209298acf0c519cd756e386fc6f71a6398c1b872e4c3ede5b7b8acd", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1351, + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35229, + "estimated_input_tokens": 8808, + "estimated_eval_tokens": 17872 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issue reports across different models, APIs, and regression types; none of the soft pairs look like the same underlying bug/change, so this is not a real duplicate cluster.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Different import failures in different places: AutoImageProcessor missing vs ReasoningEffort missing from mistral_common/Gemma 4 processor loading." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "One is a CI/accelerate packed-weights unloading bug; the other is AutoTokenizer failing to load a specific tokenizer class. Not the same code path." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading vs Qwen3-VL shape mismatch during model load are distinct loading problems with different causes." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "trust_remote_code missing config fields is a config deserialization issue; GPTNeoX rotary_pct reset on reload is a separate config persistence bug." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior vs Gemma-3 eos_token_id mismatch are unrelated model/runtime issues." + }, + { + "left": "issue:39692", + "right": "issue:44206", + "accept": false, + "reason": "SigLIP2 docs errors are about an example mismatch and quantization failure; LasrFeatureExtractor center-arg crash is a different preprocessing regression." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to unrecognized model/config.json loading for a different repository/model." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "AdaFactor/DeepSpeed OOM and CustomTrainer.compute_loss signature breakage are separate training bugs." + }, + { + "left": "issue:43381", + "right": "issue:43856", + "accept": false, + "reason": "Gradient checkpointing in eval mode is a mode-compatibility bug; Qwen3 MoE memory usage is a training efficiency issue." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is not the same as strict config blocking granite_speech config loading." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 IndentationError from torch.jit parsing differs completely from DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Llama 3.2 model loading regression is unrelated to a missing GenerationMixin import path issue." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Video input processing in Qwen3OmniMoe is different from batched apply_chat_template padding=False failure in Qwen2_5_VLProcessor." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Torch-only install missing TensorFlow backend is packaging/dependency-related, not the Gemma3TextConfig API issue." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage for scientific workflows is unrelated to a janus test failure around image generation." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "One is gather_for_metrics dropping tuple labels in the last batch; the other is auxiliary loss normalization in MoE models." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Weight tying in Mistral3ForConditionalGeneration is a model consistency bug; FlashAttention failure for Ministral-3 is a separate attention backend issue." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and Mistral-3 image preprocessor dtype mismatch are unrelated model-specific regressions." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "DeBERTa-V3 model_max_length question and missing transformers.onnx module are unrelated and far apart in scope." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "top_k changing pipeline output shape is unrelated to AutoModel/PyTorch missing import error." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification pipeline using image processors and SAM3 video missing fpn_position_embeddings are different pipeline/model bugs." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as Sam3Video CUDA OOM; one is a code correctness issue, the other a resource issue." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge with extended vocabulary causing collapse is unrelated to Gemma 4 mm_token_type_ids defaulting for text-only fine-tuning." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "processor.tokenizer/images regression is distinct from the v5 translation-task error-message mismatch." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is unrelated to Qwen video input regression across multiple model families." + } + ] + }, + "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": 13, + "review_unit_index": 25, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:41720", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43388", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43575", + "issue:43582", + "issue:43606", + "issue:43646", + "issue:43650", + "issue:43701", + "issue:43742", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44220", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:44977", + "issue:45245", + "issue:45290", + "issue:45362", + "issue:45381", + "issue:45406" + ], + "soft_pairs": [ + "issue:44734|issue:45406", + "issue:44077|issue:44534", + "issue:43550|issue:43701", + "issue:43295|issue:44871", + "issue:43606|issue:43701", + "issue:43452|issue:44496", + "issue:43646|issue:44913", + "issue:43906|issue:45290", + "issue:43761|issue:44242", + "issue:42617|issue:43575", + "issue:43575|issue:43742", + "issue:43931|issue:44060", + "issue:44521|issue:45381", + "issue:43575|issue:43873", + "issue:43525|issue:43531", + "issue:44479|issue:44734", + "issue:44792|issue:44977", + "issue:32090|issue:35141", + "issue:44464|issue:44871", + "issue:44933|issue:45362", + "issue:43065|issue:44610", + "issue:43827|issue:43994", + "issue:44534|issue:44913", + "issue:41720|issue:45245", + "issue:44190|issue:44964", + "issue:43650|issue:44220", + "issue:43388|issue:43582", + "issue:43761|issue:44743" + ], + "prepared_review_unit_hash": "7805fff8c281d72f9c122499e4c12369ea7bcaf74d79a9104835081ee8b0ba04", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1351, + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35939, + "estimated_input_tokens": 8985, + "estimated_eval_tokens": 18226 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated regressions, model-specific loading bugs, training/runtime issues, and docs/API breakages. None of the soft pairs look like safe duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits this cluster; the items are not the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative issue is needed, issue:44521 is the most active/open and user-visible, but it is not a true canonical duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Different failures: KV-cache continuation tensor indexing in serve vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Unrelated bugs: post_init being optionally allowed for patchtsmixer vs junk-filled non-persistent buffers." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Different code paths: Bamba SDPA/torch.compile failure vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Both touch model/config behavior, but one is processor.tokenizer/image handling and the other is Gemma eos_token_id mismatch." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to checkpoint resume key handling." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Loading via gguf_file is a different problem from an unrecognized model/config.json issue." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage is not the same as GPTNeoXConfig rotary_pct not persisting on reload." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "Isolated reproduction of an old issue is unrelated to apply_chat_template crashing on tool-call assistant messages." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVisionModel hidden_states bug and missing load-balancing loss are separate model behaviors." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py runtime failure is unrelated to Qwen2-57B-A14B-Instruct loading OOM." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Both are loading-related, but one is tensor-parallel OOM and the other is a KeyError for MobileLLM config/loading." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Shape mismatch loading Qwen3-VL is not the same as a tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both involve multimodal chat/input handling, but assistant_masks being all zero is a different defect from wrong video vision_position_ids." + }, + { + "left": "issue:43575", + "right": "issue:43873", + "accept": false, + "reason": "Qwen2 tensor-parallel OOM and quantization offloading behavior are distinct issues." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression in Qwen multimodal models is not the same as a serve KV-cache indexing crash." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error and embedding reinitialization after resize are different bugs." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Chunked generation with compiled forward is unrelated to Gemma-3 eos_token_id configuration inconsistency." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Nonexistent image_utils import is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet processor size mismatch are separate model/preprocessing issues." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() is not the same bug as nonsensical Siglip2 outputs with AutoModel/pipeline." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk in v5 is unrelated to GPTNeoX rotary_pct resetting on reload." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device-mapping cuda assert and the 2^24 category limit error are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading failure in a no-trainer script is unrelated to Phi-4 multimodal model loading." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "The placeholder title and the fbank feature-extraction issue do not describe the same bug." + }, + { + "left": "issue:43388", + "right": "issue:43582", + "accept": false, + "reason": "gather_for_metrics last-batch label dropping is unrelated to Apple Silicon warmup TypeError." + }, + { + "left": "issue:43761", + "right": "issue:44743", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen3.5 recurrent-state reset are different 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": 13, + "review_unit_index": 26, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:39692", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43299", + "issue:43335", + "issue:43404", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43643", + "issue:43644", + "issue:43854", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44355", + "issue:44466", + "issue:44496", + "issue:44683", + "issue:44734", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:45003", + "issue:45127", + "issue:45216", + "issue:45276", + "issue:45335", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45446" + ], + "soft_pairs": [ + "issue:45127|issue:45357", + "issue:44355|issue:44855", + "issue:43644|issue:44913", + "issue:44496|issue:45372", + "issue:43976|issue:44855", + "issue:43540|issue:44734", + "issue:44077|issue:44079", + "issue:43550|issue:44190", + "issue:43295|issue:45276", + "issue:43335|issue:44855", + "issue:43404|issue:45216", + "issue:43116|issue:44190", + "issue:41950|issue:44016", + "issue:36246|issue:41628", + "issue:39692|issue:44190", + "issue:43644|issue:44871", + "issue:44186|issue:44734", + "issue:43479|issue:45375", + "issue:36246|issue:38617", + "issue:44246|issue:45003", + "issue:44016|issue:44220", + "issue:38175|issue:43065", + "issue:44466|issue:44913", + "issue:44683|issue:45446", + "issue:42175|issue:44279", + "issue:44112|issue:44792", + "issue:43854|issue:44792", + "issue:43295|issue:45335", + "issue:43643|issue:44496", + "issue:43299|issue:45216", + "issue:44016|issue:44062" + ], + "prepared_review_unit_hash": "97416781cbbdd621cf7d5cbfc9231d1f67ee28f6de10fecffa1098d3cc9410ad", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1351, + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37266, + "estimated_input_tokens": 9317, + "estimated_eval_tokens": 18890 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are distinct regressions across unrelated models, configs, imports, and scripts. I do not see any soft-edge pair that safely collapses into one duplicate/canonical bug.", + "confidence": 0.93, + "canonical_issue_reason": "No true canonical issue: the items span separate failure modes, so picking one as the cluster anchor would be arbitrary.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43295 is the best representative only in the loose sense that it is a broad, user-facing regression around multimodal processor/tokenizer behavior.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen save/tie-weight problems: LoRA+extended-vocab collapse vs incorrect visual-encoder keys in save_pretrained." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are import-time failures, but one is about compiled .py execution and the other is a Python 3.13 IndentationError from a torch.jit.script parsing edge case." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Different persistence bugs: junk non-persistent buffers vs rotary_pct resetting on reload." + }, + { + "left": "issue:44496", + "right": "issue:45372", + "accept": false, + "reason": "Unrecognized-model/config loading failure is unrelated to the mistral_common ReasoningEffort import breakage in Gemma 4 processor loading." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "A Python-version compatibility complaint is not the same as the DebertaV2 import parse error on Python 3.13." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different code paths: Qwen3OmniMoe video-input validation vs serve KV-cache continuation tensor indexing." + }, + { + "left": "issue:44077", + "right": "issue:44079", + "accept": false, + "reason": "One is about optional post_init in patchtsmixer; the other is ModelOutput key assignment when a value was previously None." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA failure and a local-dataset loading failure in an example script are separate problems." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Both are regressions, but one is processor/tokenizer API breakage and the other is resize_token_embeddings not propagating to Gemma 4 embeddings." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformersConfig sparse-layer creation and a Python 3.13 decorator/comment parsing issue are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Different multimodal weight/checkpoint bugs: untied lm_head in Mistral3 vs incorrect Qwen3.5 save_pretrained output." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Empty multi-label classification outputs and local dataset loading in the image-classification script are different failures." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Pipeline image-processor lookup for video is unrelated to a notebook syntax error." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but one is a missing Qwen2_5_VLImageProcessor symbol and the other is a top-level AutoImageProcessor import failure." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "Documentation example errors and local dataset loading in a training script are not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:44871", + "accept": false, + "reason": "Non-persistent buffer junk and Gemma eos_token_id mismatch are different model-state/config issues." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crashes are unrelated to the serve KV-cache continuation indexing bug." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Default vision/audio config initialization and a missing deepstack_visual_indexes field are different config-handling problems." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing imports in different modules; no shared underlying bug." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowdowns and unsafe sys.modules access may be related at a high level, but they are not the same concrete defect." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and fbank feature extraction failure are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "SigLIP2 zero-probability output and a dummy Conv2d in Sam3PixelDecoder are different model bugs." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "lm_head serialization inconsistency and rotary_pct reset-on-reload are separate persistence issues." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "These touch flex_attention, but one is a torch>=2.9 compilation failure and the other is a version-check/import bug for AuxRequest." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "An extras/backend dependency omission is not the same as a vague dependency issue report." + }, + { + "left": "issue:44112", + "right": "issue:44792", + "accept": false, + "reason": "GraniteSpeech CI stale test and Janus image-generation test failure are unrelated test failures." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "GLM-4.7-Flash loading in unit tests and Janus generate-images test failure are different model/test paths." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression and t5gemma embedding resize propagation are different bugs, despite both involving multimodal/model wiring." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading is not the same as an unrecognized-model/config.json failure." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both mention Qwen3.5 regressions, but one is model loading and the other is save_pretrained checkpoint correctness; they are different code paths." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "A notebook syntax error and AddedToken special-argument duplication 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": 13, + "review_unit_index": 27, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44075", + "issue:44112", + "issue:44242", + "issue:44279", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44464", + "issue:44496", + "issue:44521", + "issue:44617", + "issue:44779", + "issue:44871", + "issue:44877", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45245", + "issue:45278", + "issue:45290", + "issue:45325", + "issue:45357", + "issue:45405" + ], + "soft_pairs": [ + "issue:42907|issue:43441", + "issue:44112|issue:44964", + "issue:44871|issue:45245", + "issue:43673|issue:44336", + "issue:43976|issue:44987", + "issue:44496|issue:45042", + "issue:43526|issue:43901", + "issue:43824|issue:44933", + "issue:43299|issue:45357", + "issue:43976|issue:44279", + "issue:43577|issue:45216", + "issue:44075|issue:44368", + "issue:43901|issue:44496", + "issue:44521|issue:45325", + "issue:43854|issue:44964", + "issue:44242|issue:45200", + "issue:41950|issue:45020", + "issue:44464|issue:45245", + "issue:43976|issue:45405", + "issue:44351|issue:45278", + "issue:41950|issue:43650", + "issue:43479|issue:43525", + "issue:44462|issue:45081", + "issue:44496|issue:44877", + "issue:44297|issue:44462", + "issue:44279|issue:45405", + "issue:43550|issue:44964", + "issue:43299|issue:43854", + "issue:44462|issue:44779", + "issue:43295|issue:44779", + "issue:38175|issue:44617", + "issue:39692|issue:43901", + "issue:43650|issue:45290" + ], + "prepared_review_unit_hash": "c22bd1ac2d2d8491d3e6f17a7032c39fe4cf59730998a5267be3b3975bc79dc7", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1351, + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37564, + "estimated_input_tokens": 9391, + "estimated_eval_tokens": 19038 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly separate Transformers bugs and docs issues, not true duplicates. The soft-similarity pairs share broad themes like tokenizer/loading regressions or multimodal handling, but the concrete failure modes differ.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest standalone report: it has a concrete repro, active discussion, inbound references, and a clearly scoped bug in multimodal chat-template masking.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Different bugs: dequantized save failure vs FlashAttention load failure for Ministral; not the same code path." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI stale-device-test failure in GraniteSpeech is unrelated to Phi-4 multimodal model loading." + }, + { + "left": "issue:44871", + "right": "issue:45245", + "accept": false, + "reason": "Gemma eos_token_id inconsistency is 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"issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3VL MoE loading failure and Qwen3.5 save_pretrained key corruption are distinct regressions." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "General dependency complaint does not match the Python compatibility bug." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype propagation bug is unrelated to Qwen3.5 checkpoint save regression." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD argument handling and tie_word_embeddings warning are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch for pipeline output is unrelated to model_type/config loading failure." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Assistant mask generation bug is different from Qwen2.5-VL rope index scaling." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model-loading failures for different checkpoints." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "MoE load-balancing loss and Gemma 4 token-type defaults are different training issues." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup bug is not the same as remote_code loading regressions." + }, + { + "left": "issue:44464", + "right": "issue:45245", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is unrelated to the categories limit error." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python support regression is unrelated to the PEFT minimum-version bump." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "HybridCache import failure is only loosely related to broader import errors; not the same concrete bug." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "No meaningful duplicate relation; ADD THE DATA is not a technical bug report." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config/model classes and different attributes; not the same initialization bug." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer.json precedence bug and Mistral regex patch crash are different failure modes." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer class metadata mismatch on save is different from AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:44496", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config loading, but one is missing model_type and the other is strict granite_speech config validation; not the same bug." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue does not match the specific PEFT version bump problem." + }, + { + "left": "issue:43550", + "right": "issue:44964", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba is unrelated to Phi-4 multimodal loading." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL loading regression and Qwen2_5_VL import error are different model-family issues." + }, + { + "left": "issue:44462", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer.json precedence and Deepseek tokenizer correctness are different tokenizer regressions." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor.tokenizer regression in custom model code is unrelated to Deepseek tokenizer output changes." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "SigLIP2 zero-probabilities bug is unrelated to Sam3Video CUDA OOM." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 doc-example errors and text-classification docs mismatch are different documentation issues." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Nonsense/meta issue is unrelated to the apply_chat_template tool-call crash." + } + ] + }, + "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": 13, + "review_unit_index": 28, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42994", + "issue:43065", + "issue:43122", + "issue:43262", + "issue:43295", + "issue:43317", + "issue:43352", + "issue:43441", + "issue:43450", + "issue:43475", + "issue:43525", + "issue:43650", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44220", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44336", + "issue:44466", + "issue:44521", + "issue:44589", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:45250", + "issue:45276", + "issue:45362", + "issue:45397" + ], + "soft_pairs": [ + "issue:44016|issue:44291", + "issue:42994|issue:43317", + "issue:43441|issue:44683", + "issue:43450|issue:44279", + "issue:44466|issue:45276", + "issue:43065|issue:44898", + "issue:43723|issue:44162", + "issue:43262|issue:44521", + "issue:44261|issue:44263", + "issue:44623|issue:45397", + "issue:43122|issue:43650", + "issue:44623|issue:44749", + "issue:44671|issue:44779", + "issue:43673|issue:43761", + "issue:43901|issue:43994", + "issue:42175|issue:43976", + "issue:44297|issue:45397", + "issue:43475|issue:44016", + "issue:43824|issue:43976", + "issue:44589|issue:45362", + "issue:43295|issue:44617", + "issue:43901|issue:44246", + "issue:43352|issue:45250", + "issue:43525|issue:43881", + "issue:43450|issue:44617", + "issue:41950|issue:44220", + "issue:41628|issue:43976", + "issue:44188|issue:44336" + ], + "prepared_review_unit_hash": "2465ce0009ef635fdfca592c26430dffae2e904669cdc51293234427b20b6522", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1351, + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35692, + "estimated_input_tokens": 8923, + "estimated_eval_tokens": 18102 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a heterogeneous grab-bag of unrelated Transformers issues, with only a loose overlap around v5 regressions, processors/tokenizers, and FlashAttention. I did not find any soft pair that is clearly the same underlying bug/change.", + "confidence": 0.36, + "canonical_issue_reason": "issue:43295 is the clearest broad user-facing regression in the set, centered on processor/tokenizer behavior breaking custom multimodal code paths in v4.57.5/v5.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43295 best represents the apparent v5 API-regression theme and is more generally phrased than the model-specific or environment-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error vs init_empty_weights unexpected argument; unrelated problems." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure vs dequantized model offload loading failure; related area, different code paths." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both mention attention backends, but different models and different failures (model support check vs compiled flex_attention on newer torch)." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video batched-shape bug vs dependency issue; not the same bug." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization of tied lm_head weights vs resize_token_embeddings not updating embeddings; different behavior." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs Perceiver non-default resolution failure; different models and code paths." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression vs ESM2 model breakage; no concrete overlap." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Audio chat_template sampling-rate default vs multimodal assistant_masks all zero; both touch chat templates but are different bugs." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "MLA q_a_layernorm precision/config issue vs torch.split return values in GlmMoeDsaIndexer; unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing files on processor.save_pretrained vs gemma-4 zero3 from_pretrained; not the same failure." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenization change regression vs unrelated generic 'ADD THE DATA' issue." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained/files bug vs data filtering slowdown after upgrade; different symptoms." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked LM prediction regression vs Deepseek tokenizer regression; distinct models and bugs." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing in v5 chunked_prefill vs CLIPVisionModel hidden_states regression; different subsystems." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for return_all_scores vs SigLIP2 model/pipeline results issue; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "TensorFlow extra-install packaging issue vs Python version compatibility issue; different environment problems." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch vs gemma-4 zero3 loading problem; not the same bug." + }, + { + "left": "issue:43475", + "right": "issue:44016", + "accept": false, + "reason": "Sam3Video encoder attribute error vs notebook syntax error; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing model import vs Python version support; not the same issue." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Missing Float8 storage object vs Qwen3.5 chat crash; different code paths." + }, + { + "left": "issue:43295", + "right": "issue:44617", + "accept": false, + "reason": "Processor/tokenizer regression vs Sam3Video CUDA OOM; unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Pipeline docs mismatch vs slow import; no concrete overlap." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Specific model not supporting Flash Attention 2.0 vs a generic Flash Attention topic; too broad and not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config missing pad_token_id vs glm-4v-9b loading failure; distinct models and failure modes." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Incorrect batched video processor shape vs CUDA OOM in Sam3Video; not a duplicate." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline using image processors vs audio fbank extraction issue; different components." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import error vs Python 3.9/3.10 compatibility problem; unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs ANSI codes in loading_report; 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": 13, + "review_unit_index": 29, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43065", + "issue:43066", + "issue:43232", + "issue:43257", + "issue:43299", + "issue:43408", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:43994", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44462", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45276", + "issue:45292", + "issue:45356", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45459" + ], + "soft_pairs": [ + "issue:44295|issue:45397", + "issue:42491|issue:43299", + "issue:44246|issue:44496", + "issue:44336|issue:44373", + "issue:44462|issue:45356", + "issue:43526|issue:45003", + "issue:43994|issue:45276", + "issue:43531|issue:45362", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43673|issue:44561", + "issue:44336|issue:44485", + "issue:36246|issue:43596", + "issue:44242|issue:44857", + "issue:44162|issue:45200", + "issue:44246|issue:44871", + "issue:44779|issue:45292", + "issue:44987|issue:45459", + "issue:44295|issue:44749", + "issue:43441|issue:43540", + "issue:44877|issue:45375", + "issue:41950|issue:43596", + "issue:43066|issue:44779", + "issue:43901|issue:45003", + "issue:42886|issue:45229", + "issue:44995|issue:45200", + "issue:43257|issue:45137", + "issue:43065|issue:43408", + "issue:43232|issue:44336", + "issue:44496|issue:45003" + ], + "prepared_review_unit_hash": "b747085123d727f9463a75202b8dea16e37b5b1b63f1cb05594ea62b27920532", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1351, + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36465, + "estimated_input_tokens": 9117, + "estimated_eval_tokens": 18490 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated Transformers bugs/regressions across different model families and subsystems (imports, tokenizers, generation, config, distributed loading, pipelines). I did not find any soft-edge pair that looks like the same underlying bug/change.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out; the items are heterogeneous and do not cluster around one concrete bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative because the set spans many distinct failure modes rather than one duplicate thread.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Different problems and model paths: position_ids buffer access vs Gemma-4 ZeRO3 loading." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3/MoE loading regressions, but the concrete failures and model types differ; not the same bug." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import-time slowdown vs unrecognized model/config loading failure; unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI output in loading_report vs a docstring issue for position_ids; unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different code paths and symptoms." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:43994", + "right": "issue:45276", + "accept": false, + "reason": "Siglip2 inference/pipeline issue vs resize_token_embeddings not updating embeddings; different bug classes." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior vs Qwen3.5-35B chat crash; not the same failure." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Missing transformers symbol vs missing huggingface_hub symbol; separate import errors." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing exports: Qwen2_5_VLImageProcessor vs HybridCache." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Generation cache issue vs removal of is_torch_fx_available breaking trust_remote_code models." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Terminal ANSI output bug vs GLM-5 RoPE implementation discussion; unrelated." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for a vision processor vs DeepSpeed ZeRO3/BertModel index error." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "MoE router loss bug vs CUDA/AMP crash in LwDetrImageLoss; different subsystems." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 model breakage vs Gemma 4 token-type ID requirement; unrelated models and symptoms." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import performance vs Gemma-3 eos_token_id inconsistency; unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "DeepSeek tokenizer regression vs resize_token_embeddings not propagating; different problems." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure vs tokenizer exception masking when protobuf is absent; unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Buffer/read error vs Chinese report about post-upgrade data filtering slowdown; unrelated." + }, + { + "left": "issue:43441", + "right": "issue:43540", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 vs video-input processing error in Qwen3OmniMoe." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both mention strict config handling, but they are different models and different missing-field issues." + }, + { + "left": "issue:41950", + "right": "issue:43596", + "accept": false, + "reason": "Pipeline processor lookup bug vs DeepSpeed/BertModel init failure; unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer decoder type mismatch vs DeepSeek tokenizer incorrect results; both v5 tokenizer regressions but not the same concrete defect." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch in text classification pipeline vs unsafe sys.modules access; unrelated." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline cache load failure vs Gemma4 multi-GPU OOM; unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale indexer cache crash on second forward vs Gemma 4 mm_token_type_ids defaulting; unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed vs generic ZeRO3 deque pop error; different failures." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs model-type mismatch warning for sam3_video/sam3_tracker." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs/update bug vs ANSI codes in loading_report; unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading failure vs unsafe sys.modules access; 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": 13, + "review_unit_index": 30, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:42371", + "issue:42673", + "issue:43232", + "issue:43262", + "issue:43295", + "issue:43381", + "issue:43441", + "issue:43475", + "issue:43540", + "issue:43606", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43701", + "issue:43704", + "issue:43931", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44246", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44466", + "issue:44623", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44933", + "issue:44977", + "issue:45003", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45230", + "issue:45278", + "issue:45292", + "issue:45310", + "issue:45335", + "issue:45356", + "issue:45381", + "issue:45397", + "issue:45459" + ], + "soft_pairs": [ + "issue:43262|issue:44246", + "issue:43295|issue:45292", + "issue:44060|issue:44077", + "issue:43475|issue:43540", + "issue:44466|issue:45335", + "issue:43653|issue:44162", + "issue:44368|issue:44977", + "issue:43673|issue:44734", + "issue:44933|issue:45459", + "issue:43441|issue:43606", + "issue:44869|issue:45356", + "issue:43232|issue:43673", + "issue:43931|issue:44368", + "issue:44297|issue:44623", + "issue:43673|issue:45278", + "issue:43646|issue:44162", + "issue:43381|issue:45292", + "issue:43381|issue:45335", + "issue:42673|issue:43704", + "issue:28282|issue:30990", + "issue:44361|issue:44749", + "issue:44077|issue:45003", + "issue:44749|issue:45310", + "issue:45230|issue:45397", + "issue:44038|issue:44623", + "issue:43475|issue:45381", + "issue:43475|issue:43643", + "issue:43701|issue:44749", + "issue:45081|issue:45103", + "issue:42371|issue:45092" + ], + "prepared_review_unit_hash": "6629718bbf7d49e9ea8075345183bb652a98eb40ba5a424714522fbf4f33c5b4", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1351, + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "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": "This cluster is mostly a semantic spillover of many unrelated Transformers bug reports. Only one soft pair looks like a true duplicate; the rest share broad themes like tokenization, generation, or v5 regressions but describe different concrete code paths or symptoms.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella here, describing widespread import failures after upgrading to 5.5.0. It is still not a true canonical for the whole cluster, but it best matches the cluster\u2019s general upgrade/regression theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the best single issue to represent the cluster because it is the most general and user-facing regression report among the set. It is not a precise duplicate target, just the least-specific representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Both involve loading/processing behavior, but one is audio chat-template sampling-rate handling and the other is slow imports. Different bugs and code paths." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Different regressions: processor/tokenizer access breakage versus resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "One is a tied-weights warning bug in Qwen3-Next; the other is a post_init/patchtsmixer policy issue. Not the same change." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both are video/multimodal failures, but they affect different models and different failure points." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both concern tied embeddings/resizing, but one is inconsistent serialization by device while the other is resize_token_embeddings not propagating to decoder embeddings." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer special-token registration bug versus a broken ESM2 model. No shared underlying defect." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tied-weights warning is unrelated to flash-attention generation failure." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both mention cache/generation, but one is missing GenerationMixin cache in chunked prefill while the other is a server KV-cache continuation indexing crash." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Import-related, but one is a missing image_utils import and the other is exception handling hiding protobuf tokenizer errors." + }, + { + "left": "issue:43441", + "right": "issue:43606", + "accept": false, + "reason": "Different model-specific failures: FlashAttention incompatibility versus CPU offload device mismatch." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer/decoder issues, but one is whisper timestamp decoding and the other is Kimi-K2.5 codec/regex regression." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Different generation bugs: sync_gpus/update_model_kwargs ordering versus missing cache during chunked prefill." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Weight-shape mismatch loading a VL model is not the same as a tied-embeddings warning in LoRA fine-tuning." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained-related, but tokenizer_class metadata mismatch and processor file omission are distinct bugs." + }, + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "One is generation cache behavior; the other is import failures after upgrade. Different subsystems and symptoms." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom model initialization breakage is not the same as ESM2 being broken; too broad to merge." + }, + { + "left": "issue:43381", + "right": "issue:45292", + "accept": false, + "reason": "Gradient checkpointing in eval mode and token embedding resize behavior are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45335", + "accept": false, + "reason": "Different functionality and failure modes; no shared underlying bug." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same title and same Qwen3ForCausalLM VRAM leak symptom; these are duplicates of the same bug." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "An AutoModel missing-PyTorch ImportError is unrelated to Sentence Transformers getting stuck loading." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError on tasks versus a performance regression in filtering data after upgrade; not the same issue." + }, + { + "left": "issue:44077", + "right": "issue:45003", + "accept": false, + "reason": "A patchtsmixer post_init policy issue is unrelated to unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "One is a slowdown in filtering data; the other is a Qwen3.5 MoE from_pretrained error. Different code paths." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report versus a specific gemma-4 zero3 initialization problem." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe loading bug and processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Both involve video inputs, but they concern different models and different bugs." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Missing attribute in SAM 3 Video output is unrelated to trust_remote_code AutoConfig field loss." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch and data filtering slowdown are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Both raise AttributeError, but one is Mistral regex patching and the other is auto_docstring handling future annotations." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 setting guidance and InternVL2 meta-initialization incompatibility are different issues with no shared code path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays conservative and is supported by the packet: it characterizes the cluster as mostly unrelated regression reports, and the single accepted duplicate pair is plainly grounded by identical titles/symptoms. The soft-edge rejections are also cautious and tied to distinct titles/code paths rather than overstating duplicate evidence. One small caveat: calling issue 45278 a 'canonical' representative is still a bit strong, but the analyst already hedges that appropriately." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 31, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:30990", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43475", + "issue:43479", + "issue:43525", + "issue:43673", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44079", + "issue:44164", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44373", + "issue:44568", + "issue:44623", + "issue:44661", + "issue:44734", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45478" + ], + "soft_pairs": [ + "issue:45375|issue:45478", + "issue:41628|issue:44933", + "issue:42994|issue:43525", + "issue:45310|issue:45375", + "issue:43475|issue:44661", + "issue:42222|issue:45200", + "issue:43873|issue:44945", + "issue:42831|issue:44222", + "issue:45362|issue:45375", + "issue:45310|issue:45397", + "issue:43232|issue:44188", + "issue:41628|issue:44351", + "issue:44222|issue:45310", + "issue:42994|issue:44164", + "issue:43232|issue:44792", + "issue:44038|issue:45310", + "issue:30990|issue:35141", + "issue:36010|issue:41628", + "issue:43377|issue:44242", + "issue:43479|issue:44079", + "issue:43673|issue:44188", + "issue:43479|issue:44869", + "issue:42898|issue:44568", + "issue:44964|issue:45137", + "issue:42175|issue:44933", + "issue:43976|issue:44933", + "issue:43784|issue:43824", + "issue:43278|issue:45137", + "issue:44623|issue:45310", + "issue:44734|issue:45103", + "issue:44188|issue:44373", + "issue:44060|issue:45125", + "issue:42898|issue:45356" + ], + "prepared_review_unit_hash": "734be342eceb723fb4502d3f31153d55c4c3cdcd6411d83841c8fa746a652cad", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1351, + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37261, + "estimated_input_tokens": 9316, + "estimated_eval_tokens": 18888 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are broadly heterogeneous; the high similarity scores mostly reflect shared library/model vocabulary rather than the same underlying defect. I would reject all soft-edge duplicate links.", + "confidence": 0.94, + "canonical_issue_reason": "45310 is the best single issue anchor: it is the earliest and most discussed report in the repeated Qwen3.5 MoE `from_pretrained` failure thread, and later 45478 is essentially the same title.", + "canonical_pr_reason": null, + "best_issue_reason": "Still only a partial representative, because the surrounding items span unrelated import, tokenizer, config, quantization, and generation bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but different failure mode: missing `deepstack_visual_indexes` vs a generic `from_pretrained` crash." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import problems, but they target different symbols/modules (`AutoImageProcessor` vs `image_utils`) and likely different code paths." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Unrelated bugs: quantized model saving failure vs missing `pad_token_id` on `Llama4Config`." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is a `from_pretrained` crash and the other is a config-field omission under `@strict`." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "Different subsystems and symptoms: SAM3 vision encoder attribute error vs tokenizer-mapping/model-registration failure." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different models and bugs: broken VitPose models vs Gemma 4 text-only fine-tuning token type defaults." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Different concrete problems: quantization/offloading behavior vs incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but one is an accuracy regression while the other is a save/load issue for MoE models." + }, + { + "left": "issue:45362", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen issues: chat crash for Qwen3.5-35B vs missing `deepstack_visual_indexes` in a config." + }, + { + "left": "issue:45310", + "right": "issue:45397", + "accept": false, + "reason": "Different model families and paths: Qwen3.5 MoE `from_pretrained` vs Gemma-4 Zero3 loading." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs cache bug vs attention-kernel divergence under `torch.compile`; not the same code-path failure." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they are for different missing exports (`AutoImageProcessor` vs `HybridCache`)." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Related model family, but one is FP8 save/load behavior and the other is a `from_pretrained` initialization error." + }, + { + "left": "issue:42994", + "right": "issue:44164", + "accept": false, + "reason": "Both involve serialization, but `quantized model saving failed` and `extra_state` handling are distinct bugs." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation cache logic bug vs a failing image-generation test for Janus; different underlying defects." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Same broad Qwen/VL area, but different model variant and symptom; not the same concrete bug." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Completely different areas: Sentence Transformers loading stall vs embedding resize/post-init reinitialization." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are namespace import regressions, but they concern different exported names and unrelated fixes." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask inconsistency vs MoE load-balancing loss omission; different model behavior and code paths." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Both mention `None`, but one is multimodal config initialization and the other is `ModelOutput` key assignment." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "GenerationMixin cache availability vs attention-kernel branching under `torch.compile`; not the same bug." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Different components entirely: multimodal config defaults vs Whisper word-timestamp decoding crash." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but one is cleanup-space behavior and the other is missing BOS/EOS insertion." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Different domains: model loading for Phi-4 multimodal vs DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Packaging/backend dependency issue vs a missing import from `image_utils`; unrelated failures." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version compatibility regression vs missing import from `image_utils`; different root causes." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import failures under newer transformers, but they affect different packages and missing symbols." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype regression in evaluation vs DeepSpeed ZeRO3 deque error; no shared code path." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save-pretrained file omission vs Qwen3.5 MoE load failure; save path and model family differ." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Server KV-cache continuation crash vs auto-docstring annotation parsing crash; unrelated code paths." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Runtime attention-kernel divergence vs a docstring issue for `position_ids`; not the same defect." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Different model internals: incorrect tied-weights warning vs missing `_tp_plan` for tensor parallelism." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer-related regressions, but they describe different symptoms and different models/releases." + } + ] + }, + "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": 13, + "review_unit_index": 32, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30990", + "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:43874", + "issue:44077", + "issue:44206", + "issue:44222", + "issue:44242", + "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:44568", + "issue:44623", + "issue:44779", + "issue:44871", + "issue:44913", + "issue:44977", + "issue:44991", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45276", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45459" + ], + "soft_pairs": [ + "issue:43723|issue:44568", + "issue:42898|issue:44779", + "issue:45137|issue:45276", + "issue:43874|issue:45092", + "issue:44077|issue:44242", + "issue:42898|issue:44448", + "issue:41628|issue:45459", + "issue:44222|issue:44297", + "issue:44442|issue:45459", + "issue:42898|issue:43295", + "issue:43479|issue:43644", + "issue:44222|issue:44623", + "issue:44206|issue:45103", + "issue:42831|issue:44623", + "issue:22355|issue:28282", + "issue:41628|issue:42757", + "issue:44297|issue:45310", + "issue:44483|issue:45406", + "issue:44222|issue:44484", + "issue:44263|issue:44360", + "issue:43723|issue:44977", + "issue:44263|issue:45092", + "issue:44514|issue:45103", + "issue:43479|issue:44913", + "issue:44295|issue:44623", + "issue:43723|issue:44871", + "issue:44261|issue:45092", + "issue:43723|issue:44991", + "issue:30990|issue:38175", + "issue:44373|issue:44485", + "issue:43723|issue:44442", + "issue:45092|issue:45357", + "issue:42886|issue:42994", + "issue:41628|issue:43824", + "issue:42831|issue:45310" + ], + "prepared_review_unit_hash": "2b1b40d7cc59c10d43e9ec7243abd141a8f4bf4fefad174565146fdf37be9e95", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1351, + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37410, + "estimated_input_tokens": 9353, + "estimated_eval_tokens": 18962 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a heterogeneous mix of unrelated tokenizer, import, multimodal, save/load, and model-regression reports. No soft pair looks like the same underlying bug/change, so all candidates are rejected as duplicate matches.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue; the set spans many unrelated bugs and regressions rather than one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative because there is no shared code-path or symptom across the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer-related, but one is a generic AutoTokenizer load failure and the other is a model-specific special-token regression; different bugs." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both mention v5 tokenizer behavior, but one is about clean_up_tokenization_spaces and the other about DeepSeek output correctness; not the same defect." + }, + { + "left": "issue:45137", + "right": "issue:45276", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque failure is unrelated to resize_token_embeddings not updating Gemma4 embeddings." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Both touch multimodal models, but one is a missing image-patch method and the other is a meta-init incompatibility for old InternVL2 checkpoints." + }, + { + "left": "issue:44077", + "right": "issue:44242", + "accept": false, + "reason": "PatchTSMixer post_init allowance and MoE load-balancing loss gating are different model/config bugs." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Tokenizer cleanup-space behavior and Pegasus output differences are separate regressions." + }, + { + "left": "issue:41628", + "right": "issue:45459", + "accept": false, + "reason": "Importing AutoImageProcessor and masked tokenizer exceptions are different failure modes in different code paths." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 MoE save_pretrained and tokenizer_class mismatch in tokenizer_config.json are unrelated save-path bugs." + }, + { + "left": "issue:44442", + "right": "issue:45459", + "accept": false, + "reason": "AutoTokenizer failing for a specific tokenizer class is not the same bug as hiding protobuf-related tokenizer errors." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Clean-up-tokenization-space behavior changes are unrelated to processor.tokenizer/image-passing regression." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Phi4Multimodal default config initialization and junk-filled non-persistent buffers are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 MoE save_pretrained failure and processor.save_pretrained missing files are different serialization bugs." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Unsupported center argument in a feature extractor is unrelated to the auto_docstring annotations crash." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy issues and missing processor save files are different problems." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "ONNX module import failure and missing PyTorch dependency are distinct import errors." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Missing AutoImageProcessor export and missing is_offline_mode export from huggingface_hub are separate import regressions." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to Qwen3.5 MoE from_pretrained loading failure." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat-completions API failure and Gemma4Processor missing _tokenizer are different regressions." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained behavior is unrelated to the default max_shard_size question." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both involve DSA indexer wording, but one is a torch.split return-value bug and the other is a missing ReLU; not the same issue." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression and Qwen3.5 flash-attention generation failure are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "GlmMoeDsaIndexer torch.split behavior is unrelated to InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Qwen2_5_VL batched chat-template crash and auto_docstring annotations crash are separate bugs." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Phi4Multimodal config defaults and GPTNeoX rotary_pct reload bug affect different components." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer readback error is unrelated to missing files from processor.save_pretrained." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Generic tokenizer loading failure and Gemma-3 eos_token_id mismatch are different regressions." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA layernorm epsilon precision issue is unrelated to InternVL2 meta-init compatibility." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "These are both tokenizer-related, but they describe different models and different failure modes." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang and siglip2 zero-probability outputs are unrelated." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Wrong docstring for position_ids is documentation-only; GLM-5 RoPE is an implementation bug." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "AutoTokenizer load failure for one tokenizer class is distinct from FastSpeech2ConformerTokenizer load failure." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "InternVL2 meta-init incompatibility and Qwen3.5 visual-encoder save_pretrained key errors are different code paths." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Missing AutoImageProcessor export and missing Qwen2_5_VLForConditionalGeneration export are separate import issues." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression and Qwen3.5 MoE from_pretrained failure 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": 13, + "review_unit_index": 33, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "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:43452", + "issue:43475", + "issue:43576", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44117", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "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:45200", + "issue:45245", + "issue:45278", + "issue:45290" + ], + "soft_pairs": [ + "issue:43576|issue:43784", + "issue:42831|issue:44038", + "issue:43122|issue:44521", + "issue:42757|issue:45278", + "issue:44263|issue:44373", + "issue:42886|issue:43066", + "issue:44117|issue:44704", + "issue:30990|issue:33357", + "issue:43122|issue:44514", + "issue:44704|issue:45290", + "issue:43232|issue:45245", + "issue:42907|issue:44945", + "issue:42371|issue:44263", + "issue:43232|issue:44743", + "issue:44295|issue:44297", + "issue:43976|issue:44945", + "issue:39401|issue:44488", + "issue:42907|issue:43937", + "issue:43408|issue:43475", + "issue:44625|issue:44829", + "issue:29127|issue:30990", + "issue:41628|issue:45278", + "issue:44360|issue:44485", + "issue:43116|issue:45200", + "issue:43992|issue:44704", + "issue:39401|issue:44521", + "issue:43122|issue:44779", + "issue:44038|issue:44297", + "issue:44261|issue:44373", + "issue:42371|issue:42831", + "issue:44038|issue:44295", + "issue:36296|issue:43116", + "issue:42907|issue:43452", + "issue:44038|issue:44222", + "issue:43824|issue:44351" + ], + "prepared_review_unit_hash": "83fc9767f1046a89f06cff5b4fa719efb94b03d2bdb16051a372690ef0fa7426", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1351, + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37673, + "estimated_input_tokens": 9419, + "estimated_eval_tokens": 19094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous Transformers issues with no clear duplicate PRs; the only loose common thread is broad v5 migration/import regressions, but the soft pairs do not appear to share the same concrete bug.", + "confidence": 0.85, + "canonical_issue_reason": "Issue 45278 is the broadest and most representative report in the set, covering the general v5 upgrade/import-regression theme that overlaps with several other items.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the best umbrella representative because it captures the widest cluster theme (post-upgrade import failures) without overfitting to a single model or API surface.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken env command vs sentence-transformers import NameError; different code paths and symptoms." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression is not the same bug as the Qwen3-VL-Moe v5 issue." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer output differences vs multimodal assistant mask generation; unrelated failures." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Single missing import from huggingface_hub is broader than, but not the same as, general import errors after upgrade." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "DSA indexer torch.split issue vs a docstring bug for position_ids; different underlying problems." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure is unrelated to wrong tokenizer decoder type in v5." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping returning None is not the same as AutoProcessor failing to pass kwargs to cached_file." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Stuck loading sentence-transformers vs MacOS bus error on CLIP; different failure modes." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "General tokenization change vs Qwen2_5_VL batched chat-template crash; not the same bug." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor cached_file kwargs bug is unrelated to assistant message tool-call handling in chat templates." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation kwarg sync bug vs category-count runtime error; no shared code path." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Dequantized model save failure vs incorrect pipeline-parallel output; different subsystems." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings guidance is unrelated to the GlmMoeDsaIndexer torch.split bug." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Both are generation-related only at a high level; the concrete bugs differ." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading position_ids as a buffer and tokenizer_class metadata mismatch are separate issues." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility regression is not the same as pipeline parallelism output corruption." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 offset_mapping bug vs loading a specific community model; unrelated tokenizer/model issues." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Saving dequantized models differs from invalid GenerationConfig validation." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Model-type warning on SAM3 tracker instantiation is not the same as missing fpn_position_embeddings." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation bug and flash_attention_3 training degeneration are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "LayoutLMv3 error message clarity issue vs sentence-transformers loading hang; no duplicate evidence." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Specific AutoImageProcessor import error could be part of a broader trend, but this is not the same concrete issue." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA ReLU omission and GLM-5 RoPE implementation are distinct model/logic issues." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example script multi-label output bug is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder is not about AutoProcessor kwargs forwarding." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Wrong offset_mapping and zero assistant_masks are different tokenizer/template behaviors." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer behavior change in v5 is not the same as Deepseek incorrect results." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe bug and tokenizer save metadata mismatch are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "RMS norm epsilon precision discussion is not the same as a docstring typo for position_ids." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 API guidance and FineGrainedFP8 accuracy regression are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe bug is not the same as position_ids buffer read failure." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug and example-script classification output bug are different training paths." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized-model save failure is unrelated to gguf_file loading breakage." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug is not the same as FP8 save_pretrained moe support." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration export and missing HybridCache export are separate import 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": 13, + "review_unit_index": 34, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "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:43450", + "issue:43493", + "issue:43550", + "issue:43673", + "issue:43784", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44222", + "issue:44291", + "issue:44351", + "issue:44485", + "issue:44779", + "issue:44912", + "issue:44933", + "issue:44936", + "issue:44945", + "issue:44977", + "issue:45071", + "issue:45072", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45405", + "issue:45446", + "issue:45478" + ], + "soft_pairs": [ + "issue:43122|issue:44977", + "issue:43278|issue:44945", + "issue:45216|issue:45478", + "issue:42757|issue:44351", + "issue:42907|issue:44222", + "issue:42222|issue:43441", + "issue:42907|issue:44912", + "issue:42673|issue:45072", + "issue:43784|issue:45446", + "issue:43064|issue:43673", + "issue:43784|issue:44933", + "issue:43550|issue:43784", + "issue:43937|issue:44485", + "issue:38617|issue:45278", + "issue:22355|issue:29127", + "issue:43116|issue:43493", + "issue:44075|issue:44936", + "issue:42371|issue:43874", + "issue:44222|issue:45478", + "issue:43976|issue:45446", + "issue:43116|issue:43825", + "issue:44038|issue:45478", + "issue:39401|issue:44779", + "issue:43931|issue:44945", + "issue:33453|issue:39401", + "issue:45083|issue:45446", + "issue:43937|issue:44977", + "issue:43827|issue:45446", + "issue:42673|issue:43906", + "issue:44291|issue:45071", + "issue:43450|issue:43986", + "issue:45405|issue:45446" + ], + "prepared_review_unit_hash": "fd50299196e2bd67bc94c385244fa8876ba851ce836d5294a7e87f1e9600cce5", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1351, + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36851, + "estimated_input_tokens": 9213, + "estimated_eval_tokens": 18682 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformers issues across tokenization, model loading, generation, and environment/import regressions. None of the soft pairs look like the same concrete bug/change closely enough to merge as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45216 is the strongest representative issue here: it is a clear, version-bounded regression with a concrete API (`save_pretrained`) and a focused model family, making it the best anchor for triage if one issue must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Same as the canonical choice: it is specific, reproducible, and clearly scoped; the other issues are either different model families, different APIs, or broader environment problems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Both are tokenizer-related, but they concern different models and symptoms: generic version-to-version tokenization drift vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Different failure modes and code paths: dtype changes between train/eval vs incorrect output under pipeline parallelism." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Same model family and same version range, but different APIs and symptoms (`save_pretrained` checkpoint corruption vs `from_pretrained` load error); not the same concrete bug." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols from different modules; they do not share a specific underlying change." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Both involve model save/load behavior, but one is dequantized Ministral/Devstral saving and the other is FP8 MoE save_pretrained; different mechanisms." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Both mention model breakage, but one is vitpose imports/broken models while the other is a Ministral-3 FlashAttention failure; not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization-related issues affecting different models and failure points; no clear shared code-path bug." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM multi-thread use is unrelated to dtype mismatch warnings in inference for different architectures." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Both are import/version problems, but they concern different symbols and different dependency checks; too broad to be the same bug." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Trainer optimizer-state corruption under FSDP2/PEFT is unrelated to missing generation cache in v5 chunked prefill." + }, + { + "left": "issue:43784", + "right": "issue:44933", + "accept": false, + "reason": "Both mention imports, but the missing names and affected modules differ; no evidence of a single underlying removal." + }, + { + "left": "issue:43550", + "right": "issue:43784", + "accept": false, + "reason": "Torch.compile/SDPA failure for Bamba is unrelated to an import-time NameError in sentence-transformers integration." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation for GLM-5 and RoPE implementation discussion are not the same concrete defect." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both are import errors after version changes, but they reference different missing symbols and different upgrade paths." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "One is a missing module import for `transformers.onnx`; the other is a LayoutLMv3 error message clarity issue." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label classification returning empty results is unrelated to SigLIP2 implementation mismatch." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD argument handling and trainer evaluate-after-train failure are different bugs with different scopes and code paths." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 settings guidance and a missing image-patch helper are unrelated issues." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen/MoE-related, but one is FP8 save_pretrained and the other is a from_pretrained load error; not the same fix." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility for Transformers 5.1.0 is unrelated to the flex_attention PyTorch version check bug." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Multi-label classification output bug and pipeline() translation-task messaging are distinct issues." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL-Moe compatibility with Transformers 5.0 is not the same as Qwen3.5 Moe from_pretrained failure in 5.4.0." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer problems, but one is offset_mapping for Qwen3 tokenizer and the other is Deepseek tokenization correctness; different model/tokenizer behavior." + }, + { + "left": "issue:43931", + "right": "issue:44945", + "accept": false, + "reason": "Model weight shape mismatch on Qwen3-VL-30B is unrelated to incorrect output under pipeline parallelism." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "A tokenizer-loading regression and Qwen3 tokenizer offset_mapping bug are not the same underlying defect." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Unexpected helper length behavior in qwen3_omni_moe is unrelated to a PyTorch version check/import gating bug." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GLM-5 generation config validation and Qwen3.5 flash-attention generation failure are different model-specific issues." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() after removals is unrelated to an import/version check bug in flex_attention." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM multi-threading is unrelated to a reproduction of another issue." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` argument during init_empty_weights is a distinct loading bug from PretrainedConfig type-checking breakage." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Video processor batched-shape bug and video-model loading crash without torchvision are different code paths." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A dependency version bump to unreleased PEFT is a different problem from the flex_attention import/version check 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": 13, + "review_unit_index": 35, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:42673", + "issue:42994", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43408", + "issue:43421", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43582", + "issue:43673", + "issue:43742", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45459", + "issue:45464", + "issue:45478" + ], + "soft_pairs": [ + "issue:44484|issue:45310", + "issue:44829|issue:45216", + "issue:39401|issue:43421", + "issue:38617|issue:41628", + "issue:44117|issue:45081", + "issue:42673|issue:43582", + "issue:42673|issue:43577", + "issue:44410|issue:45310", + "issue:43408|issue:43742", + "issue:38617|issue:44220", + "issue:43937|issue:44496", + "issue:42371|issue:44261", + "issue:42175|issue:42222", + "issue:44483|issue:45464", + "issue:42617|issue:45341", + "issue:44933|issue:45278", + "issue:44484|issue:45478", + "issue:43066|issue:43122", + "issue:43673|issue:45341", + "issue:43097|issue:44493", + "issue:42222|issue:45459", + "issue:44410|issue:45478", + "issue:43986|issue:44484", + "issue:43441|issue:44829", + "issue:43874|issue:44261", + "issue:43012|issue:43408", + "issue:42222|issue:42994", + "issue:44263|issue:44485", + "issue:41628|issue:45071", + "issue:45003|issue:45341", + "issue:43097|issue:43452", + "issue:43986|issue:45341", + "issue:44117|issue:44987", + "issue:43931|issue:44410" + ], + "prepared_review_unit_hash": "17617c714e78407083df12c6dbfbc0bca210d168aa5c526ca9294244c543267b", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1351, + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37596, + "estimated_input_tokens": 9399, + "estimated_eval_tokens": 19054 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous regression and import/tokenizer reports; I do not see enough evidence to merge any soft edge as a true duplicate. The closest theme is tokenizer behavior in v5, but the symptoms still look too different to consolidate confidently.", + "confidence": 0.57, + "canonical_issue_reason": "issue:43066 is the most concrete root-cause-oriented tokenizer regression in the set (wrong decoder type in v5) and is the best representative of the small tokenizer-behavior subcluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43066 is the clearest single bug report among the issues and is more specific and actionable than the symptom-level tokenizer reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Unrelated topics: shard-size/save_pretrained behavior vs a Qwen3.5 from_pretrained loading error." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention-3 training collapse and a checkpoint save regression are different code paths." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Offset-mapping bug and runtime special-token/post-processor sync bug are related only at a high level." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different APIs." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping fallback failure and Mistral regex patch crash are distinct tokenizer-loading bugs." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "VRAM leak in multi-threaded dataloader use vs Apple Silicon TypeError; no shared concrete bug." + }, + { + "left": "issue:42673", + "right": "issue:43577", + "accept": false, + "reason": "Memory leak and dtype propagation bug are different failure modes." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing projections in qwen3next layer 0 is unrelated to a Qwen3.5 MoE loading error." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Model-type warning and key error loading a different model are not the same issue." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for a config symbol and audio feature extraction failure are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig and missing model_type in config.json are different root causes." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance issue and MLA epsilon precision bug do not share the same code path." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Packaging/backend dependency omission vs VitPose model breakage are different problems." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Chat/completions contract regression and streaming inference failure are not the same concrete bug." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py execution failure and a testing_utils bug are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing import from image_utils is broader only in theme, not the same bug as general import failures." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "max_shard_size behavior question is unrelated to the Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both concern tokenizer behavior in v5, but the titles point to different concrete failures and the evidence is too weak to merge." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache missing in chunked_prefill and a testing_utils bug are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed config API and unexpected position-id keys are different regressions." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "VitPose breakage and protobuf-related tokenizer error handling are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing qwen3next projections and Qwen3.5 MoE load failure are different model bugs." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor crash without torchvision and a save_pretrained shard-size question are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention failure in Ministral and degenerate training with flash_attention_3 are different issues." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch method and missing rms_norm_eps are separate multimodal-model bugs." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "BF16 compile warning and model-type mismatch warning are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:42994", + "accept": false, + "reason": "VitPose breakage and quantized model saving failure are different code paths." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return-value handling and GLM RoPE implementation are not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Missing AutoImageProcessor import and PreTrainedConfig type-checking regression are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access and a testing_utils bug are different changes." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Config API removal and gguf_file loading breakage are not the same failure." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor/torchvision crash and testing_utils bug do not share a concrete cause." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None and a specific model loading failure are too far apart to treat as duplicates." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are distinct model-loading problems." + } + ] + }, + "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": 13, + "review_unit_index": 36, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42886", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43335", + "issue:43352", + "issue:43381", + "issue:43408", + "issue:43502", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43825", + "issue:43873", + "issue:43874", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44464", + "issue:44484", + "issue:44485", + "issue:44655", + "issue:44704", + 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"issue:43012|issue:44368", + "issue:42886|issue:43381", + "issue:43208|issue:43550" + ], + "prepared_review_unit_hash": "746c51e101e6414d5461c4a578fcec9d540fc1bb193e53395b42eae2a5154dfc", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1351, + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37264, + "estimated_input_tokens": 9316, + "estimated_eval_tokens": 18888 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformers bug reports that happen to share superficial keywords (imports, loading, config, attention/backends, tokenizer/model variants). None of the suggested soft pairs look like the same underlying bug or change, so no duplicate cluster should be merged.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the set does not form a true duplicate cluster, and the soft pairs span distinct code paths and failure modes.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most substantial and still-open report with broad discussion, but it is not a duplicate anchor for the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "Different problems: a SwitchTransformers single-layer config bug vs a v5 PreTrainedConfig type-checking regression." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "One is a sam3_video/sam3_tracker type mismatch warning; the other is a tie_word_embeddings warning during Qwen LoRA fine-tuning." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both involve Qwen VL models, but the failures are different: weight-shape mismatch vs a separate Qwen3-VL-MoE issue." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are processor-loading crashes, but one is missing torchvision and the other is a missing ReasoningEffort import from mistral_common." + }, + { + "left": "issue:44829", + "right": "issue:45245", + "accept": false, + "reason": "Degenerate training with flash_attention_3 is unrelated to the categories > 2^24 runtime limit." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM components: image-processor token counting vs a torch.split indexing bug in GlmMoeDsaIndexer." + }, + { + "left": "issue:43976", + "right": "issue:45071", + "accept": false, + "reason": "Python-version compatibility breakage is not the same as a PretrainedConfig type-checking failure." + }, + { + "left": "issue:44464", + "right": "issue:45071", + "accept": false, + "reason": "Chunked-generation inconsistency under compile is a different code path from config type checking." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to a testing_utils bug." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is a different bug from Liger Kernel not being applied with model_init." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and modules: layer_type_validation vs is_offline_mode." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Missing rms_norm_eps causing precision drift is not the same as a GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different model config bugs: missing attn_qkv/attn_gate projections vs a missing deepstack_visual_indexes field." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and an auto_docstring annotation crash are unrelated issues." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only still making API requests is unrelated to UMT5Encoder missing embed_tokens.weight." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken() kwarg duplication and TOKENIZER_MAPPING_NAMES returning None are different tokenizer bugs." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Missing torchvision during AutoProcessor loading is unrelated to tokenizer mapping name assumptions." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different import failures: configuration_utils.layer_type_validation vs transformers.HybridCache." + }, + { + "left": "issue:43582", + "right": "issue:45341", + "accept": false, + "reason": "AppleSilicon caching_allocator_warmup TypeError is unrelated to the testing_utils bug." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both mention Qwen variants, but they affect different architectures and failure modes." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "A missing tie_embeddings_and_encoder_decoder warning is not the same as quantization offloading behavior." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens.weight and max_shard_size default behavior are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45290", + "accept": false, + "reason": "Missing torchvision on video-model loading is unrelated to apply_chat_template crashing on tool-call assistant messages." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Insufficient evidence of the same bug; a tokenizer decoder-type issue and a reproduction of another issue are not the same concrete failure." + }, + { + "left": "issue:38617", + "right": "issue:43097", + "accept": false, + "reason": "ImportError for layer_type_validation is unrelated to tie_embeddings_and_encoder_decoder removal." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline translation-task messaging and saving Pipeline objects are different behaviors." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Both involve attention backends, but one is unsupported Flash Attention 2.0 for NemotronH and the other is GPT2 attention scaling being ignored." + }, + { + "left": "issue:43097", + "right": "issue:43901", + "accept": false, + "reason": "A removed config field is not the same as stale docs mentioning return_all_scores." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A bfloat16 precision warning is unrelated to Bamba-9B-v2 failing under torch.compile with SDPA." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "These are different warnings with different causes: PyTorch precision warning vs tie_word_embeddings config advice." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline-cache loading failure and gradient-checkpointing-in-eval are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs and a Bamba compile/SDPA failure are distinct model-specific 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": 13, + "review_unit_index": 37, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42757", + "issue:42907", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44117", + "issue:44188", + "issue:44220", + "issue:44230", + "issue:44263", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44792", + "issue:44938", + "issue:45216", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45440", + "issue:45479" + ], + "soft_pairs": [ + "issue:43937|issue:44792", + "issue:42907|issue:44655", + "issue:44380|issue:45479", + "issue:43525|issue:44117", + "issue:43352|issue:43976", + "issue:43064|issue:44380", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:43618|issue:44380", + "issue:36683|issue:43582", + "issue:43618|issue:43761", + "issue:43012|issue:44683", + "issue:44483|issue:45290", + "issue:42757|issue:43824", + "issue:38617|issue:43502", + "issue:44038|issue:44230", + "issue:44483|issue:45381", + "issue:43299|issue:43867", + "issue:43901|issue:44655", + "issue:42994|issue:44655", + "issue:43756|issue:44485", + "issue:36683|issue:43475", + "issue:43867|issue:45216", + "issue:44220|issue:44655", + "issue:43352|issue:43937", + "issue:43066|issue:45381", + "issue:44077|issue:44380", + "issue:36683|issue:44077", + "issue:43064|issue:44492", + "issue:44263|issue:45440", + "issue:43976|issue:44938", + "issue:36683|issue:43525", + "issue:36010|issue:42757", + "issue:44188|issue:44380", + "issue:43618|issue:45216", + "issue:43992|issue:45310" + ], + "prepared_review_unit_hash": "d8c2867f22a20e8c80395750bc424a5d596692ed2152280b33e70769cb5b484c", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1351, + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38119, + "estimated_input_tokens": 9530, + "estimated_eval_tokens": 19316 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of distinct Transformers regressions: import errors, save/load problems, model-specific forward bugs, and a few docs/API mismatches. The soft pairs share superficial wording only; none look like the same underlying bug/change.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated subsystems and failure modes, so there is no single bug that safely subsumes the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global best issue; 44188 is the most active open bug, but it is still a narrow torch.compile attention-kernel regression rather than a representative umbrella issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43937", + "right": "issue:44792", + "accept": false, + "reason": "Different defects: GLM-5 GenerationConfig validation vs a Janus image-generation test failure." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Different save paths: dequantized model saving vs Pipeline.save_pretrained serialization." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Unrelated: GPT2 attention scaling/SDPA backend bug vs zero-loss classification bug across models." + }, + { + "left": "issue:43525", + "right": "issue:44117", + "accept": false, + "reason": "Different code paths: missing config attribute in Llama4 vs tokenizer mapping returning None." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Different class of issue: FlashAttention support for Nemotron vs Python-version compatibility for Transformers." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Different bugs: FSDP2/PEFT optimizer-state mismatch vs GPT2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Unrelated model bugs: xLSTM training failures vs BEiT image processor label reduction behavior." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Different layers: chat/completions API rejection vs Qwen2.5-VL chat-template crash on batched input." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Different model/output regression vs GPT2 attention scaling bug." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated: Gemma3 config attribute missing vs Apple Silicon caching allocator TypeError." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Same model family but different output fields and symptoms: missing attentions vs missing hidden_states." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Different compile-related issues: bf16 warning noise vs flex_attention failing on torch>=2.9." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Different failures: API request validation vs assistant tool-call chat-template crash." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols and packages; not the same missing-export bug." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Different regressions: missing configuration_utils import vs unwanted network calls despite local_files_only=True." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Different intent: Qwen3-VL-MoE inference bug vs fp8 support request for qwen3-vl/qwen3.5 moes." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "Unrelated: chat/completions API rejection vs Qwen2.5-VL video vision_position_ids bug." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Different loading failures: Qwen3VL regression vs sorted-state_dict load error." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch vs serialization bug; return_all_scores documentation is unrelated to Pipeline.save_pretrained." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Different save failures: quantized model checkpointing vs pipeline serialization." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Different models and issues: Smollm3 RoPE-layer mismatch vs GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Unrelated model-specific attribute bugs: Gemma3Config vocab_size vs Sam3VisionEncoderOutput fpn_position_embeddings." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Different directions of state-dict issues: load failure with sorted keys vs incorrect saved checkpoint contents." + }, + { + "left": "issue:44220", + "right": "issue:44655", + "accept": false, + "reason": "Unrelated audio feature extraction bug vs pipeline serialization bug." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Different surfaces: FlashAttention unsupported warning vs invalid GenerationConfig error." + }, + { + "left": "issue:43066", + "right": "issue:45381", + "accept": false, + "reason": "Different tokenizer/decoder bug vs Qwen2.5-VL video positional-id bug." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "Unrelated: patchtsmixer post_init validation vs GPT2 attention scaling backend bug." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Different problems entirely: Gemma3 config attribute missing vs patchtsmixer post_init policy." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols from different modules." + }, + { + "left": "issue:44188", + "right": "issue:44380", + "accept": false, + "reason": "Different attention bugs: torch.compile branching divergence vs GPT2 attention scaling ignored by backends." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: CLIP attentions missing vs Qwen3.5 checkpoint save corruption." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different from_pretrained failures on different model families and causes." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "Different model implementations and symptoms: GlmMoeDsaIndexer split behavior vs DeepSeekV3MoE divergence." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Separate compatibility issues with different Python versions and failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 38, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43065", + "issue:43232", + "issue:43352", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43644", + "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:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44484", + "issue:44556", + "issue:44749", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45125", + "issue:45278", + "issue:45341", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45478" + ], + "soft_pairs": [ + "issue:36683|issue:44242", + "issue:43010|issue:45278", + "issue:36683|issue:43352", + "issue:41669|issue:44246", + "issue:43352|issue:43931", + "issue:43867|issue:45375", + "issue:36683|issue:43064", + "issue:43992|issue:45478", + "issue:44938|issue:45071", + "issue:43867|issue:45357", + "issue:43010|issue:43976", + "issue:44938|issue:45381", + "issue:44360|issue:45440", + "issue:43618|issue:44077", + "issue:43644|issue:44938", + "issue:36296|issue:43575", + "issue:43867|issue:44484", + "issue:43618|issue:44857", + "issue:42890|issue:44964", + "issue:28282|issue:33453", + "issue:42890|issue:44112", + "issue:43618|issue:44977", + "issue:43502|issue:44062", + "issue:43010|issue:44075", + "issue:42890|issue:45341", + "issue:43723|issue:44556", + "issue:44387|issue:44556", + "issue:43010|issue:43232", + "issue:44222|issue:45125", + "issue:43010|issue:43065", + "issue:42548|issue:44351", + "issue:45125|issue:45478", + "issue:44355|issue:44749", + "issue:45125|issue:45375" + ], + "prepared_review_unit_hash": "b39e3098c4da62b259e1c3b474c0d8a46ac54abb9b42f44b11f451c68f94ab0f", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1351, + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37299, + "estimated_input_tokens": 9325, + "estimated_eval_tokens": 18906 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of distinct Transformer regressions and environment-specific failures that only overlap at a broad 'loading/import' theme. I do not see any soft pair that clearly describes the same concrete bug or change, so all soft edges are rejected. The best cluster representative is the broad upgrade/import umbrella issue.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45278 is the broadest and most representative report in the cluster: many import errors after upgrading from 4.57.0 to 5.5.0. It reads like an umbrella for the nearby loading/import regression reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 best fits the cluster because it captures the common upgrade-related import failure theme without being tied to one narrow model or code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Different bugs: Gemma3Config missing vocab_size vs load balancing loss not added." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache/layer no_grad update bug vs broad import errors after upgrade; unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43352", + "accept": false, + "reason": "Config attribute error vs Flash Attention 2.0 support gating; not the same bug." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import * performance issue vs slow import sometimes; similar area, different underlying problem." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "Flash-attn unsupported model check vs weight shape mismatch on Qwen3-VL; unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State_dict sorting load error vs missing config field silently dropped; different code paths." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3Config vocab_size error vs FSDP2/PEFT optimizer state corruption; unrelated." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Missing embed_tokens.weight vs Qwen3.5 MoE from_pretrained failure; different load bugs." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 load failure vs PretrainedConfig type-checking regression; not the same defect." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Load error for sorted state_dict vs save_pretrained writing wrong visual keys; different directions and causes." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Generation cache update bug vs Python 3.9/3.10 compatibility issue; unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45381", + "accept": false, + "reason": "Interpreter load failure vs Qwen2.5-VL vision_position_ids bug; different failures." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer ReLU discussion vs DeepSeekV3 implementation divergence; unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Missing attentions in CLIPOutput vs patchtsmixer post_init policy; different issues." + }, + { + "left": "issue:43644", + "right": "issue:44938", + "accept": false, + "reason": "Non-persistent buffer junk vs Python 3.14 load failure; unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both touch tensor parallelism, but one is a training bug and the other is an OOM loading Qwen2-57B; not the same concrete issue." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "Load error on state_dict sorting vs save_pretrained shard-size question; unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIPOutput attentions regression vs LwDetrImageLoss AMP crash; unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test seed flakiness vs Phi-4 multimodal load failure; unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Missing set_seed in tests vs stale device override CI failure; both test-related, but not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "CLIPOutput attentions missing vs Qwen3.5 flash-attention generation bug; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only still hits network vs AddedToken special-arg TypeError; different subsystems." + }, + { + "left": "issue:43010", + "right": "issue:44075", + "accept": false, + "reason": "Cache update no_grad bug vs SGD args ignored; unrelated." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "Both mention testing, but one is SamHQ seed flakiness and the other is a bug in testing_utils.py; not clearly the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions after upgrade, but one is tokenizer loading and the other is checkpoint reload compatibility; too broad to merge." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization OOM vs checkpoint reload failure after upgrade; different concrete problems." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both involve generation internals, but cache update decoration and sync_gpus kwargs update are different code paths." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained issue vs missing _tp_plan for tensor parallelism; unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache no_grad update bug vs dummy Conv2d in Sam3PixelDecoder; unrelated." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but one is missing PreTrainedModel export and the other is missing HybridCache export; different symbols and likely causes." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is missing tensor-parallel plan and the other is a from_pretrained error; not enough evidence of one bug." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors vs performance regression after upgrade; unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing _tp_plan vs missing deepstack_visual_indexes field; both Qwen3.5 MoE-related, but different config/load 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": 13, + "review_unit_index": 39, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:30990", + "issue:31795", + "issue:33357", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38175", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43010", + "issue:43012", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44075", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44373", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44871", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45230", + "issue:45468" + ], + "soft_pairs": [ + "issue:30990|issue:31795", + "issue:43502|issue:44485", + "issue:43010|issue:44368", + "issue:44075|issue:44871", + "issue:44315|issue:44360", + "issue:42890|issue:44373", + "issue:38175|issue:43502", + "issue:43299|issue:44556", + "issue:43502|issue:44961", + "issue:44355|issue:44655", + "issue:44355|issue:45071", + "issue:44222|issue:44230", + "issue:42831|issue:43874", + "issue:42890|issue:43232", + "issue:42757|issue:43576", + "issue:33453|issue:34689", + "issue:33453|issue:36296", + "issue:43827|issue:44961", + "issue:43576|issue:43824", + "issue:43576|issue:45071", + "issue:43673|issue:44492", + "issue:38617|issue:43576", + "issue:33357|issue:33453", + "issue:44961|issue:45468", + "issue:41628|issue:42548", + "issue:31795|issue:38617", + "issue:43576|issue:44351", + "issue:44908|issue:44961", + "issue:36296|issue:43901", + "issue:44485|issue:44961", + "issue:44273|issue:45003", + "issue:36296|issue:43526", + "issue:36296|issue:43012", + "issue:41628|issue:44355", + "issue:44261|issue:44360", + "issue:44623|issue:45230", + "issue:43576|issue:44556" + ], + "prepared_review_unit_hash": "c782a04196530de05974b38e2e0810a48fb1258f5428c4a8bfeb5ce66104ffc6", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1351, + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38069, + "estimated_input_tokens": 9518, + "estimated_eval_tokens": 19292 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft-edge duplicate pairs look like the same underlying bug/change. Most share only a broad subsystem or version context. I selected the most central, broadly referenced v5-regression report as the canonical issue.", + "confidence": 0.57, + "canonical_issue_reason": "issue:43576 is the broadest and most connected report here: it targets a concrete v5 CLI regression, has inbound references, and generalizes better than the more model-specific or symptom-specific issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43576 best represents this cluster because it is a central, user-facing v5 regression with external references and broader impact than the narrowly scoped import/model issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Different problems: model loading hang vs forward-docstring confusion." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Different areas: offline/download behavior vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "Cache/no_grad warning issue is unrelated to tie_word_embeddings warning." + }, + { + "left": "issue:44075", + "right": "issue:44871", + "accept": false, + "reason": "Optimizer argument handling and Gemma eos_token_id mismatch are separate bugs." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel/model_init issue is unrelated to a DSA ReLU omission." + }, + { + "left": "issue:42890", + "right": "issue:44373", + "accept": false, + "reason": "Seed-related test flakiness and a position_ids docstring bug are not the same issue." + }, + { + "left": "issue:38175", + "right": "issue:43502", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to local_files_only network requests." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 loading regressions, but they concern different models and failure modes." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Offline-request bug and an unrelated placeholder issue have no shared concrete defect." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled-Python-file errors and pipeline save_pretrained failures are different code paths." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file execution issues are not the same as PretrainedConfig type-checking regressions." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/MoE, but save_pretrained support and inference support are distinct changes." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FineGrainedFP8 accuracy and a missing image-patch helper are unrelated defects." + }, + { + "left": "issue:42890", + "right": "issue:43232", + "accept": false, + "reason": "Test seed flakiness is unrelated to generation kwargs after sync_gpus." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing huggingface_hub import and the transformers env command are different breakages." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are model-loading regressions, but the models, symptoms, and likely causes differ." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "MacOS bus error during loading is unrelated to tensor-parallel training." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still mentioning pipeline() is unrelated to the placeholder issue." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env CLI command and a missing Qwen2_5_VL import are different failures." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI env breakage and PretrainedConfig type-checking regression are distinct issues." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked-prefill cache bug is not the same as a typo in cache strategies." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "ImportError for layer_type_validation is unrelated to the env command regression." + }, + { + "left": "issue:33357", + "right": "issue:33453", + "accept": false, + "reason": "Different models and symptoms: CLIP bus error vs tokenizer-loading regression." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder issue 'racoon' is not comparable to Gemma-4 audio positional encoding." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "AutoImageProcessor import break and PreTrainedModel import break are separate API surface issues." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Doc confusion in model.forward and an import error in configuration_utils are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44351", + "accept": false, + "reason": "Env command breakage and HybridCache import failure are not the same concrete bug." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to the placeholder issue." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and text-classification docs mismatch are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion does not match the placeholder issue." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading problem and unsafe sys.modules access are not the same defect." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training bug is unrelated to BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:36296", + "right": "issue:43012", + "accept": false, + "reason": "Training bug and a bfloat16 compile warning are distinct issues." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "Importing AutoImageProcessor and errors running compiled Python files are different problems." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "LayerNorm epsilon precision discussion is unrelated to the DSA ReLU issue." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing files on processor.save_pretrained and a vague bug report are not the same issue." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Env command regression and checkpoint reload incompatibility are different 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": 13, + "review_unit_index": 40, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:34689", + "issue:37428", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43673", + "issue:43704", + "issue:43723", + "issue:43827", + "issue:43976", + "issue:44038", + "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:45125", + "issue:45230", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478" + ], + "soft_pairs": [ + "issue:41669|issue:43673", + "issue:44393|issue:45071", + "issue:44038|issue:45125", + "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:44297|issue:45230", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "issue:44908|issue:45071", + "issue:43976|issue:44393", + "issue:44295|issue:45230", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:44492|issue:44945", + "issue:41669|issue:44492", + "issue:44315|issue:44829", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:43827|issue:44908", + "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:41669|issue:43704", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:44273|issue:45071", + "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:42890|issue:43704" + ], + "prepared_review_unit_hash": "2eb71c61684522af6ecf4c38015e14d1d0c19d141056730fe8e7649bfe46a6ea", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1351, + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 48, + "serialized_chars": 41486, + "estimated_input_tokens": 10372, + "estimated_eval_tokens": 21000 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly heterogeneous bugs/regressions across loading, caching, docs, and model-specific behavior. Several pairs share broad themes like v5 loading regressions or model-init issues, but none are safely the same concrete bug/change.", + "confidence": 0.84, + "canonical_issue_reason": "Use issue:44556 as the closest anchor: it is a concrete, broad v5 checkpoint-loading regression and best matches the repeated compatibility/load-failure theme across the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44556 is the strongest representative issue because it is specific, user-visible, and broad enough to cover the recurring v5 reload/incompatibility reports without being as narrowly model-specific as many others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Different bugs: import-time slowdown from `import *` vs a cache-related GenerationMixin failure during chunked prefill." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Unrelated failures: Qwen3-VL bbox hallucination/error vs `PretrainedConfig` type-checking breakage in v5.4.0." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Same family, but different bug: one is a Qwen3-VL-Moe loading/runtime issue, the other is missing `_tp_plan` for tensor parallelism." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern v5 model-loading regressions, but the concrete triggers differ: generic reload failure after upgrade vs old remote-code checkpoints failing under meta init." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "Different topics: TF32 behavior API guidance vs a typo in cache strategy names." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "No overlap beyond being test/runtime issues: missing `set_seed()` in SAM HQ tests vs `inverse_sqrt` scheduler kwargs not being passed." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Different code paths: `AutoProcessor.from_pretrained` kwargs forwarding vs scheduler kwargs handling." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both mention loading/performance, but one is intermittent import slowness and the other is a lazy-loading malfunction." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Different issues in different subsystems: SAM3 model-type warning vs Liger Kernel not being applied with `model_init`." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "A specific tokenizer save bug vs a generic, under-specified bug report; not the same underlying problem." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "`transformers env` CLI breakage is unrelated to scheduler keyword handling." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Different model-specific failures: Flash Attention 2 unsupported for Nemotron vs Qwen3-VL 2D bbox output errors." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs omission and `PretrainedConfig` type-checking regression are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility failure vs Qwen3-VL bounding-box output bug; no shared code path." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Specific `position_ids` buffer access error vs a vague bug report; not the same issue." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Both involve import behavior, but one is import-time slowdown and the other is a missing `HybridCache` symbol." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-performance issue vs a testing utility bug; no concrete overlap." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "A cache-strategy typo is not the same as incorrect LLM output under pipeline parallelism." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import-performance regression and cache-strategy typo are distinct problems." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Both touch training/model setup, but one is about `model_init` not applying Liger Kernel and the other about degenerate training with Flash Attention 3." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen issues: bbox output failures vs a Qwen3.5 Moe `from_pretrained` regression." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Different bugs in different utilities: `patchtsmixer` post-init validation vs `_get_tied_weight_keys` crashing on list input." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about `input_ids`/`past_key_values` is unrelated to a tokenizer loading regression." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing `pipeline()` after removals vs scheduler kwargs handling; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import slowdown from `import *` is unrelated to scheduler kwargs propagation." + }, + { + "left": "issue:43723", + "right": "issue:44393", + "accept": false, + "reason": "Tokenizer loading in v5 and Qwen3-VL bbox errors are different failure modes." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving `Pipeline` objects and tied-weight key extraction are separate code paths." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken `transformers env` command is not the same as lazy loading failing." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "Different model/component bugs: DSA indexer ReLU discussion vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs a concrete Qwen3.5 Moe `from_pretrained` error; no shared underlying bug." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading malfunction and inverse-sqrt scheduler kwargs omission are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-time slowdown vs VRAM leak in multi-threaded Qwen3ForCausalLM use." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Incorrect timestamp calculation in Qwen3VL Processor and GLM-5 RoPE implementation are distinct model-specific bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp math in a processor and scheduler kwargs propagation are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Docs confusion for `forward` arguments vs a Llama 3.2 model-loading regression." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Documentation issue vs import error for `_flash_supports_window_size`; not the same problem." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Both involve model initialization/loading, but one is Liger Kernel not applied with `model_init` and the other is remote-code checkpoint incompatibility under meta init." + }, + { + "left": "issue:44273", + "right": "issue:45071", + "accept": false, + "reason": "Lazy loading failure and `PretrainedConfig` type-checking regression are unrelated." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in multi-threaded loading is not the same as a RoPE implementation issue." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different architectures and bugs: GLM-5 RoPE vs Gemma-4 audio relative positional encoding." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API change guidance is unrelated to a Qwen3ForCausalLM VRAM leak." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network access bug and Qwen3VL timestamp calculation are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Repeated docs-vs-loading mismatch: the issues describe different problems and code paths." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Docs confusion and flash-attention import failure are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Both involve initialization, but they target different bugs and could not be merged into one fix cleanly." + }, + { + "left": "issue:44273", + "right": "issue:45071", + "accept": false, + "reason": "Lazy loading bug vs `PretrainedConfig` typing regression; no shared root cause." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "Distinct issues in different models/code paths; no duplicate evidence." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "RoPE implementation bug and audio positional encoding bug are separate." + }, + { + "left": "issue:42890", + "right": "issue:43704", + "accept": false, + "reason": "Flaky integration tests due to missing seed and VRAM leak in threaded inference 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": 13, + "review_unit_index": 41, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:31515", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:38617", + "issue:42913", + "issue:43066", + "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:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:44998|issue:45341", + "issue:44492|issue:44998", + "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:31515|issue:31795", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:31515|issue:36683", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "9300c562a404f4e5d1003b17d7038d50aa5cc632921d4a79cbc8251a1d877eb2", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1351, + "serialized_chars": 697245, + "estimated_input_tokens": 174312, + "estimated_eval_tokens": 348880 + }, + "budget": { + "node_count": 22, + "item_count": 22, + "soft_pair_count": 17, + "serialized_chars": 17368, + "estimated_input_tokens": 4342, + "estimated_eval_tokens": 8940 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items span several unrelated issue families; the soft pairs are mostly lexical/topic similarity rather than true duplicates. The only strong shared theme is checkpoint/tokenizer loading and v5 migration regressions, but none of the candidate pairs are safe duplicate merges from the available evidence.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44556 is the clearest, most concrete loading/reload regression in the set (v4.57 checkpoint no longer reloads after v5.2/v5.3), so it best represents the dominant load-related theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44556 is the best single anchor among the issues because it names a specific, user-facing compatibility break rather than a vague symptom or orthogonal bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer-v5 complaints, but one is broad behavior drift and the other is a specific decoder-type bug; not enough evidence they are the same underlying defect." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Completely unrelated topics: scheduler kwargs vs a nonsensical/unemployment title." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Different code paths and symptoms: tied-weight-key handling vs chat-template crashes with tool-call messages." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "No substantive overlap; one is unrelated, the other is a small testing_utils bug." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A cache-strategy typo is not the same bug as the unrelated item." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIP attentions assignment regression is unrelated to the other item." + }, + { + "left": "issue:44556", + "right": "issue:44998", + "accept": false, + "reason": "Checkpoint reload regression after v5 upgrade is unrelated to the other item." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and tied-weight-key AttributeError are distinct failures." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is a different config-attribute issue than tied-weight-key handling." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading and an ImportError for layer_type_validation are different problems." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support for Qwen models is not the same bug as processor.save_pretrained missing files." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading performance and tensor-parallel training bugs do not match." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint loading performance is unrelated to model.forward documentation confusion." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5/MoE and from_pretrained, but one is FP8 inference support and the other is a specific loading error; too broad to merge." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Slow checkpoint loading and tokenizer loading regression are different failure modes." + }, + { + "left": "issue:31515", + "right": "issue:36683", + "accept": false, + "reason": "from_pretrained loading slowness is unrelated to Gemma3Config missing vocab_size." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching not supporting audio models is a different feature gap than FP8 Qwen inference support." + } + ] + }, + "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": 13, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "db6226b155e14b2b3233f284f32bcf68a2025de80bab82695b6a0ffc8e520d33", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "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 not duplicates: one requests Flash Attention 2 support for more architectures, the other requests GGUF support for more architectures. They are different feature efforts with no concrete code-path overlap.", + "confidence": 0.99, + "canonical_issue_reason": "No canonical issue for deduplication: the issues are about different features (Flash Attention 2 vs GGUF) and should remain separate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 26350 is the better representative only because it is older and has more discussion, but it is not a duplicate of issue 33260.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature requests with different underlying implementations and targets; they do not describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 13, + "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-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": "5bb02acfc37eb3af4a2f01ba76bc40e4269cea6fc0fe075d5c480f0399f5ecba", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4453, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4453, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are translation-request issues built from the same template, but they are not the same underlying request: 27088 is specifically for Turkish, while the others are generic placeholder-language issues that likely represent different translations. No soft edges should be merged.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 27088 is the only concrete, language-specific request (Turkish) and is the most informative representative; the other issues are placeholder/template variants rather than the same request.", + "canonical_pr_reason": null, + "best_issue_reason": "27088 is the best issue to keep as the representative because it has a real target language and a clear, actionable description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Same translation-issue template, but no evidence they target the same language or same request; the concrete Turkish request should not be merged with a generic placeholder issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "These are not the same underlying request: one is explicitly Turkish, the other is a generic placeholder with no matching concrete language evidence." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Template similarity only; the Turkish-specific request is distinct from a generic placeholder translation issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "They share the same template text, but there is no concrete evidence they refer to the same language or same translation task." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Identical placeholder wording is not enough to treat them as the same issue; these could be separate language requests." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Both are generic template issues, but there is no reliable sign they are the same underlying translation request." + } + ] + }, + "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": 13, + "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-36817-13", + "nodes": [ + "issue:36817", + "issue:37015", + "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:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42503|issue:45027", + "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": "6522e94e4c0f86ca7ab8c0caadbae3255daf5da088524b2e95fc195cf8d6376d", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 25, + "serialized_chars": 16008, + "estimated_input_tokens": 4002, + "estimated_eval_tokens": 8260 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 25, + "serialized_chars": 16008, + "estimated_input_tokens": 4002, + "estimated_eval_tokens": 8260 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are all model-add requests, but they target different model families and capabilities (NeoBERT, DEIMv2, Qwen3-TTS/ASR, audio, OCR, etc.), so there is no true duplicate cluster.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "If one issue has to stand in as a representative, 37015 is the most generic active model-add request, but it is still NeoBERT-specific and not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different models (EuroBert vs DEIMv2); same broad request pattern, not the same change." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config support is unrelated to Qwen3-TTS support." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are distinct models and code paths." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT vs OpenAI weight-sparse transformer are different requested additions." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are different model families and tasks." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are separate model requests, not one duplicate." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral-4B-TTS-2603 are unrelated model additions." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated models and capabilities." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR are different model targets." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are distinct requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models and BERT-like models with RoPE overlap only loosely; they are not the same concrete request." + }, + { + "left": "issue:42503", + "right": "issue:45027", + "accept": false, + "reason": "ModernVBERT and Voxtral-4B-TTS-2603 are different model additions." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE is a broad architecture request, not the same as adding Voxtral-4B-TTS-2603." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR share a family name but request different modalities and support code." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS support and Voxtral-4B-TTS-2603 are different TTS models." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support and DeepSeek-OCR2 are unrelated model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and the weight-sparse transformer request are different changes." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio model requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different models and tasks." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support and weight-sparse transformer support are unrelated changes." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different model additions." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE are different model requests." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral-4B-TTS-2603 are different audio models with different support paths." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated model requests." + } + ] + }, + "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": 13, + "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-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": "70fdf236980254de59409fa702e043aa1e07799d1fc3d2502b8ee2f494114f9a", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6291, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6291, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These items do not look like duplicates of one another; they span separate models, tokenizer behavior, config typing, a typo, and a loss-kwargs bug. The soft-similarity links appear to be false positives from generic wording rather than the same underlying issue.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different topics: Llama4 normalization implementation vs ModernBERT config type annotation." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value handling is unrelated to passing kwargs into a loss function." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Model ignore_value bug and tokenizer regex warning regression are separate code paths." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former loss/input handling is unrelated to a quantization-operation typo." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Different models and different bug types; no shared underlying defect." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Generic loss-kwargs forwarding bug does not match a config type-hint issue." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Config annotation typo is unrelated to tokenizer regex warning behavior." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERT norm_eps typing and the quoted typo concern unrelated text/metadata issues." + } + ] + }, + "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": 13, + "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-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "6a0eb8748c86225f58425ad027663d3eb0336dee75c41622ce78c15f8adb3ebe", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one asks for block decoding, the other requests DeepSeek v3.2 support. No duplicate/canonical linkage is evident.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different requests with no shared code-path or concrete bug: block decoding vs model support. The titles and available metadata do not indicate the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 13, + "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-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "e2c0c4b82c116b7273f829adfbd0caf64439ed9e87359397098a9bfee7706770", + "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 are related only at a very broad level (custom trainer support), but they describe different problems: one is about `remove_unused_column` behavior/customizability in `Trainer`, the other is about FLOPS estimation with custom trainers. They should not be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43598 is the broader Trainer customization request and is the better representative of the cluster\u2019s theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the most central/general item; issue 43600 is a narrower instrumentation/estimation concern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying problems: one changes `remove_unused_column` handling, the other affects FLOPS estimation for custom trainers. Shared mention of custom trainers is too broad to treat as 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": 9, + "component_count": 13, + "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-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "88a7b4792ce402ae4af5da89cbf7163d0b5226f8a881d2cd100697521ce7d5f6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are about different model families and different API registrations, so they should not be treated as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43684 is the broader registration request for Qwen3-Omni in AutoModel / AutoModelForConditionalGeneration; issue 44405 is a separate request for AutoModelForSequenceClassification support on Qwen3.5 (Qwen3_5Config). They do not describe the same missing behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "43684 is the better representative issue because it is the more general model-registration gap and reads as a broader API support request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model families (Qwen3-Omni vs Qwen3.5) and different target classes (generation vs sequence classification); not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 13, + "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-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": "1381e3358c3150c27651a88d6d9bb7bbc7dbb2c3c50b6def3fe3018c65438829", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4255, + "estimated_input_tokens": 1064, + "estimated_eval_tokens": 2384 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4255, + "estimated_input_tokens": 1064, + "estimated_eval_tokens": 2384 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three issues share the same near-identical title (\u201chuggingface \u201d) and look like duplicates; the separate \u201cFett\u201d issue does not have enough evidence to join that set.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43845 is the earliest of the three matching \u201chuggingface \u201d reports and is the best representative of that duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the strongest cluster representative because it is earliest and matches the other two huggingface-titled issues exactly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different title from the repeated \u201chuggingface \u201d reports; no body/detail evidence tying it to the same issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different title and no concrete evidence of the same underlying problem." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different title and no concrete evidence of the same underlying problem." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same title, very close timing, and no distinguishing details; likely duplicate reports of the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same title and no evidence of a different bug; appears to be a duplicate report." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same title and no evidence of a different underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 43845/43846/43859 share the exact title \"huggingface \" and 43835 is titled differently, so treating it as separate is conservative. The soft-edge verdicts also stay within the available evidence (title similarity and timing) without overclaiming body-level proof." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 13, + "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-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": "426c3b3dcd14703d4d423501c7242a122e28d643e629f5fa6b8b75bfc6a361de", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items look like unrelated low-information/spam issues rather than reports of the same bug or request. There is no clear duplicate cluster to collapse.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are generic spam-labeled issues with no substantive body or shared concrete problem; similarity is only superficial." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same as above: no evidence they describe the same underlying issue, only matching spam-like placeholder content." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam and the other is a generic documentation suggestion; too little content to indicate the same bug/change." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Different titles and no body detail; no concrete overlap beyond both being closed issues." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A documentation suggestion and a spam placeholder are not the same underlying issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "A generic doc request does not match a spam-like placeholder issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like placeholders, but there is no evidence they report the same specific problem." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "No shared concrete bug or request is visible; titles are unrelated." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No substantive overlap or explicit linkage; reject as duplicate." + } + ] + }, + "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": 13, + "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-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "b39e29abd403d6084e5fbf507a94a54c039ba44853f3adeeebb01feefc728ce4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are highly similar and share the same title, but the evidence only shows soft similarity. With no shared targets, filenames, or explicit linkage, they are best treated as closely related reports rather than confidently marked duplicates.", + "confidence": 0.81, + "canonical_issue_reason": "Issue #45145 is the better canonical candidate because it was created earlier and has an inbound reference, making it the more established thread.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45145 is the best representative for this cluster because it is the earlier report and has the inbound reference; there is no stronger signal favoring #45151.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "Same title and similar text, but the match is only soft_similarity with no shared targets, filenames, or explicit duplicate linkage. That is not strong enough to confidently treat them as duplicates." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster assessment is a bit overstated. The packet supports that these two issues are very similar and share the same title, but it does not strongly prove they are duplicates; the evidence is only soft_similarity, with no shared targets/filenames. Also, the best_issue_reason is not grounded because issue #45145 does not have slightly more discussion signal than #45151 (it has 0 vs 1). The canonical choice based on earlier creation and inbound reference is reasonable, but the duplicate/duplicate-report language should be more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 13, + "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": "pull_request", + "component_index": 1, + "component_count": 25, + "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-39895-13", + "nodes": [ + "pull_request:39895", + "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:45435", + "pull_request:45454", + "pull_request:45489" + ], + "soft_pairs": [ + "pull_request:39895|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:45435", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45454", + "pull_request:43823|pull_request:45435", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45435", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45489", + "pull_request:44827|pull_request:45170", + "pull_request:43823|pull_request:44827", + "pull_request:45213|pull_request:45435", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:44827|pull_request:45435", + "pull_request:45454|pull_request:45489", + "pull_request:43823|pull_request:45489", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "694f821a4c7fe21308232a0dc54351b70fba22d5dcd09a4c1cb70100be4b945d", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 23, + "serialized_chars": 37544, + "estimated_input_tokens": 9386, + "estimated_eval_tokens": 19028 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 23, + "serialized_chars": 37544, + "estimated_input_tokens": 9386, + "estimated_eval_tokens": 19028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Almost all PRs are unrelated despite superficial overlap in Transformers subsystems; the only clear duplicate pair is the two `fixed_cross_entropy` fixes for issue #43240.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the stronger representative of the duplicate fix: it is explicitly issue-linked, has more discussion, and directly updates `fixed_cross_entropy` to forward the missing kwargs.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best cluster representative because it is the clearest, most complete version of the one true duplicate change in this set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated PRs: a new VideoPrism model/docs addition vs an Executorch dynamic-shape export test." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Different work: processor robustness plumbing vs adding MobileLLM model support." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "`fixed_cross_entropy` kwargs fix is unrelated to MobileLLM model implementation." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Different changes and codepaths: loss utility kwargs vs Mistral4 test/model adjustments." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export testing is not the same bug as Mistral4 test fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:45435", + "accept": false, + "reason": "Different subsystems and bugs: Executorch export dynamic shapes vs Whisper tokenizer indexing." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "No shared underlying change; one is export testing, the other is a new model addition." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45454", + "accept": false, + "reason": "MobileLLM model addition is unrelated to Gemma4 text-only training behavior." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45435", + "accept": false, + "reason": "No overlap beyond being Transformers PRs; model addition vs Whisper tokenizer bug fix." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "Different model and purpose: MobileLLM addition vs Falcon output-interface refactor." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45435", + "accept": false, + "reason": "Falcon refactor is unrelated to Whisper special-token decoding fix." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "A model refactor is not the same as the model-creation skill/meta PR." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon standardized-output refactor and Mistral4 test fixes are different codepaths and problems." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45489", + "accept": false, + "reason": "Both touch Gemma/Mistral-family areas only broadly; they fix different concrete issues in different models." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 tests are unrelated to the `layrnorm` -> `layernorm` renaming/conversion fix." + }, + { + "left": "pull_request:43823", + "right": "pull_request:44827", + "accept": false, + "reason": "New MobileLLM model support is not the same underlying change as Mistral4 test fixes." + }, + { + "left": "pull_request:45213", + "right": "pull_request:45435", + "accept": false, + "reason": "Meta model-creation skill PR is unrelated to Whisper tokenizer bug fixing." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 test fixes and the model-creation skill PR are not the same change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45489", + "accept": false, + "reason": "MobileLLM addition and Gemma3n/Gemma4 cache-sharing alignment are unrelated." + }, + { + "left": "pull_request:45454", + "right": "pull_request:45489", + "accept": false, + "reason": "Both are Gemma-related, but one fixes text-only training inputs while the other aligns cache sharing; different concrete bugs and patches." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same file, same issue (#43240), and both patch `fixed_cross_entropy` to forward missing `nn.functional.cross_entropy` kwargs; these are the same underlying fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only supported duplicate pair is PR 43251 / 43254: same file, same issue target (#43240), and both implement the same `fixed_cross_entropy` kwargs-forwarding fix. The other soft-edge rejections are reasonable and do not overclaim mergeability or shared bug origin." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 25, + "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": "bf8e71ea0259acd18937ec89c4b2a7109d6059e1528157790484ee1e24285864", + "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": "These are related VibeVoice pull requests, but they are not duplicates: one is the base VibeVoice implementation, the other adds a separate realtime/acoustic-tokenizer extension. Shared files reflect the same model family, not the same concrete change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #40546 is the better canonical PR for the cluster because it is the earlier, non-draft, broad base implementation of VibeVoice and establishes the core files that the later work builds on.", + "best_issue_reason": null, + "best_pr_reason": "PR #40546 is the best representative because it is the main initial implementation, while PR #42781 is a follow-on realtime-specific draft that extends the model rather than fixing or completing the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Reject: the overlap is mostly the VibeVoice package and docs, but #42781 adds realtime/acoustic-tokenizer functionality and touches generation/runtime code beyond the base implementation in #40546. They are related, 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": 3, + "component_count": 25, + "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": "8bcc97fcc59f8ebc687436baba5c07ea0108b56ab7b691e60b832d662068bd88", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are unrelated: one adds covariate forecasting support for TimesFM, the other adds image-classification support for DINOv3ViT. They do not fix the same code-path problem and should not be merged as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the changes target different models and different features (TimesFM covariate forecasting vs. DINOv3 image classification), with no shared concrete bug or merged code path.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for this cluster because the PRs are not duplicates or substitutes; each stands alone for a different subsystem and use case.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Reject: these PRs address different model capabilities in different files and code paths, so they are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 25, + "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": "bf853edcac36b9d46727ab7091e6d4edc2525d28b28d3cc612346441fafe02a8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are for adding DEIMv2 to Transformers. PR #44339 is a broader, more complete implementation that subsumes the earlier partial add in #41356, so they look like the same underlying feature work rather than separate changes.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44339 is the more complete DEIMv2 implementation: it adds the model plus loss utilities, auto-class registration, conversion script, modular file, and config updates. It clearly subsumes the narrower earlier PR #41356.", + "best_issue_reason": null, + "best_pr_reason": "PR #44339 is the best representative because it covers the full DEIMv2 integration and is the more complete, maintainable landing point for this feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": true, + "reason": "Same underlying change: both add DEIMv2 support. #44339 expands on the same model/files and looks like a superset of #41356 rather than a different fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target the same issue (#41211), share several DEIMv2 files, and the later PR clearly adds more DEIMv2-related pieces. The soft-edge accept is conservative enough here, and the characterization as related feature work rather than separate changes is supported by the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 25, + "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": "cd3efc7ec4256a342065c8179ac790974e7d68ca66be62eee5663658665f2254", + "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": "These are two separate model-addition PRs: one for DeepSeek OCR and one for Isaac. They share generic Transformers boilerplate and docs/auto-registration work, but they do not appear to fix or implement the same underlying feature or bug.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Reject: the PRs add different models with distinct codepaths, configs, processors, and tests. Shared filenames are only expected integration surfaces for model onboarding, not evidence of a duplicate 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": 25, + "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-42166-2", + "nodes": [ + "pull_request:42166", + "pull_request:45426" + ], + "soft_pairs": [ + "pull_request:42166|pull_request:45426" + ], + "prepared_review_unit_hash": "f43c98475991713139598405bccf884463f853c9a01419baa4f8aa7248cf9b13", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5408, + "estimated_input_tokens": 1352, + "estimated_eval_tokens": 2960 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5408, + "estimated_input_tokens": 1352, + "estimated_eval_tokens": 2960 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two unrelated model-addition PRs that only overlap in shared Transformers registration files; they do not appear to fix the same underlying bug/change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #42166 is the stronger cluster representative: it is a full model addition with docs, tests, and broader integration, whereas the other PR is a separate model addition.", + "best_issue_reason": null, + "best_pr_reason": "PR #42166 is a good standalone exemplar of this cluster because it includes the most complete end-to-end model scaffolding and validation, but it should not be treated as a duplicate of the other PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42166", + "right": "pull_request:45426", + "accept": false, + "reason": "Different model families and different implementation targets (InternVLFlash vs AXK1). Shared edits to __init__.py and auto config/model registries are incidental boilerplate, not the same concrete code change, and the PRs would not be merged as one." + } + ] + }, + "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": 25, + "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-42227-6", + "nodes": [ + "pull_request:42227", + "pull_request:43291", + "pull_request:43498", + "pull_request:43665", + "pull_request:44815", + "pull_request:45528" + ], + "soft_pairs": [ + "pull_request:42227|pull_request:43291", + "pull_request:42227|pull_request:43665", + "pull_request:42227|pull_request:44815", + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43498|pull_request:45528", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:45528" + ], + "prepared_review_unit_hash": "f81d57d3aeee7cc6509e170b6960c0b3fd84272e5f0763e3b9b7d0c507938015", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 15568, + "estimated_input_tokens": 3892, + "estimated_eval_tokens": 8040 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 15568, + "estimated_input_tokens": 3892, + "estimated_eval_tokens": 8040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates: they span unrelated areas (Whisper ASR, Whisper tokenizer/tests, model-weight tying deprecation, CLIP/ViT test noise, FP8/dequantization, and image-processor doc consistency). The only substantive fix is the Whisper return_language pipeline change; the others are separate changes or test/doc churn.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42227 is the clearest standalone bug fix: it directly addresses Whisper return_language handling, has an explicit issue target, and includes a focused code-path change plus tests.", + "best_issue_reason": null, + "best_pr_reason": "PR 42227 is the best representative of the cluster because it is the only concrete, user-facing bug fix with a clear scope; the others are either unrelated subsystems, test-only changes, or broad refactors/docs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42227", + "right": "pull_request:43291", + "accept": false, + "reason": "Both mention Whisper, but they fix different problems: 42227 forwards return_language through the ASR pipeline, while 43291 refactors Whisper decode/batch handling and tests. Not the same underlying bug." + }, + { + "left": "pull_request:42227", + "right": "pull_request:43665", + "accept": false, + "reason": "42227 is a Whisper pipeline bug fix; 43665 is just test-file edits with failing asserts and no related code-path change. Unrelated." + }, + { + "left": "pull_request:42227", + "right": "pull_request:44815", + "accept": false, + "reason": "Different domains and fixes: Whisper ASR parameter forwarding versus FP8/model-loading/dequantization changes. No shared underlying bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "43291 changes Whisper tokenizer decode behavior; 43665 is test noise in CLIP/ViT. Not the same issue." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenizer/test changes are unrelated to FP8 dequantization and loading logic." + }, + { + "left": "pull_request:43498", + "right": "pull_request:45528", + "accept": false, + "reason": "43498 is a backward-compatibility/deprecation wrapper for tie_weights; 45528 is a consistency/doc comment sweep across image processors. No shared code-path problem." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "43665 only touches tests; 44815 changes quantization/model-loading code. They do not fix the same bug and would not be merged together as one PR." + }, + { + "left": "pull_request:43665", + "right": "pull_request:45528", + "accept": false, + "reason": "43665 is test-only churn, while 45528 is a documentation/consistency update across image processors. Unrelated." + } + ] + }, + "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": 25, + "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": "ab55841bcd788b4d175c834ec90ea22d1fe9d97b0daaf8edd7997c55d042e46c", + "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": "Both pull requests are broad GitHub Actions version bumps, but they target different action families and different upgrade goals. They overlap in workflow files, yet they are not the same concrete change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: #42975 upgrades checkout/cache/upload-artifact to satisfy Node 24 compatibility, while #42976 separately bumps docker/build-push-action and other workflow actions to newer versions.", + "best_issue_reason": null, + "best_pr_reason": "#42975 is the more central representative because it has the explicit Node 24 compatibility goal and a wider workflow footprint.", + "soft_edge_verdicts": [ + { + "left": "PR #42975", + "right": "PR #42976", + "accept": false, + "reason": "Related maintenance work, but not the same bug/change: one is Node 24 compatibility for core GitHub actions, the other is a separate docker-action/version refresh. They could live in 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": 9, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490" + ], + "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" + ], + "prepared_review_unit_hash": "036457cb07e5ab8e504d203bd32c1fe2629d5cedab775b53c3e4760656e030d8", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14136, + "estimated_input_tokens": 3534, + "estimated_eval_tokens": 7324 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14136, + "estimated_input_tokens": 3534, + "estimated_eval_tokens": 7324 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are four separate model-addition PRs (ViT NEPA, Molmo, Molmo2, and CTSM). They share boilerplate registration/docs paths, but they do not describe the same underlying model or code-path change, so they should not be deduplicated.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical duplicate exists here; the PRs target different models and different implementation stacks, so none should be treated as the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 43451 is the strongest single representative only because it has the broadest model-addition scope and the most review activity, but it is still distinct from the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models and different implementations; shared docs/auto-registration files are just boilerplate for adding a new model." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA vs Molmo2 are unrelated model additions; same support files do not imply the same underlying change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Completely different model families and code paths; only generic model-registration files overlap." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are separate model releases with distinct configs, modeling, and processing code, so they are not the same change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated additions; overlap is limited to shared Transformers scaffolding." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM fix/add different model packages and code paths, so they should remain separate." + } + ] + }, + "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": 25, + "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": "02232159f4100e6fbd268f172e7bc61c2aa8510ff089b098323dac7a55be609e", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7469, + "estimated_input_tokens": 1868, + "estimated_eval_tokens": 3992 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7469, + "estimated_input_tokens": 1868, + "estimated_eval_tokens": 3992 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three unrelated open PRs were clustered only by weak soft similarity on a shared Vit test file; they target different synthetic repo-bot/CI behaviors and are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR: the three PRs are about different changes (setup/deps formatting, comment-CI workflow plumbing, and CI workflow calling), so none is a strong representative duplicate target.", + "best_issue_reason": null, + "best_pr_reason": "PR #43532 is the broadest CI/workflow-oriented change, but it is still not a duplicate of the others; it is only the least isolated example among the three.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Shared filename is only a test file, but the PRs modify different code paths and concerns: setup/dependency/version formatting vs workflow/comment-CI plumbing." + }, + { + "left": "pull_request:43488", + "right": "pull_request:45476", + "accept": false, + "reason": "These are different synthetic changes: one touches packaging/dependencies, the other adds a workflow caller and unrelated tokenizer/test edits; no same underlying bug or change." + }, + { + "left": "pull_request:43532", + "right": "pull_request:45476", + "accept": false, + "reason": "Both touch CI-related areas, but they fix different behaviors and files; the overlap is only superficial and they would not plausibly merge 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": 11, + "component_count": 25, + "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": "dd3cec546ebce74c4d941109823cab7e1a0d0aff1ed1280adc0d7c44c1443fc2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "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 related only at the framework/docs level; they add different pipelines for different tasks (concept segmentation vs visual segmentation) with different model coverage and tests, so they should not be treated as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical duplicate: these PRs implement different segmentation features and touch different concrete pipeline/model code paths.", + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the better representative only because it is the broader, more fully fleshed-out segmentation feature, but it is not a duplicate of 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying changes: promptable concept segmentation vs promptable visual segmentation are separate pipelines with distinct filenames, model integrations, and test targets. Shared docs/infrastructure files are 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": 12, + "component_count": 25, + "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": "c05359acea158ef062dbbd2a64bb64507d9afffa93f6c6ec4cea065571854efb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4291, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4291, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same trainer file but address different behavior: gradient-accumulation loss scaling vs. PEFT/signature-column inspection. They are not duplicates and should not be merged into one triage item.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different concrete code paths and user-visible fixes: 43651 changes loss normalization in training_step for gradient accumulation, while 43663 extracts signature column inspection for column filtering and PEFT models. Shared file alone is not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 25, + "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": "133d9eeed96d948e9b6929db551639bc031d3e9a7615015bb760e3955aee78fa", + "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": "The cluster centers on `src/transformers/cli/serve.py` annotation/runtime fixes, but only 43836 and 43842 look like the same underlying `TypeAdapter` NameError bug. 43656 is a related annotation cleanup in the same file, but the evidence does not show it fixing the same `TypeAdapter` import/typing failure.", + "confidence": 0.79, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the cleanest, most concrete fix for the `TypeAdapter` NameError in `cli/serve.py`; it directly addresses the missing runtime import/typing reference with the narrowest scope.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best representative because it targets the specific runtime failure described in the title and diff, without the extra scope of the broader refactor-style change in 43836.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Both touch `serve.py`, but 43656 only shows annotation/name-resolution cleanup around `TimedModel`; it does not show the `TypeAdapter` import/annotation fix that 43842 makes. Shared file alone is not enough." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": true, + "reason": "Both target the same `TypeAdapter` NameError in `cli/serve.py` and the same issue target, so they appear to be alternative fixes for the same concrete bug, even though 43836 is broader." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the output overstates the evidence for the 43656 pair. The packet only shows 43656 fixing runtime annotation/name-resolution issues in `TimedModel` via `from __future__ import annotations` and unquoted model/processor types; it does not show the `TypeAdapter` import/annotation fix that 43842 addresses. Shared file + soft similarity is not enough to call it the same bugfix. The 43836\u219443842 pairing is more plausible because both target issue 43824, but the summary should stay more conservative about mergeability and scope." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 25, + "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-43757-3", + "nodes": [ + "pull_request:43757", + "pull_request:45500", + "pull_request:45506" + ], + "soft_pairs": [ + "pull_request:45500|pull_request:45506", + "pull_request:43757|pull_request:45500", + "pull_request:43757|pull_request:45506" + ], + "prepared_review_unit_hash": "4a8ca5d156ca4a6f689a49f6caa5fb5c16cdeca0fed52939bee7407bb15542d3", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7783, + "estimated_input_tokens": 1946, + "estimated_eval_tokens": 4148 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7783, + "estimated_input_tokens": 1946, + "estimated_eval_tokens": 4148 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "PRs 45500 and 45506 are effectively the same GPT-OSS GGUF support change; 45506 is the better canonical PR because it is the non-draft latest version. PR 43757 is an earlier partial fallback fix in the same area, but it is not the same concrete change as the fuller support PRs.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "45506 is the latest non-draft PR with the same title, same tracking issue, and the same file set as 45500; it appears to be the final version of that change.", + "best_issue_reason": null, + "best_pr_reason": "45506 is the best cluster representative because it is non-draft, later than 45500, and contains the complete GPT-OSS GGUF loading support rather than the earlier fallback-only approach in 43757.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45500", + "right": "pull_request:45506", + "accept": true, + "reason": "Same underlying GPT-OSS GGUF loading support change, same files and issue target, with 45506 looking like the updated final revision of 45500." + }, + { + "left": "pull_request:43757", + "right": "pull_request:45500", + "accept": false, + "reason": "43757 is only an early fallback-to-gpt-neox workaround in the GGUF loader, while 45500 is a broader full-support PR; related, but not the same concrete change." + }, + { + "left": "pull_request:43757", + "right": "pull_request:45506", + "accept": false, + "reason": "Same as above: 43757 is a partial predecessor workaround, not a duplicate of the later full GPT-OSS GGUF support implementation." + } + ] + }, + "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": 25, + "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": 16, + "component_count": 25, + "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-43838-3", + "nodes": [ + "pull_request:43838", + "pull_request:43973", + "pull_request:45283" + ], + "soft_pairs": [ + "pull_request:43838|pull_request:45283", + "pull_request:43973|pull_request:45283" + ], + "prepared_review_unit_hash": "35eb92639c5cdbf37fae6498b00d1ecf6e553669fb74fbe5e2d69a69fd709f8f", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 8701, + "estimated_input_tokens": 2176, + "estimated_eval_tokens": 4608 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 8701, + "estimated_input_tokens": 2176, + "estimated_eval_tokens": 4608 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate pull requests for different features: Qwen3-ASR model support, Lfm2Audio model support, and Qwen3.5 GGUF loading support. They share only broad audio/model-integration context and are not duplicates of the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR represents the same underlying change as the others; the items cover distinct models and a separate GGUF-loading integration.", + "best_issue_reason": null, + "best_pr_reason": "43838 is the strongest standalone PR in the set because it is the most mature and explicit model-support addition, but it is not a canonical duplicate target for the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43838", + "right": "pull_request:45283", + "accept": false, + "reason": "Qwen3-ASR support and Qwen3.5 GGUF loading are different changes: one adds a new ASR model implementation/docs/tests, the other adds metadata mappings for GGUF loading. They do not fix the same code-path problem." + }, + { + "left": "pull_request:43973", + "right": "pull_request:45283", + "accept": false, + "reason": "Lfm2Audio model support and Qwen3.5 GGUF loading are unrelated features. They touch different model families and solve different integration problems." + } + ] + }, + "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": 25, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44071", + "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:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "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:44059|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44059|pull_request:44068", + "pull_request:44073|pull_request:44101", + "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:44017|pull_request:44018", + "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:44018|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" + ], + "prepared_review_unit_hash": "a7df589688b5fd82c4de96519def960407f584706596230b449649d9c0e70114", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84896, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75091, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly independent model-specific refactors for the broader output-tracing initiative, not a single duplicate bug. Only a few PRs clearly overlap on the same concrete code path: GPTJ/CodeGen variants and the GPT-Neo variants.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best canonical PR here: it targets the same GPTJ/CodeGen output-tracing refactor as the other GPTJ variants, has explicit issue linkage, and appears to be the most complete/latest version of that concrete change.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the strongest representative of the duplicate subgroup because it covers the same GPTJ/CodeGen forward/output-capture path and subsumes narrower GPTJ-only variants.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths; same meta-initiative only." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families and code paths; not the same concrete fix." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both refactor the same GPTJ block output-tracing path; 44066 also updates the copied CodeGen block." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different models and implementations; only share the standardized tracing theme." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families; same broad refactor theme is not enough." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model families/code paths despite the same issue target." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "Different models and code paths; only related by the output-tracing program." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPTJ/CodeGen vs MGP-STR are unrelated code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same model family and same GPT-Neo output-tracing refactor; these look like duplicate variants of the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "Different models/code paths; not mergeable as one concrete fix." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPTJ/CodeGen and GPT-Neo are distinct code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo vs GPTJ/CodeGen are different model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPTJ/CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPTJ/CodeGen are different model paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPTJ are different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are unrelated model paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are different model code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo vs GPTJ/CodeGen are different fixes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "Different models and different concrete changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPTJ/CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPTJ are different model paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are different concrete code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPTJ and MGP-STR are unrelated implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 and GPTJ/CodeGen are different fixes." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are distinct model paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPTJ/CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are different implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBert are different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated model implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are different code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated fixes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different model paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet and MPT are unrelated model changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are different concrete fixes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are unrelated code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are different implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTaV2 are unrelated fixes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTaV2 and TextNet are different model paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPTJ/CodeGen output-tracing refactor; 44722 is another iteration of the same concrete change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both target the same GPTJ output-tracing code path and are plausibly mergeable into one PR." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPTJ and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "Different model families and different concrete refactors." + }, + { + "left": "pull_request:43996", + "right": "44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTaV2 and SpeechT5 are different model paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTaV2 and ViT/S are unrelated concrete changes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The main duplicate candidates called out by the analyst \u2014 GPTJ/CodeGen variants and GPT-Neo variants \u2014 are supported by shared filenames, issue targets, and high similarity. The broader conclusion that most PRs are independent model-specific refactors is also consistent with the evidence. No obvious overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 25, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "c7013cddb5dc432ccc6343e583bbf6412c0e5cbf1ab01c6ba77bc91b401a55a2", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84896, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17126, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are thematically similar (model-by-model migration to standardized output capture), but they are separate per-model refactors rather than duplicates of one concrete fix/change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44129 is the strongest representative: it has an explicit issue link, a clear standardized output-capture refactor, and concrete code-path changes in SpeechT5.", + "best_issue_reason": null, + "best_pr_reason": "PR #44129 is the best cluster representative because it is the most explicit about the intended refactor and ties to a tracking issue; the others are similarly scoped but model-specific.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are standardized output-tracing refactors, but they touch different model implementations (FocalNet vs ImageGPT) and are not the same concrete code-path change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same refactor pattern, but different models (VisualBert vs TextNet) and different forward/output plumbing, so not mergeable as one duplicate change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both migrate output recording, but MPNet and VisualBert are separate architectures with distinct tracing hooks and model code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are model-specific refactors for MPNet and TextNet, not the same underlying bug or patch." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBERT are unrelated model implementations; 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It is not a duplicate of the others, just the most canonical example.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families (`timm_backbone` vs `upernet`); same refactor motif, but not the same underlying code change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different implementations (`timm_backbone` vs `vision_text_dual_encoder`) with separate forward/output logic; not mergeable as one PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model code paths (`timm_backbone` vs `univnet`); only the refactor pattern matches." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different subsystems (`timm_backbone` vs `falcon_mamba`/`mamba`); not the same bug or change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model code paths (`timm_backbone` vs `rwkv`); 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different architectures and code paths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "`speech_encoder_decoder` and `dpr` are separate model implementations; not the same fix." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "`superpoint` and `rwkv` are unrelated; same output-tracing motif is too broad." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "`superpoint` vs `dpr`; different models and forward behavior." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "`rwkv` and `dpr` are different model stacks; not a duplicate 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": 19, + "component_count": 25, + "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": "29641cd607dc31b6677ea4406f5ec4f9160265d97e3b8f57a181d798528a08dd", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 11070, + "estimated_input_tokens": 2768, + "estimated_eval_tokens": 5792 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 11070, + "estimated_input_tokens": 2768, + "estimated_eval_tokens": 5792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-addition PRs for different architectures (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). They share the standard Transformers integration pattern, but they are not the same underlying change and should not be deduplicated.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR is a canonical duplicate target here; if forced to pick a representative, PR 45075 is the most complete model-addition implementation, but it addresses a different model than the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different models and codepaths: PenguinVL vs Voxtral TTS. Shared auto-registration/docs boilerplate is expected for model additions, not evidence of the same fix." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Different models and implementations: PenguinVL vision-language support vs DeepSeek-OCR-2 OCR model. Same subsystem, but not the same underlying change." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model families and functionality: DeepSeek-OCR-2 vs Voxtral TTS. They only overlap on generic Transformers plumbing, so they should remain separate." + } + ] + }, + "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": 25, + "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": "e629c4851a5fc137ff92cd114b70f6efc821b7a79e635d501bd0356383afae0c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "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 conceptually related around model/module fusion, but they are not duplicates: one introduces a general Module Fusion API scaffold, while the other implements KernelConfig-driven n-to-1 kernel fusion in model loading and integrations.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45363 is the stronger representative of the cluster because it delivers a concrete end-to-end user feature with integration changes in modeling_utils, hub_kernels, and KernelConfig, plus an example. PR 44979 is a more generic API foundation.", + "best_issue_reason": null, + "best_pr_reason": "PR 45363 is the best overall PR to keep in view because it is more complete and actionable; it shows the actual fusion workflow rather than only the underlying abstraction layer.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related topic, but different underlying change: 44979 adds a new generic Module Fusion API in src/transformers/module_fusion.py, while 45363 wires KernelConfig-based n-to-1 fusion into loading/integrations and adds an example. They target different code paths and would not plausibly be merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 25, + "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": "93f9ceeab1c9677afbc34c1d1588d409eb04506c3fffc3ffd26991ceeca665d3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests target the same Mistral regex AttributeError fix in the same code path; 45317 appears to be the fuller follow-up with tests, while 45086 is the minimal code-only version.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical representative because it implements the same fix as 45086 and also adds test coverage, making it the more complete change set.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the strongest overall candidate: same underlying bug, same file, same explicit issue target, and it includes validation via tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Accept: both PRs make the same concrete fix to _patch_mistral_regex / Mistral pre-tokenizer handling, with 45317 effectively superseding the smaller 45086 by adding tests." + } + ] + }, + "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": 25, + "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": "9a01a3d257dd05f5730065704380d51bb74b81d542036a2e735dafe54249eb4c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5397, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5397, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related but distinct PRs: one adds heterogeneous per-layer config support, the other builds broader heterogeneous model/runtime support on top of it. They overlap in shared heterogeneity plumbing, but they are not the same concrete change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the broader end-to-end change: it includes config-aware cache/modeling updates plus heterogeneous model support, so it is the best single representative of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the strongest representative because it spans the actual runtime/model-path changes, not just config plumbing.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Shared heterogeneity framework and files, but #45333 is config-only while #45332 adds modeling/cache/runtime changes. They are related groundwork and follow-up, not the same bug or a single mergeable 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": 25, + "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-45351-3", + "nodes": [ + "pull_request:45351", + "pull_request:45509", + "pull_request:45515" + ], + "soft_pairs": [ + "pull_request:45351|pull_request:45509", + "pull_request:45351|pull_request:45515", + "pull_request:45509|pull_request:45515" + ], + "prepared_review_unit_hash": "6008f1acf7788fba1a6632d554c45ad90ba846233f20853acab194f0eb97c389", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 5819, + "estimated_input_tokens": 1455, + "estimated_eval_tokens": 3166 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 5819, + "estimated_input_tokens": 1455, + "estimated_eval_tokens": 3166 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs target the same underlying bug in `get_device_properties()` on CUDA-capable systems without an available GPU: calling `torch.cuda.get_device_capability()` without first checking `torch.cuda.is_available()`. The patches differ mainly in scope and cleanup, not in the core fix.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45515 is the cleanest and most focused fix for the shared crash: it directly adds the CUDA availability guard in `get_device_properties()` with minimal extra changes.", + "best_issue_reason": null, + "best_pr_reason": "PR 45515 best represents the cluster because it addresses the exact failure mode with the smallest, most direct code change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45351", + "right": "pull_request:45509", + "accept": true, + "reason": "Same concrete bug in `get_device_properties()`: both prevent `get_device_capability()` from running when CUDA is unavailable. The extra XPU-related cleanup in 45351 does not change the underlying fix." + }, + { + "left": "pull_request:45351", + "right": "pull_request:45515", + "accept": true, + "reason": "Both PRs fix the same crash path by guarding CUDA capability access with `torch.cuda.is_available()`. They are the same underlying change, with 45351 just carrying additional nearby edits." + }, + { + "left": "pull_request:45509", + "right": "pull_request:45515", + "accept": true, + "reason": "Both are straightforward fixes for the same `get_device_properties()` CUDA/no-GPU crash and could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: all three PRs edit the same `get_device_properties()` path and add a CUDA availability guard to avoid the no-GPU crash. The soft-edge verdicts are conservative enough, and the pairwise merges look like plausible same-bugfix alternatives rather than unrelated changes. PR 45515 is a reasonable canonical choice because it is the most focused of the three." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 25, + "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": "e9480638c07cdb9b3bff778ef0c20d22c800a324ab9036ea50cc3bc3168fc8b6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5305, + "estimated_input_tokens": 1327, + "estimated_eval_tokens": 2910 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5305, + "estimated_input_tokens": 1327, + "estimated_eval_tokens": 2910 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both touch typing-related code, but they address different scopes: one is a broad type-checking sweep across many files, the other is a focused set of typing aliases and PEFT/modeling_utils adjustments. They are not the same underlying change.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45415 is the broader, more central typing cleanup change and is the better cluster representative if a PR must be chosen.", + "best_issue_reason": null, + "best_pr_reason": "PR #45415 is the most representative of the cluster\u2019s overall typing-theme and spans the widest set of affected files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-related, but #45415 is a broad type-checking sweep while #45425 is a narrower typing-compatibility patch in _typing/modeling_utils/PEFT. They do not appear to fix the same concrete code-path problem and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 25, + "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-45470-2", + "nodes": [ + "pull_request:45470", + "pull_request:45487" + ], + "soft_pairs": [ + "pull_request:45470|pull_request:45487" + ], + "prepared_review_unit_hash": "46ee694ab4f30d54ac2972a441b88c43bbc05516be60e1e96b484bec6b24cb46", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4769, + "estimated_input_tokens": 1193, + "estimated_eval_tokens": 2642 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4769, + "estimated_input_tokens": 1193, + "estimated_eval_tokens": 2642 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated in substance: one adjusts a test expectation for SAM3 Lite Text, while the other fixes a model-parallel/device handling bug across AltCLIP/ChineseCLIP and related models. They should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45487 is the stronger canonical PR because it makes a concrete code-path fix in model forward logic and touches the actual bug source, whereas PR 45470 only skips a failing test.", + "best_issue_reason": null, + "best_pr_reason": "PR 45487 is the best representative of the cluster\u2019s substantive work; PR 45470 is just a test skip workaround and does not cover the same underlying problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45470", + "right": "pull_request:45487", + "accept": false, + "reason": "Different underlying problems: 45470 only skips a SAM3 Lite Text flash-attn test due to a composite-model test mismatch, while 45487 fixes device/model-parallel handling in AltCLIP/ChineseCLIP code paths. They are not the same change and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260420T120036Z/analysis-runs/hybrid-model-20260420t120036z/manifest.json b/snapshots/20260420T120036Z/analysis-runs/hybrid-model-20260420t120036z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..7216d014547dbde62f4e0ab45706af0fe9038be0 --- /dev/null +++ b/snapshots/20260420T120036Z/analysis-runs/hybrid-model-20260420t120036z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260420t120036z", + "artifacts": { + "hybrid": "snapshots/20260420T120036Z/analysis-runs/hybrid-model-20260420t120036z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260420T120036Z/analysis-runs/hybrid-model-20260420t120036z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-04-20T12:17:50Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260420T120036Z", + "variant": "hybrid" +} diff --git a/snapshots/20260420T120036Z/manifest.json b/snapshots/20260420T120036Z/manifest.json index 16ca71deebce9612dd173dfa62b8e6a0b5b60236..745ba52b1bfa51e0de53e520a00361ea9e2d0d6e 100644 --- a/snapshots/20260420T120036Z/manifest.json +++ b/snapshots/20260420T120036Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 407 }, "extracted_at": "2026-04-20T12:00:36Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260420t120036z", + "runs": { + "hybrid-model-20260420t120036z": { + "analysis_id": "hybrid-model-20260420t120036z", + "artifacts": { + "hybrid": "snapshots/20260420T120036Z/analysis-runs/hybrid-model-20260420t120036z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260420T120036Z/analysis-runs/hybrid-model-20260420t120036z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260420T120036Z/analysis-runs/hybrid-model-20260420t120036z/manifest.json", + "model": null, + "published_at": "2026-04-20T12:17:50Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260420T120036Z", "watermark": {