diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 3be775bcf4551a3bd6eef8b783269cddb622cf7e..c836de90cb8340495bee4138bbc91cb566f46153 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": "20260508T120022Z", - "generated_at": "2026-05-08T12:10:13Z", + "snapshot_id": "20260508T180023Z", + "generated_at": "2026-05-08T18:13:49Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1148,6 +1148,204 @@ } ] }, + { + "cluster_id": "cluster-43656-4", + "summary": "Cluster of 1 issues and 3 PRs centered on issue #43824.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43824, + "canonical_pr_number": 43656, + "issue_numbers": [ + 43824 + ], + "pr_numbers": [ + 43656, + 43836, + 43842 + ], + "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, + "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 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-43240-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", @@ -1422,76 +1620,6 @@ } ] }, - { - "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.", @@ -1989,6 +2117,16 @@ "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-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, @@ -1998,15 +2136,6 @@ "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, diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index ef036a53ad8c7e26d0253eaca8b422a79d9b3d56..8f4510708ee0f91b6c78912e10c6f471bd5c403c 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": "20260508T120022Z", - "generated_at": "2026-05-08T12:10:13Z", + "snapshot_id": "20260508T180023Z", + "generated_at": "2026-05-08T18:13:49Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -26,46 +26,46 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "163347cf52a23d6c0061f8f90f2a785aee2a1a121517e2921c467a377909dc58", + "prepared_review_unit_hash": "ac2e1a526e420f5a304e9a048ce322a5cc4b5c1f40526934f32332253e0f1a76", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, - "estimated_input_tokens": 620, - "estimated_eval_tokens": 1496 + "serialized_chars": 2476, + "estimated_input_tokens": 619, + "estimated_eval_tokens": 1494 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, - "estimated_input_tokens": 620, - "estimated_eval_tokens": 1496 + "serialized_chars": 2476, + "estimated_input_tokens": 619, + "estimated_eval_tokens": 1494 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues do not appear to describe the same underlying bug: one is about Tapas tokenization parity, one about private-model download/login error handling, and one about failing to load bert-base-uncased. The soft links are too broad to merge as duplicates.", - "confidence": 0.87, - "canonical_issue_reason": "Issue #16618 is the most concrete and user-facing of the set, with a clear runtime failure scenario and a specific model name, so it is the best representative issue if one must be chosen.", + "summary": "These issues are only loosely related by Hugging Face model/tokenizer loading, but they describe different problems: tokenization mismatch, private-model auth/error messaging, and a model load failure for bert-base-uncased. No pair looks like the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#16618 has the clearest actionable symptom and is the most likely to be useful as the cluster representative; the other two are unrelated enough that they should not be treated as duplicates.", + "best_issue_reason": "issue:16618 is the broadest and most central of the three, focusing on a concrete model-loading failure; the other two are about tokenizer behavior and private-model login/error messaging.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different problem domains: Tapas tokenization parity vs. model loading failure for bert-base-uncased. No evidence they share the same code path or fix." + "reason": "Tokenization differences vs model loading failure are different code paths and symptoms." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "One is specifically about bad messaging when downloading a private model without login; the other is a load failure for a public model. Related at a very broad level, but not the same bug." + "reason": "Private-model login/error-message handling is distinct from failing to load bert-base-uncased." } ] }, @@ -87,7 +87,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-390", + "cluster_id": "cluster-15354-391", "nodes": [ "issue:24643", "issue:30277", @@ -208,427 +208,361 @@ "issue:43541|issue:43828", "issue:36010|issue:39290", "issue:44841|issue:45084", - "issue:41093|issue:41762", - "issue:45800|issue:45823" + "issue:45800|issue:45823", + "issue:41093|issue:41762" ], - "prepared_review_unit_hash": "2734970753240655d80ec58cc7a5a101573ded43fad79c17f2d0241bb1a34924", + "prepared_review_unit_hash": "35361b1ace66a000ae7500f9a1172674cf95f90777542d62d6ebc2a76b7e1b6e", "component_budget": { - "node_count": 390, - "item_count": 390, - "soft_pair_count": 1471, - "serialized_chars": 757027, - "estimated_input_tokens": 189257, - "estimated_eval_tokens": 378770 + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 71, - "serialized_chars": 48874, - "estimated_input_tokens": 12219, - "estimated_eval_tokens": 24694 + "serialized_chars": 48868, + "estimated_input_tokens": 12217, + "estimated_eval_tokens": 24690 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a grab bag of unrelated issues. The only clear duplicate pair is the Deepspeed ZeRO-3/Bert index-out-of-bounds reports (43596 and 43638); the rest are different model, docs, or runtime failures.", - "confidence": 0.61, - "canonical_issue_reason": "Issue 43596 is the best anchor for the ZeRO-3/Bert \"index 0 is out of bounds\" duplicate pair; it is the broader, earlier phrasing of that bug, which also covers 43638.", + "summary": "The cluster is mostly false-positive similarity across unrelated model/runtime/docs issues. Only one duplicate family is clear: the DeepSpeed ZeRO-3 BertModel index-out-of-bounds reports (issue:43596 and issue:43638).", + "confidence": 0.86, + "canonical_issue_reason": "issue:43596 is the cleanest representative of the only clear duplicate family: the same ZeRO-3/BertModel index-out-of-bounds load failure as issue:43638.", "canonical_pr_reason": null, - "best_issue_reason": "43596 is the strongest single representative because it matches the same concrete ZeRO-3/Bert failure mode as 43638 and is the cleanest canonical target in this set.", + "best_issue_reason": "issue:43596 is the best single issue to keep because it states the core ZeRO-3/BertModel failure clearly and is the earliest of the near-identical reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different model and failure mode; not the same bug." + "reason": "Different Qwen3.5 failure modes: config attribute error vs streaming chat/completions error." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different hardware/backend error paths; not the same issue." + "reason": "Unrelated device/runtime issues: AMD GPU failure vs MPS histogram op not implemented." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model family and runtime problem." + "reason": "Different model-specific bugs: image preprocessor dtype mismatch vs AMD GPU runtime failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both mention inference errors, but they are different concrete bugs." + "reason": "Autocast dtype mismatch vs AMD GPU device-map failure; not the same bug." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model and error type; not mergeable as one fix." + "reason": "Different problems: device support/runtime failure vs invalid method call in GraniteMoEHybrid." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different model/runtime context; no clear shared code path." + "reason": "Different model/runtime contexts: NVFP4 execution error vs AMD GPU issue." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "Different subsystems: distributed training vs ONNX export." + "reason": "DeepSpeed collective mismatch vs ONNX export error; unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different model/export bug vs FP8 config failure." + "reason": "Different model and failure type: export to ONNX vs FineGrainedFP8 load failure." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Different failure modes and model paths." + "reason": "Export-time ONNX failure vs auto device-map cuda assert; unrelated." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions, but they concern different removed topics." + "reason": "Both are docs cleanups after v5 removals, but they target different obsolete references; not one duplicate issue." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Different bugs: export to ONNX vs import error." + "reason": "Different failures: export issue vs missing GenerationMixin import." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Different model/runtime errors; no shared concrete bug." + "reason": "Generic mask-shape mismatch vs Gemma4 PLE device mismatch; different code paths." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are IndexError-shaped, but the triggering conditions and stack paths differ." + "reason": "ZeRO-3 Bert load crash vs generic mask indexing error; unrelated." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different error signatures and likely different code paths." + "reason": "ZeRO-3 Bert load crash vs generic mask indexing error; unrelated." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different failure modes; only a broad index-error similarity." - }, - { - "left": "issue:44805", - "right": "issue:44918", - "accept": false, - "reason": "Different model and runtime context." + "reason": "Different symptoms: mask shape mismatch vs GPT-OSS tensor-parallel failure." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "Unrelated features: BarkProcessor preset handling vs ONNX export." + "reason": "BarkProcessor voice_preset bug vs ModernBERT ONNX export issue; unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Different distributed-training bugs and different models." + "reason": "Collective mismatch during ZeRO-3 vs BertModel index-out-of-bounds on load; different bugs." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same ZeRO-3/Bert \"index 0 is out of bounds\" failure; only the pretrained/non-pretrained wording differs." + "reason": "Same ZeRO-3/BertModel index-out-of-bounds load failure, just reported with nearly identical wording." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Different models and different tokenization/LoRA behaviors." + "reason": "Detokenization regression vs LoRA save/load mismatch; unrelated." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Different MoE/kernel issue vs TP-only failure." + "reason": "Liger Kernel cross-entropy routing vs GPT-OSS TP problem; different issues." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Different model/runtime bug; no shared underlying change." + "reason": "NVFP4 model runtime error vs LoRA merge/reload inconsistency; unrelated." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Checkpointing/FSDP mismatch is unrelated to the mask-shape IndexError." + "reason": "FSDP activation-checkpointing tensor-size mismatch vs mask indexing error; different bug." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Different DeepSpeed-related errors with different symptoms." + "reason": "DeepSpeed weight-dimension error vs collective mismatch; not the same failure." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Different model and distributed setup; not the same bug." + "reason": "ZeRO-3 Bert load crash vs GPT-OSS tensor-parallel issue; unrelated." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Activation-checkpointing/FSDP issue is unrelated to CustomTrainer signature mismatch." + "reason": "Activation-checkpointing/FSDP mismatch vs trainer signature change; unrelated." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different failure mode and model family." + "reason": "Different model/loading bug vs GPT-OSS TP issue." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different model and different error category." + "reason": "dtype mismatch in Mistral-3 vs invalid method call in GraniteMoEHybrid; unrelated." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Different models and distinct attribute/tokenizer errors." + "reason": "Gemma3 config attribute error vs tokenizer regex patch AttributeError; unrelated." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Dtype mismatch under autocast is unrelated to TP-only MoE failure." + "reason": "Autocast dtype mismatch vs GPT-OSS TP failure; different bugs." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version incompatibility vs Qwen NVFP4 runtime error; unrelated." }, { "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "Different model and training stack; not the same bug." + "reason": "TRL SFT trainer embedding unpacking issue vs GPT-OSS TP issue; unrelated." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "Different distributed-training issues with no common concrete code path." - }, - { - "left": "issue:43827", - "right": "issue:44512", - "accept": false, - "reason": "Both are documentation regressions, but they target different removed APIs/commands." + "reason": "FSDP activation-checkpointing mismatch vs Qwen3 auto device-map cuda assert; unrelated." }, { "left": "issue:43716", - "right": "issue:44560", - "accept": false, - "reason": "Different model/runtime bugs." - }, - { - "left": "issue:43828", - "right": "issue:45685", - "accept": false, - "reason": "Different backend and symptom; only superficial dtype/runtime overlap." - }, - { - "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Different model areas and distinct backend errors." + "reason": "dtype mismatch vs MPS histogram op limitation; unrelated." }, { - "left": "issue:43039", - "right": "issue:43828", + "left": "issue:43541", + "right": "issue:43716", "accept": false, - "reason": "Different MoE/kernel failure vs autocast dtype mismatch." + "reason": "Torch Dynamo grouped_mm tracing error vs Mistral-3 dtype mismatch; unrelated." }, { - "left": "issue:30277", - "right": "issue:36331", + "left": "issue:43828", + "right": "issue:44292", "accept": false, - "reason": "Different stack layers: distributed collectives vs trainer API signature." + "reason": "Both involve model/runtime failures, but the concrete errors and code paths differ." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Different bugs in unrelated subsystems." + "reason": "Different failures: FSDP checkpointing mismatch vs missing GenerationMixin import." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Different model/runtime failures." + "reason": "Liger Kernel cross-entropy call vs generic mask-shape mismatch; unrelated." }, { "left": "issue:41762", "right": "issue:43596", "accept": false, - "reason": "Both are zero-3 related, but they involve different models and distinct error signatures." + "reason": "Both are ZeRO-3 load-time index errors, but on different model families and not clearly the same concrete bug." }, { - "left": "issue:41762", - "right": "issue:43638", + "left": "issue:43827", + "right": "issue:44512", "accept": false, - "reason": "Same broad ZeRO-3 area, but not the same concrete bug." + "reason": "Different docs removals after v5: pipeline-task docs vs transformers run-command docs." }, { - "left": "issue:43901", - "right": "issue:44512", + "left": "issue:43716", + "right": "issue:44560", "accept": false, - "reason": "Different docs topics and different removals." + "reason": "dtype mismatch vs video StopIteration; unrelated." }, { - "left": "issue:39290", - "right": "issue:41720", + "left": "issue:43828", + "right": "issue:45685", "accept": false, - "reason": "Different model families and different runtime failures." + "reason": "Autocast dtype mismatch vs MPS histogram limitation; unrelated." }, { - "left": "issue:44841", - "right": "issue:45084", + "left": "issue:44560", + "right": "issue:45685", "accept": false, - "reason": "Different processor/parsing bug vs template compilation error." + "reason": "Video-processing StopIteration vs MPS histogram limitation; unrelated." }, { "left": "issue:43039", - "right": "issue:44560", + "right": "issue:43828", "accept": false, - "reason": "Different model/runtime issues; too broad to merge." + "reason": "Liger Kernel cross-entropy issue vs autocast dtype mismatch; different code paths." }, { - "left": "issue:43866", - "right": "issue:44863", + "left": "issue:30277", + "right": "issue:36331", "accept": false, - "reason": "Different model loading problems with no clear shared code path." + "reason": "Collective mismatch vs trainer kwargs regression; unrelated." }, { - "left": "issue:43854", - "right": "issue:43866", + "left": "issue:43901", + "right": "issue:44512", "accept": false, - "reason": "Unit-test loading failure vs checkpoint corruption are different bugs." + "reason": "Both are docs cleanup issues, but they cover different removed/updated API references." }, { "left": "issue:39290", - "right": "issue:43531", - "accept": false, - "reason": "Related Qwen3/Gemma area, but different attribute/shape issues." - }, - { - "left": "issue:41093", - "right": "issue:43638", + "right": "issue:41720", "accept": false, - "reason": "Both are IndexErrors, but the mismatched mask/tensor shape bug is different from the ZeRO-3/Bert zero-size index bug." + "reason": "Different model-specific failures: Gemma3 config attribute vs Qwen3 auto device-map assert." }, { - "left": "issue:43425", - "right": "issue:45070", + "left": "issue:44841", + "right": "issue:45084", "accept": false, - "reason": "Different compatibility problems: torch version vs pydantic model field." + "reason": "Processor loading failure vs template compilation error; unrelated." }, { - "left": "issue:43596", - "right": "issue:45800", + "left": "issue:45800", + "right": "issue:45823", "accept": false, - "reason": "Both mention runtime compatibility-ish failures, but they are unrelated." + "reason": "Torch/transformers version incompatibility vs Gemma4 PLE device mismatch; different bugs." }, { - "left": "issue:45362", - "right": "issue:45464", + "left": "issue:41093", + "right": "issue:43638", "accept": false, - "reason": "Different Qwen3.5 surfaces and different symptoms." + "reason": "Generic mask-shape mismatch vs ZeRO-3 Bert index-out-of-bounds; unrelated." }, { - "left": "issue:43792", - "right": "issue:45070", + "left": "issue:43854", + "right": "issue:43866", "accept": false, - "reason": "Whisper runtime failure is unrelated to pydantic-model breakage." + "reason": "GLM-4.7-Flash unit-test load failure vs Ovis2 checkpoint corruption; different issues." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Different model families and different loading/tie-weight problems." + "reason": "Untied Mistral3 lm_head vs corrupted Ovis2 checkpoint; unrelated." }, { "left": "issue:39290", - "right": "issue:45823", - "accept": false, - "reason": "Different model/config mismatch and device-map forward issue." - }, - { - "left": "issue:45464", - "right": "issue:45685", - "accept": false, - "reason": "Different models and completely different failure modes." - }, - { - "left": "issue:43541", - "right": "issue:45685", - "accept": false, - "reason": "Different model/runtime problems; not the same underlying bug." - }, - { - "left": "issue:43541", - "right": "issue:43828", - "accept": false, - "reason": "Different code paths and distinct error types." - }, - { - "left": "issue:36010", - "right": "issue:39290", - "accept": false, - "reason": "Import error vs config attribute error; unrelated bugs." - }, - { - "left": "issue:41762", - "right": "issue:43638", - "accept": false, - "reason": "Same broad zero-3 category, but not the same concrete failure." - }, - { - "left": "issue:43828", - "right": "issue:44292", - "accept": false, - "reason": "Different model-specific runtime errors." - }, - { - "left": "issue:43425", - "right": "issue:44292", + "right": "issue:43531", "accept": false, - "reason": "Torch compatibility issue vs Qwen3 NVFP4 runtime error; unrelated." + "reason": "Both mention sliding_window, but they are different model families with different failures." }, { - "left": "issue:45800", - "right": "issue:45823", + "left": "issue:41093", + "right": "issue:41762", "accept": false, - "reason": "Different incompatibility and device-mapping bugs." + "reason": "Generic mask mismatch vs Gemma3 ZeRO-3 index error; different code paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary stays within the packet: it treats most pairs conservatively as unrelated and only accepts the very close ZeRO-3/Bert IndexError pair (43596, 43638), which is well supported by the titles. No overstatement stands out." + "feedback": "The summary stays conservative and is grounded in the packet. The single accepted duplicate family (issue:43596 / issue:43638) is well supported by the titles, and the other pair rejections do not overstate similarity. No clear evidence of a false positive or mergeability issue." }, "evaluator_used": true, "retried": false, @@ -647,7 +581,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-390", + "cluster_id": "cluster-15354-391", "nodes": [ "issue:39186", "issue:39692", @@ -734,232 +668,244 @@ "issue:43828|issue:44928", "issue:43866|issue:44403" ], - "prepared_review_unit_hash": "3e1d880e260b5cc772cb18716942d26819e8185ab75ead1eedf62611dda4f08e", + "prepared_review_unit_hash": "0834920debe1aa402d82a41bf58e0a592c0ed319f52aafdc9d7222123a365922", "component_budget": { - "node_count": 390, - "item_count": 390, - "soft_pair_count": 1471, - "serialized_chars": 757027, - "estimated_input_tokens": 189257, - "estimated_eval_tokens": 378770 + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37464, - "estimated_input_tokens": 9366, - "estimated_eval_tokens": 18988 + "serialized_chars": 37473, + "estimated_input_tokens": 9369, + "estimated_eval_tokens": 18994 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly unrelated issues. The only clear duplicate family is the Transformers v5 non-persistent-buffer corruption regression (43644/43950/44534), and there is one plausible SigLIP2 duplicate pair (43054/43994).", - "confidence": 0.81, - "canonical_issue_reason": "Issue 43950 is the best canonical issue for the non-persistent-buffer regression: it states the underlying v5 corruption directly and subsumes the older, less specific report.", + "summary": "The set is mostly a collection of unrelated bug reports with only one clear duplicate pair: the Transformers 5.x non-persistent-buffer corruption regression. Most other soft pairs share only a broad subsystem or model family, not the same concrete bug.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43950 is the best canonical for the non-persistent-buffer regression cluster: it states the bug most explicitly, has the clearest regression framing, and matches the earlier report in issue:43644.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43950 is the strongest representative issue overall because it names the regression clearly, has the most actionable root-cause framing, and cleanly covers the duplicate buffer-corruption reports.", + "best_issue_reason": "issue:43950 is the most actionable and specific issue to anchor the one clear duplicate pair; it describes the underlying buffer-corruption problem directly.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different products and failure modes: PaddleOCR-VL loading vs GGUF/gpt-oss support." + "reason": "Different problems: PaddleOCR-VL model loading/quantization vs GGUF support for gpt-oss." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Both involve config changes in v5, but the concrete bugs differ: missing pad_token_idx vs pydantic PretrainedConfig field handling." + "reason": "Both are v5 config regressions, but one is missing pad_token_idx and the other is a pydantic PretrainedConfig field break; not the same bug." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Different symptoms and code paths: int4 OOM/reserved memory vs tied-weights behavior in translation models." + "reason": "Int4 OOM/memory regression is unrelated to tied-weights behavior in translation models." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Both mention MoE, but one is torch-dynamo grouped_mm tracing and the other is tensor-parallel behavior; not the same bug." + "reason": "Both involve MoE models, but one is a grouped_mm tracing failure and the other is a tensor-parallel support issue; different code paths." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Different models and triggers: autocast dtype mismatch in Phi-tiny-MoE vs streaming chat/completions failure in Qwen3.5." + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to Qwen3.5 streaming chat/completions failures." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is unrelated to the pydantic PretrainedConfig regression." + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is a different initialization bug than the pydantic field regression." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Broad remote_code breakage is not the same concrete issue as a torch/transformers version incompatibility." + "reason": "Broad compatibility breakage, but one is remote_code model loading and the other is torch/transformers version incompatibility." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "Different subsystems: GGUF architecture support vs chat/completions streaming inference." + "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 behavior is unrelated to the PretrainedConfig v5.4.0 field regression." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the PretrainedConfig/pydantic regression." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Distinct runtime failures: grouped_mm tracing error vs missing Float8 storage type." + "reason": "Grouped_mm tracing failure and missing Float8 storage are separate runtime errors." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are tensor-shape/index errors, but they occur in different contexts and do not indicate the same underlying bug." + "reason": "Both are IndexErrors, but the mask shape mismatch and the zero-sized tensor under ZeRO-3 are different bugs." }, { "left": "issue:43054", "right": "issue:43994", - "accept": true, - "reason": "Both report SigLIP2 producing bad or nonsensical outputs for the same model family, likely the same model/processor implementation issue." + "accept": false, + "reason": "Both mention SigLIP2, but one is a quality/performance complaint and the other is a model/processor mismatch in docs; not the same bug." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "TensorBoard/TensorFlow backend handling is unrelated to torch-version incompatibility." + "reason": "TensorBoard-without-TensorFlow backend error is unrelated to torch/transformers compatibility." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different multimodal failures: image preprocessor dtype mismatch vs Qwen3.5 embedding unpacking in TRL SFT." + "reason": "Mistral-3 image preprocessor dtype mismatch is unrelated to Qwen3.5 embedding unpacking in TRL SFT trainer." }, { "left": "issue:44918", "right": "issue:45685", "accept": false, - "reason": "Different errors in different backends: TRL input embedding unpacking vs MPS histogram not implemented for Int." + "reason": "TRL embedding unpacking failure and MPS histogram error are different model/runtime issues." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Related area, but not clearly the same concrete bug: local-model leaf-dir cache collision vs wrong custom module after save_pretrained." + "reason": "Cache-path collision for leaf directory names is not the same as loading the wrong custom module after save_pretrained." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but they target different model families and trigger paths; not enough evidence of one shared bug." + "reason": "Both involve tied weights, but the affected models and failure modes differ; too broad to merge as one bug." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter custom-model initialization regression is unrelated to flash-attn2 fallback gating." + "reason": "Jupyter custom-model initialization and flash-attn2 fallback gating are unrelated." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on gpt-oss-20b is unrelated to the GLM5 issue." + "reason": "High perplexity on gpt-oss-20b and GLM5 are different model-specific reports." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is a different issue than tied-weights regression." + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weights regressions." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3-MoE FineGrainedFP8Config failure is unrelated to flash-attn2 fallback logic." + "reason": "Qwen3-MoE FineGrainedFP8 failure and flash-attn2 fallback checks are different issues." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer implementation discussion is unrelated to the removed run-command documentation." + "reason": "DSA indexer/ReLU discussion is unrelated to docs mentioning a removed run command." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure is unrelated to tied-weights behavior." + "reason": "NemotronH checkpoint loading failure is unrelated to translation-model tied weights." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization offloading behavior is a different bug from tied weights in v5 translation models." + "reason": "Quantization offloading behavior is unrelated to tied-weights regressions." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP 2-D weight runtime error is unrelated to Qwen3.5 input embedding unpacking." + "reason": "FSDP 2-D weight error and Qwen3.5 embedding unpacking are different stack traces and code paths." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A cache-strategies typo and removed-command docs are unrelated." + "reason": "A typo in cache strategies is not the same as docs still mentioning a removed command." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Different model families and failures: TRL embedding unpacking vs GraniteMoEHybrid invalid method call." + "reason": "Embedding unpacking in TRL and GraniteMoEHybrid invalid-method calls are unrelated." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Incorrect detokenization in DeepSeek coder is unrelated to the NVFP4 runtime error." + "reason": "Detokenization bug and init_empty_weights _is_hf_initialized argument error are different problems." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying v5 regression: non-persistent buffers are being corrupted/filled with junk on load." + "reason": "Both describe the same Transformers v5 non-persistent-buffer corruption/junk issue." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Same non-persistent-buffer corruption bug; 43950 is the clearer, more explicit report." + "reason": "Same regression: non-persistent buffers are corrupted/junk-filled during Transformers 5.x loading." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Different runtime failures and model families; no shared code-path evidence." + "reason": "Unexpected initializer argument and GraniteMoEHybrid invalid method calls are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs example errors and general SigLIP2 embedding quality complaint are not the same concrete bug." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch and Qwen3.5 gradient explosion from 3D position_ids are distinct failures." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Checkpoint corruption for Ovis2 is unrelated to the transformer-loading noise issue." + "reason": "Corrupted Ovis2 checkpoint and transformer loading noise are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the duplicate calls are conservative. The non-persistent-buffer regression cluster is well supported by the issue titles, and the SigLIP2 pair is only presented as plausible rather than certain. No obvious overstatement or mergeability problem for PR pairs." + "feedback": "The summary is well grounded in the packet and stays conservative. The only clearly supported duplicate cluster is the non-persistent-buffer regression around issues 43644/43950/44534, and the other soft-edge rejections are appropriately cautious rather than overconfident." }, "evaluator_used": true, "retried": false, @@ -978,7 +924,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-390", + "cluster_id": "cluster-15354-391", "nodes": [ "issue:36331", "issue:38175", @@ -1039,8 +985,8 @@ "issue:41553|issue:43881", "issue:42947|issue:44387", "issue:44403|issue:44451", - "issue:43643|issue:45020", "issue:43975|issue:45520", + "issue:43643|issue:45020", "issue:43054|issue:43493", "issue:43975|issue:45237", "issue:44403|issue:44488", @@ -1050,8 +996,8 @@ "issue:42491|issue:44368", "issue:45685|issue:45823", "issue:43975|issue:44451", - "issue:45020|issue:45823", "issue:43824|issue:43872", + "issue:45020|issue:45823", "issue:44991|issue:45399", "issue:44661|issue:45020", "issue:43828|issue:45823", @@ -1066,20 +1012,20 @@ "issue:43638|issue:45823", "issue:43257|issue:43866" ], - "prepared_review_unit_hash": "859c30f6e9e12dfec3002bf0ddcd994ac5d065ff99ffcb06fd1294682aaca841", + "prepared_review_unit_hash": "9504166a60dadce8b376c236e454cbf15e59cb9a8007f51f37e9c70a487f158a", "component_budget": { - "node_count": 390, - "item_count": 390, - "soft_pair_count": 1471, - "serialized_chars": 757027, - "estimated_input_tokens": 189257, - "estimated_eval_tokens": 378770 + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38124, + "serialized_chars": 38121, "estimated_input_tokens": 9531, "estimated_eval_tokens": 19318 }, @@ -1088,216 +1034,228 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose, mostly heterogeneous cluster of issue reports around loading/regression problems. I only see two clear duplicate-like pairs: the SigLIP2 implementation discrepancy reports and the v5 docs pipeline-removal docs reports. Most other pairs are related only at a subsystem level, not the same underlying bug.", - "confidence": 0.76, - "canonical_issue_reason": "issue:45020 is the best broad umbrella for the cluster\u2019s recurring recent-version loading/compatibility regressions, especially remote_code-related breakages, though it does not cleanly cover the whole heterogeneous set.", + "summary": "This cluster is mostly a set of unrelated Transformers bug reports that only share a broad \u2018loading/regression\u2019 theme. The only clear duplicate soft edge is the docs pair about removed pipeline tasks; the rest are too coarse or model-specific to be safely merged.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 45020 is the broadest, most representative anchor for the cluster: it captures the recurring pattern of recent-version regressions around model loading and remote_code behavior, which is the common thread across several nearby reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the strongest representative because it is the broadest open issue and aligns with the dominant theme of recent transformers version regressions; still, it is only a partial fit for this cluster.", + "best_issue_reason": "Issue 45020 is the best single issue to represent this cluster because it is the most general, active report about recent Transformers breakages and can subsume adjacent loading/config regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Different failure modes: custom trainer signature mismatch vs ZeRO-3 index error during Gemma3 loading." + "reason": "Different failures: a CustomTrainer API mismatch vs a DeepSpeed ZeRO-3 loading IndexError." }, { "left": "issue:41628", "right": "issue:45800", "accept": false, - "reason": "Import error for a missing symbol is not the same bug as a torch/transformers version incompatibility." + "reason": "Importing AutoImageProcessor and a torch/transformers version incompatibility are unrelated problems." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Both are compatibility problems, but one is bitsandbytes int8 init and the other is float8 storage resolution; different code paths." + "reason": "bitsandbytes Int8Params kwarg breakage and a missing Float8 storage error are different low-level incompatibilities." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad AutoTokenizer error messaging for Voxtral is unrelated to Molmo missing all_tied_weights_keys." + "reason": "Bad AutoTokenizer error messaging for Voxtral is not the same as Molmo missing all_tied_weights_keys." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both involve SigLIP2 quality, but the reports describe different symptoms and no shared concrete bug is evident." + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is poorer text embeddings; no clear same root bug." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding quality is unrelated to a general tokenization change across transformers versions." + "reason": "SigLIP2 embedding quality regression and generic tokenization changes are not the same issue." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different models and different load failures; no same underlying bug." + "reason": "Voxtral tokenizer messaging and GLM-4V loading failure are unrelated model-specific bugs." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Both mention memory/performance, but one is LoRA checkpointing behavior and the other is int4 CUDA reserved memory OOM." + "reason": "Gradient checkpointing/LoRA effectiveness and int4 quantization memory growth are different code paths." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "One is noisy loading output, the other is a concrete model-loading failure for ScandiBERT." + "reason": "Noise during loading is not the same as failing to load vesteinn/ScandiBERT." }, { - "left": "issue:43643", - "right": "issue:45020", + "left": "issue:43975", + "right": "issue:45520", "accept": false, - "reason": "Both touch remote_code, but one is missing fields in AutoConfig and the other is a broader breakage report; not the same concrete bug." + "reason": "Detokenization regression and flash_attn import/key lookup on Python 3.13 are unrelated." }, { - "left": "issue:43975", - "right": "issue:45520", + "left": "issue:43643", + "right": "issue:45020", "accept": false, - "reason": "DeepSeek detokenization and a flash_attn import_utils KeyError are unrelated issues." + "reason": "These are both remote_code-related, but 43643 is a specific missing-fields config bug while 45020 is a broad umbrella report; not the same concrete defect." }, { "left": "issue:43054", "right": "issue:43493", - "accept": true, - "reason": "Both point to the same SigLIP2 implementation discrepancy theme; the JAX-vs-HF mismatch plausibly explains the degraded text embeddings." + "accept": false, + "reason": "SigLIP2 text-embedding quality and SigLIP2 HF-vs-JAX discrepancy are related only by model family, not clearly the same bug." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "Tokenizer/detokenization behavior is unrelated to AMD GPU execution support." + "reason": "Tokenizer detokenization regression and GPT-OSS-20B AMD GPU failure are unrelated." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "General loading noise and a specific model load failure are not the same bug." + "reason": "One is a generic loading-noise complaint, the other is a hard load failure for a specific BERT model." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Both are efficiency-related, but one is gradient checkpointing with PEFT LoRA and the other is Qwen3 MoE training memory usage." + "reason": "LoRA gradient checkpointing and Qwen3 MoE memory usage are different performance/behavior issues." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different model families and different errors: glm-4v loading vs Molmo weight-tying attribute missing." + "reason": "Both are model loading problems, but GLM-4V loading failure and Molmo missing tied-weights metadata are not the same bug." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "ZeRO-3 index error during Gemma3 loading is not the same as Qwen3 MoE fine-grained FP8 failure." + "reason": "ZeRO-3 index error during load and Qwen3 MoE FineGrainedFP8 failure do not share the same concrete fault." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "LoRA compatibility across hf versions and a tie_word_embeddings warning are different issues." + "reason": "A LoRA compatibility regression across versions and a tied-embeddings warning in Qwen3.5 are different issues." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram support for Int and Gemma4 PLE device placement mismatch are different device bugs." + "reason": "MPS histogram support for Int and Gemma4 device mismatch are unrelated backend bugs." }, { "left": "issue:43975", "right": "issue:44451", "accept": false, - "reason": "Detokenization regression and a ScandiBERT load failure are unrelated." + "reason": "Detokenization regression and inability to load a specific model are separate problems." }, { - "left": "issue:45020", - "right": "issue:45823", + "left": "issue:43824", + "right": "issue:43872", "accept": false, - "reason": "Remote_code loading regressions do not match a Gemma4 PLE device_map forward mismatch." + "reason": "Qwen2.5-VL import failure and bitsandbytes Int8Params incompatibility are unrelated." }, { - "left": "issue:43824", - "right": "issue:43872", + "left": "issue:45020", + "right": "issue:45823", "accept": false, - "reason": "Importing a Qwen2.5-VL class and a bitsandbytes int8 constructor error are unrelated." + "reason": "Broad remote_code regressions and a Gemma4 PLE device_map mismatch are different failures." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading for EMBEDDIA/est-roberta and flash-attn fallback gating are unrelated." + "reason": "Tokenizer loading for est-roberta and flash-attn fallback logic are unrelated." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "add-new-model-like failing inside TOKENIZER_MAPPING_NAMES is a registry issue, not the same remote_code regression." + "reason": "Model-registration edge case in add-new-model-like is not the same as the broader remote_code regression report." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch for Phi-tiny-MoE and Gemma4 device mismatch are different runtime errors." + "reason": "autocast dtype mismatch in Phi-tiny-MoE and Gemma4 device mismatch are different runtime errors." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Both concern recent tokenizer regressions, but the concrete failures differ: remote_code loading vs Kimi-K2.5 codec/fix_mistral_regex behavior." + "reason": "A broad remote_code regression and a specific Kimi-K2.5 tokenizer regression are not the same underlying bug." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight_only loading error and GLM5 are separate model-specific issues." + "reason": "Qwen3VL weight_only=True failure and GLM5 loading are unrelated." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Mistral tokenizer patch crash and flash-attn fallback gating are unrelated code paths." + "reason": "Mistral regex patch crash and flash-attn fallback blocking are separate tokenizer/dependency issues." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "These are clear duplicates: both report stale docs still referencing removed v5 pipeline tasks." + "reason": "Clear duplicate docs issue: both report that removed pipeline tasks are still referenced in the documentation." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Mistral3 weight tying and non-persistent buffer corruption are different regression types." + "reason": "Untied lm_head weights in Mistral3 and non-persistent buffer corruption in from_pretrained are unrelated state/loading bugs." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Whisper failing to run may involve feature extraction, but the titles do not show the same concrete bug with enough confidence." + "reason": "Whisper runtime failure and a specific _torch_extract_fbank_features() problem may be related, but the evidence is too weak to treat them as the same defect." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM key errors and flash-attn fallback gating are unrelated failures." + "reason": "MobileLLM load failure and flash-attn fallback gating are unrelated." }, { "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE FineGrainedFP8 failure is model/config-specific and not the same as the broad remote_code regression report." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "ZeRO-3/BERT index error and Gemma4 device mismatch are different loading/runtime issues." + }, + { + "left": "issue:43257", "right": "issue:43866", "accept": false, - "reason": "Qwen3 MoE FP8/deepspeed issues and an Ovis2 checkpoint corruption report are separate problems." + "reason": "Qwen3 MoE weight-conversion failure with accelerate+deepspeed and a corrupted Ovis2 checkpoint are different model-specific loading problems." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative. The two accepted duplicate-like pairs are supported by the titles, and the other soft-edge rejections avoid overclaiming same-bug identity. Minor caution: the umbrella framing around issue:45020 is broad and should remain presented as partial/approximate rather than definitive." + "feedback": "The summary is grounded in the packet and stays conservative: it treats the cluster as mostly unrelated reports with only one clearly duplicate docs pair, which is supported by the issue titles and the soft-edge evidence. The canonical issue choice is plausible, and the pairwise rejections do not overclaim shared root causes." }, "evaluator_used": true, "retried": false, @@ -1316,7 +1274,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-390", + "cluster_id": "cluster-15354-391", "nodes": [ "issue:24643", "issue:30064", @@ -1395,26 +1353,26 @@ "issue:42617|issue:43366", "issue:43824|issue:43957", "issue:42915|issue:43957", - "issue:36010|issue:42915", "issue:44661|issue:45823", + "issue:36010|issue:42915", "issue:38175|issue:43994", "issue:43632|issue:45834", "issue:44155|issue:45584" ], - "prepared_review_unit_hash": "ba3dbced55ccc82e9a153bace62548ac658c25b713e5ce02a6f7232a0b48011d", + "prepared_review_unit_hash": "a18324d290a5a267307f2169a4383b3b0ed1cfa9ccf8b7d25c493c8db7c6e7fa", "component_budget": { - "node_count": 390, - "item_count": 390, - "soft_pair_count": 1471, - "serialized_chars": 757027, - "estimated_input_tokens": 189257, - "estimated_eval_tokens": 378770 + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37421, + "serialized_chars": 37422, "estimated_input_tokens": 9356, "estimated_eval_tokens": 18968 }, @@ -1423,210 +1381,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of Transformers bug reports with a few close duplicate pairs around initialization/loading regressions. I did not find any PRs, and the safest umbrella issue is the Transformers 5 `_is_hf_initialized` regression. Accepted duplicates: the custom model init notebook/general pair, the identical mask-shape IndexError pair, and the `_is_hf_initialized`/init_empty_weights pair.", - "confidence": 0.68, - "canonical_issue_reason": "Issue 43632 is the broadest root-cause report in the cluster: it describes the Transformers 5 `_is_hf_initialized` regression that appears to underlie several later loading/initialization failures.", + "summary": "The set is mostly a mix of unrelated issue threads, with a few true duplicates: the `_is_hf_initialized`/`init_empty_weights` regression, the generic mask-shape IndexError, the Qwen3.5/Qwen3-VL video regression, the custom-model-init Transformers 5 breakage, and the SigLIP2 wrong-results report. Most other soft links are only same-model-family or same-subsystem, not the same bug.", + "confidence": 0.79, + "canonical_issue_reason": "No single canonical issue applies to the whole set because it splits into several unrelated bug families; if forced to pick one representative of a true duplicate cluster, issue #44291 is the clearest broad root-cause report (`_is_hf_initialized` / `init_empty_weights`).", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43632 is the best representative issue because it captures the common upstream initialization bug rather than a single model-specific symptom.", + "best_issue_reason": "Issue #44291 is the strongest standalone issue to keep as a representative because it describes the underlying regression clearly and at the right abstraction level, rather than only one downstream symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are DeepSpeed ZeRO-3 loading failures, but they target different Qwen variants and different symptoms, so they do not look like the same bug." + "reason": "Same DeepSpeed ZeRO-3 loading symptom, but different Qwen model lines and no evidence they are the exact same code-path bug." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Both report the same `_is_hf_initialized` kwarg regression during model loading; one surfaces through bitsandbytes and the other through init_empty_weights, but the underlying bug is the same." + "reason": "Both point to the same `_is_hf_initialized` constructor-argument regression; one surfaces through bitsandbytes, the other through `init_empty_weights`." }, { "left": "issue:45161", "right": "issue:45823", "accept": false, - "reason": "These are unrelated model-specific failures: GPT-OSS MoE tensor-parallel loading vs Gemma4 PLE device placement." + "reason": "Both mention model execution problems, but they are different models and different failures (TP/MoE load vs Gemma4 PLE device mismatch)." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different models and different loading failures; no sign of a shared code-path bug." + "reason": "Both are model-loading failures, but for unrelated model families and likely different loader bugs." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both mention tokenizer loading, but the reported failures and models are different, so this is too broad to merge." + "reason": "Both concern tokenizer loading, but one is a Voxtral error-message issue and the other is a concrete tokenizer-loading regression for a different model." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Qwen3MoE FP8 config failure is unrelated to the `_is_hf_initialized` bitsandbytes regression." + "reason": "These are unrelated regressions: Qwen3MoE + FineGrainedFP8Config versus the `_is_hf_initialized`/bitsandbytes issue." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "RLHF NaNs from Qwen3.5 position-ids and Whisper empty-transcription handling are different bugs." + "reason": "Both involve attention/video-style code paths, but the failures are different and not the same bug." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both involve DeepSpeed training, but one is missing Qwen3 MoE weights and the other is gradient averaging with GAS." + "reason": "Different DeepSpeed-related problems: one is Qwen3 MoE weight conversion, the other is gradient averaging with `model_accepts_loss_kwargs=True`." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Unexpected compute_loss kwarg and mask/tensor shape mismatch are different failure modes." + "reason": "Unrelated failures: custom trainer loss signature vs mask/tensor shape mismatch." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Different tokenizer/model loading problems with no shared concrete bug." + "reason": "Both are loading-related, but the titles indicate different models and different symptoms." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "Bitsandbytes `_is_hf_initialized` incompatibility is unrelated to CLIPTokenizer's model_max_length value." + "reason": "The `_is_hf_initialized` regression and CLIPTokenizer's `model_max_length` bug are unrelated." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache invalid group type on Qwen3.5 is not the same as NemotronH checkpoint loading." + "reason": "Different model families and different failure modes; same broad area is not enough to merge." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "These are effectively the same IndexError symptom with the same shape-mismatch wording, so they look like duplicate reports of one underlying bug." + "reason": "These are effectively the same IndexError with the same mask/tensor shape mismatch symptom." }, { "left": "issue:44479", "right": "issue:44560", - "accept": false, - "reason": "Both are Qwen video/position-id issues, but the specific models and failures differ enough that they should stay separate." + "accept": true, + "reason": "`44560` looks like a concrete Qwen3-VL video manifestation of the broader transformers 5.3.0 video-input regression reported in `44479`." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed training weight-dimension error and void segmentation-map processing are unrelated." + "reason": "Training with DeepSpeed and void-segmentation image processing are unrelated." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF gpt-oss support and Phi-tiny-MoE autocast dtype mismatch are unrelated." + "reason": "No shared bug: GGUF architecture support versus an autocast dtype mismatch in a different model." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states corruption is a different issue from Gemma4 PLE device mismatch under device_map=auto." + "reason": "Both are Gemma4-related, but one is an FSDP2 training KeyError and the other is a device-map forward mismatch." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Both mention GPT-OSS/Qwen-style MoE models, but one is GGUF support and the other is a sliding_window bug on Qwen3-MoE." + "reason": "Different Qwen/GPT-OSS support topics with no shared concrete bug." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer corruption in from_pretrained and Kosmos2.5 OCR index errors are unrelated." + "reason": "Non-persistent buffer corruption and Kosmos2.5 OCR index errors are unrelated." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Bamba SDPA compile failure and Qwen3.5 flash-attn illegal memory access stem from different code paths." + "reason": "Both mention attention/compile behavior, but the model, trigger, and failure mechanism differ." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "These are the same custom model initialization regression; one is the notebook repro, the other the general issue." + "reason": "Same Transformers 5 custom-model initialization breakage; one report is just notebook-specific." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "GGUF gpt-oss support and missing Float8 storage are unrelated." + "reason": "Unrelated issues: GPT-OSS GGUF support versus a missing Float8 storage type." }, { "left": "issue:43950", "right": "issue:45325", "accept": false, - "reason": "Non-persistent buffer handling and Qwen2.5-VL rope-index scaling are different bugs." + "reason": "Different regressions: buffer-loading corruption versus Qwen2.5-VL RoPE/video position scaling." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Both involve Qwen3.5-ish inputs, but one is a video StopIteration and the other is TRL SFT embedding unpacking." + "reason": "Both are Qwen3.5 input-related, but one is a video regression and the other is an SFT embedding unpacking failure." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py execution failure is unrelated to GPT-OSS GGUF support." + "reason": "3d_parallel launch failure and GPT-OSS model-architecture support are unrelated." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Missing import for Qwen2_5_VLForConditionalGeneration and meta-device loading regressions are not the same bug." + "reason": "Different loading failures for different model classes; no clear shared bug." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3MoE FP8 config failure and meta-device loading regressions differ in both trigger and code path." + "reason": "Qwen3MoE FP8 config failure is unrelated to meta-device loading regressions." }, { - "left": "issue:36010", - "right": "issue:42915", + "left": "issue:44661", + "right": "issue:45823", "accept": false, - "reason": "GenerationMixin import failure and Qwen3MoE FP8 failure are unrelated." + "reason": "Tokenizer-mapping generation bug and Gemma4 device mismatch are unrelated." }, { - "left": "issue:44661", - "right": "issue:45823", + "left": "issue:36010", + "right": "issue:42915", "accept": false, - "reason": "Tokenizer mapping-name handling and Gemma4 device mismatch are unrelated issues." + "reason": "GenerationMixin import failure and Qwen3MoE FP8 config failure are unrelated." }, { "left": "issue:38175", "right": "issue:43994", - "accept": false, - "reason": "Both are about SigLIP2 behavior, but one is zero probabilities and the other is nonsensical AutoModel/pipeline output; not enough to call them duplicates." + "accept": true, + "reason": "Same SigLIP2 model producing nonsensical/zero-probability outputs; these are duplicate symptom reports of the same bug." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "The `_is_hf_initialized` regression is unrelated to Kosmos2.5 OCR long-input indexing." + "reason": "`_is_hf_initialized`-flag regression and Kosmos2.5 OCR index error are unrelated." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "AudioFlamingo3 track embedding leakage and Whisper empty-transcription handling are different failures." + "reason": "AudioFlamingo3 track leakage and Whisper empty-transcription failure are different bugs in different code paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary stays grounded in the packet and the duplicate calls are conservative: the accepted pairs have clear title-level overlap, and the rejected pairs are appropriately cautious. The umbrella issue choice is plausible given the `_is_hf_initialized` cluster, and there is no overstatement beyond the evidence provided." + "feedback": "The clustering stays grounded in the packet and is mostly conservative: the rejected links are clearly treated as same-subsystem but not same bug, while the accepted ones have strong title-level overlap or an explicit shared regression family. The overall summary does not overclaim a single canonical cluster." }, "evaluator_used": true, "retried": false, @@ -1645,7 +1603,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-390", + "cluster_id": "cluster-15354-391", "nodes": [ "issue:36010", "issue:38175", @@ -1728,220 +1686,220 @@ "issue:45276|issue:45335", "issue:43404|issue:43454" ], - "prepared_review_unit_hash": "f700a6c738a5f94fef5c8355d5a6e4bd06996cb6017a6fd73b6c31721cba25e5", + "prepared_review_unit_hash": "3b730505d1b98aa58811f867e452f034f16a51abe72e261e085b6442a958f8eb", "component_budget": { - "node_count": 390, - "item_count": 390, - "soft_pair_count": 1471, - "serialized_chars": 757027, - "estimated_input_tokens": 189257, - "estimated_eval_tokens": 378770 + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36412, - "estimated_input_tokens": 9103, - "estimated_eval_tokens": 18462 + "serialized_chars": 36415, + "estimated_input_tokens": 9104, + "estimated_eval_tokens": 18464 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose mix of Transformers v5 regression reports across loading, tokenizers, quantization, and model-specific generation bugs. Only one soft pair is a clear duplicate; the rest are too model- or symptom-specific to merge confidently.", - "confidence": 0.62, - "canonical_issue_reason": "Issue 43644 is the clearest, most detailed report of the confirmed duplicate buffer-regression bug, and it is directly echoed by 44534.", + "summary": "The cluster is mostly heterogeneous, but there are a few clear duplicate-like subgroups: a non-persistent-buffer regression pair, a tokenizer/model-loading pair, and a config-validation loading pair. Most other soft pairs look related only at a broad subsystem level and should stay separate.", + "confidence": 0.49, + "canonical_issue_reason": "issue:43644 is the clearest broad regression report and has an essentially identical duplicate in issue:44534, making it the strongest canonical issue among the accepted duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "43644 is the best overall anchor because it captures the bug concretely and has the strongest duplicate evidence in the set.", + "best_issue_reason": "issue:43644 best represents the only exact duplicate subcluster here: it states the regression generically, is earlier, and is directly mirrored by issue:44534.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44877", "right": "issue:45030", - "accept": false, - "reason": "Both are config-validation load failures, but they affect different models and describe different breakages." + "accept": true, + "reason": "Both are config-loading failures caused by stricter validation changes; a single relaxation/fix could plausibly cover both." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different failures: Whisper video StopIteration vs a mask/tensor shape mismatch." + "reason": "Different failures and code paths: one is a StopIteration in Qwen3-VL video embedding, the other is a mask/tensor shape mismatch." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "BERT ZeRO-3 initialization crash and tokenizer-mapping-name issue are unrelated bugs." + "reason": "Unrelated bugs: ZeRO-3/Bert initialization vs add-new-model-like handling of TOKENIZER_MAPPING_NAMES." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Both mention offload/memory, but one is a dequantized-model loading failure and the other is mmap OOM on Strix Halo." + "reason": "Both involve memory/offload behavior, but one is quantized model loading and the other is mmap OOM on a specific platform; not the same bug." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different code paths: ZeRO-3/BertModel index error vs add-new-model-like tokenizer mapping failure." + "reason": "Different areas: DeepSpeed ZeRO-3 index error versus tokenizer-mapping logic." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer-mapping logic and tensor mask shape mismatch are unrelated." + "reason": "No common underlying bug; one is tokenizer-mapping behavior, the other is a mask indexing error." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but one reports zero probabilities and the other reports docs-example/model-processor and quantization errors." + "reason": "Same model family, but the reported problems differ: zero probabilities vs documentation/model-processor mismatch and quantization issues." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Same underlying bug: Transformers 5.0.0 fills non-persistent buffers with junk; the titles are effectively the same report." + "reason": "These describe the same v5 regression: non-persistent buffers being initialized with junk." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5-related, but one is ZeRO-3 weight loading and the other is save_pretrained key serialization." + "reason": "Different Qwen3.5 failures: ZeRO-3 weight loading for language_model versus incorrect visual encoder keys on save_pretrained." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but one is LlamaTokenizer pre-tokenizer override and the other is Granite token-id corruption." + "reason": "Both are tokenizer regressions, but they target different mechanisms and model families (LlamaTokenizer pre-tokenizer override vs Granite token ID regression)." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different models and different flash-attention/generation failures." + "reason": "Different models and symptoms; these are both flash-attention related only at a very high level." }, { "left": "issue:44451", "right": "issue:44488", - "accept": false, - "reason": "Both are model-load regressions, but the reports are for different models and no shared concrete bug is evident." + "accept": true, + "reason": "Both report current-version model loading failures for BERT-family checkpoints, consistent with the same loader regression." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Different problems: Qwen3 MoE LoRA compatibility vs BitNet packed-weight loading." + "reason": "Distinct model families and failure modes: LoRA compatibility across hf4.x/hf5.x versus BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different model load failures with different symptoms and model families." + "reason": "Different models and different loading errors; not the same concrete bug." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Both are Qwen3-family issues, but one is auto device mapping cuda assert and the other is FineGrainedFP8Config failure." + "reason": "Both are Qwen3-related, but one is a device-map/cuda assert and the other is a FineGrainedFP8Config failure." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Qwen3 MoE LoRA compatibility and Gemma4 embedding resize behavior are unrelated." + "reason": "No clear shared code path; one is LoRA compatibility and the other is resize_token_embeddings propagation." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer resume/max_steps bug and SGD-args-not-used bug are different trainer/optimizer issues." + "reason": "Trainer resume/max_steps logic is unrelated to optimizer argument handling." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different loading paths and failures: accelerate/deepspeed MoE conversion vs GLM-4.7-Flash unit-test loading." + "reason": "Qwen3 MoE weight-conversion/loading under accelerate+deepspeed is a different issue from loading GLM-4.7 in tests." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both touch memory/offloading, but one is Qwen3 MoE training memory use and the other is quantization offloading behavior." + "reason": "Both mention memory, but one is Qwen3 MoE training efficiency and the other is quantization/offloading behavior." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Qwen3Moe FP8 failure and Strix Halo mmap OOM are unrelated." + "reason": "Different problems: FP8 config failure versus mmap OOM workaround on Strix Halo." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Same SigLIP2 model family, but one is a docs-example/model-processor issue and the other is a runtime nonsensical-output report." + "reason": "Both are SigLIP2-related, but one is a doc-example/model-processor problem and the other is nonsensical outputs with AutoModel/pipeline." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Qwen3 MoE LoRA compatibility and Qwen3-VL weight-shape mismatch are different bugs." + "reason": "Different failure modes: LoRA model reuse across versions versus a Qwen3-VL weight-shape mismatch." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Memory inefficiency during Qwen3 MoE training is not the same as increased CUDA reserved memory under int4 quantization." + "reason": "Qwen3 MoE training memory usage and int4 reserved-memory OOM are related only broadly, not the same bug." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Both are Transformers 5 regressions, but one is buffer junk and the other is Jupyter custom-model initialization." + "reason": "Both are v5 regressions, but one is buffer initialization and the other is notebook custom-model initialization." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both are flash-attention crashes, but the causes differ: packed-sequence misinterpretation vs s_aux=None AttributeError." + "reason": "Different flash-attention crashes with different triggers: 3D position_ids misread as packed sequence versus s_aux=None handling." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different crash sites and model families: Qwen3.5 chat vs Gemma4Processor _tokenizer missing." + "reason": "Different model/processor crashes: Qwen3.5 chat generation versus Gemma4Processor missing _tokenizer in serve." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading regressions, but they target different external models and appear to be different root causes." + "reason": "Both are tokenizer/load regressions, but they affect different tokenizer stacks and appear to have different underlying causes." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Importing GenerationMixin and Whisper pipeline return_language are unrelated issues." + "reason": "Importing GenerationMixin and Whisper return_language pipeline behavior are unrelated." }, { "left": "issue:45276", "right": "issue:45335", "accept": false, - "reason": "Both concern resize_token_embeddings, but they affect different model families and different embedding targets; not enough evidence for one bug." + "reason": "Same general API surface, but the model classes and reported propagation failures are different enough that this is not the same bug." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both mention untied lm_head weights, but they are different model implementations and not clearly the same code-path fix." + "reason": "Both are weight-tying bugs, but they affect different model classes and are not clearly the same code-path failure." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The 43644/44534 pairing is the only clearly mergeable duplicate in this packet, and the other soft-edge rejections are appropriately conservative given the model/symptom differences. The summary stays within the evidence, though wording like \"confirmed duplicate\" is a bit stronger than the packet explicitly proves." + "feedback": "The summary is grounded in the packet and stays mostly conservative: it identifies the strongest duplicate-like pairs without over-claiming broad cluster cohesion. The accepted soft edges are plausible from the issue titles alone, and the rejected ones mostly avoid over-merging on high-level subsystem similarity. No obvious overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -1960,7 +1918,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-390", + "cluster_id": "cluster-15354-391", "nodes": [ "issue:39404", "issue:39692", @@ -2031,8 +1989,8 @@ "issue:43381|issue:44928", "issue:44164|issue:44756", "issue:41720|issue:44155", - "issue:44479|issue:44877", "issue:45588|issue:45663", + "issue:44479|issue:44877", "issue:43646|issue:43708", "issue:43854|issue:44960", "issue:43957|issue:44756", @@ -2047,272 +2005,266 @@ "issue:44479|issue:45663", "issue:43906|issue:44530", "issue:39404|issue:45701", - "issue:43611|issue:43645", "issue:43425|issue:45823", + "issue:43611|issue:43645", "issue:43931|issue:44863" ], - "prepared_review_unit_hash": "aaa30b88e7224198aca175dcdbfa3ebe465897767d44cdce860708095a08d9c9", + "prepared_review_unit_hash": "88862b63d1dc5cdd569c79fe26be33c8a32cc5b06911122911a82215ab1ed292", "component_budget": { - "node_count": 390, - "item_count": 390, - "soft_pair_count": 1471, - "serialized_chars": 757027, - "estimated_input_tokens": 189257, - "estimated_eval_tokens": 378770 + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 38, - "serialized_chars": 39073, - "estimated_input_tokens": 9769, - "estimated_eval_tokens": 19794 + "serialized_chars": 39072, + "estimated_input_tokens": 9768, + "estimated_eval_tokens": 19792 }, "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 only strong duplicate candidate is the resize_token_embeddings/output_embeddings regression pair around Gemma4, with one issue being the broader/general form and the other a model-specific manifestation.", - "confidence": 0.67, - "canonical_issue_reason": "issue:45292 is the most general statement of the duplicate pair and cleanly represents the shared bug: `resize_token_embeddings` not updating output embeddings.", + "summary": "The cluster is mostly heterogeneous and does not look like one duplicate set. The only clear duplicate-like subgroup is the resize_token_embeddings regression across the generic, Gemma4, and T5Gemma reports; the rest are different bugs or different code paths.", + "confidence": 0.85, + "canonical_issue_reason": "Issue 45292 is the broadest, most model-agnostic formulation of the resize_token_embeddings bug, and the Gemma4/T5Gemma reports read as variants of the same missing embedding-update behavior.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the best representative issue because it states the core regression in the broadest way and is the most plausible canonical target for the related Gemma4-specific report.", + "best_issue_reason": "45292 is the best anchor for triage because it captures the shared failure mode without model-specific noise and can plausibly subsume the closely related embedding-update reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Both involve loading/saving mechanics, but one is about `extra_state` handling and the other about `init_empty_weights` / `_is_hf_initialized`; different failure paths." + "reason": "Different bugs: save/from_pretrained extra_state handling vs init_empty_weights/_is_hf_initialized." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Both mention model loading problems, but the titles point to different concrete issues and different model names; not enough evidence of the same bug." + "reason": "Both are load failures, but the reports point to different models and the shared root cause is not clear enough." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "One is a Torch 2.10 compatibility claim, the other is a `meta`-device loading regression; same broad area, different code-paths." + "reason": "Both are Transformers 5 regressions, but one is Torch version incompatibility and the other is meta-device loading; different code paths." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Completely unrelated topics: SigLIP2 documentation errors versus a GLM5 issue." + "reason": "Unrelated models and failures: SigLIP2 docs example issues vs GLM5 loading." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing/LoRA behavior and a T5 RMSNorm memory leak are unrelated bugs." + "reason": "Gradient checkpointing/LoRA is unrelated to the apex RMSNorm memory leak in T5." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "Sparse-layer config creation and Gemma4 FSDP2 shared-kv-state handling are different model/config regressions." + "reason": "Different subsystems: SwitchTransformers sparse-layer config vs Gemma4 FSDP2 shared_kv_states KeyError." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both touch quantization/memory, but one is offloading behavior and the other is int4 reserved-memory/OOM; not the same underlying defect." + "reason": "Both involve quantization/memory, but one is offloading behavior and the other is reserved-memory/OOM regression; not the same bug." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "FSDP2 shared_kv_states bug versus custom-module selection after save/load; different code paths." + "reason": "Gemma4 FSDP2 attention state bug vs multimodal Qwen config unwrapping; unrelated." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 batched inference corruption and Gemma4 device-map mismatch are unrelated." + "reason": "AudioFlamingo3 batched inference leak is unrelated to Gemma4 device-map mismatch." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different model-loading regressions with no concrete overlap in the reported failure mode." + "reason": "Different model-loading regressions on different models and releases." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Int4 quantization OOM versus disabling mmap on Strix Halo; different symptoms and fixes." + "reason": "Both mention memory pressure, but one is int4 quantization OOM and the other is mmap on Strix Halo; different causes." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "`init_empty_weights` argument handling and Strix Halo mmap/OOM are unrelated." + "reason": "init_empty_weights argument handling is unrelated to mmap/OOM on Strix Halo." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "`resize_token_embeddings` output embedding propagation and MXFP4 quantization fallback are different bugs." + "reason": "Generic output_embeddings resize issue vs MXFP4 quantization fallback; different bugs." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is LoRA ineffectiveness and the other is eval-mode prohibition; not the same issue." + "reason": "Gradient checkpointing in eval mode is not the same as ineffective checkpointing with PEFT LoRA." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "One is about read-only file permissions during save, the other about loading the wrong custom module after save; related workflow, different bug." + "reason": "Custom-model file permission propagation is unrelated to loading the wrong custom module after save_pretrained." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Both report the same underlying regression: `resize_token_embeddings` not propagating to output embeddings, with 45276 appearing to be a Gemma4-specific manifestation." + "reason": "Same resize_token_embeddings propagation bug; 45276 is the Gemma4-specific manifestation of the broader 45292 report." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Gradient checkpointing in eval mode versus RLHF NaNs from 3D position_ids / SDPA fallback are unrelated." + "reason": "Eval-mode checkpointing restriction vs RLHF NaN/SDPA math fallback issue; different failure modes." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "`extra_state` save/load handling and Strix Halo mmap/OOM are unrelated." + "reason": "save/from_pretrained extra_state handling is unrelated to disabling mmap to avoid OOM." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Qwen3 auto device-mapping CUDA assert and AudioFlamingo3 batched inference leakage are different failures." + "reason": "Qwen3 auto device-map assert and AudioFlamingo3 track leakage are unrelated." }, { - "left": "issue:44479", - "right": "issue:44877", + "left": "issue:45588", + "right": "issue:45663", "accept": false, - "reason": "Qwen video-input regression and strict config rejection for granite_speech are not the same bug." + "reason": "Flash-attention sinkless-model crash and Gemma4 FSDP2 KeyError are different code paths." }, { - "left": "issue:45588", - "right": "issue:45663", + "left": "issue:44479", + "right": "issue:44877", "accept": false, - "reason": "Flash-attention `s_aux=None` crash and Gemma4 FSDP2 shared-state rebuild are unrelated." + "reason": "Video-input regression in Qwen vision models vs granite_speech config loading; not the same bug." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization regression and Trainer resume/max_steps miscalculation are different areas." + "reason": "Custom model initialization breakage vs Trainer resume/max_steps miscalculation; unrelated." }, { "left": "issue:43854", "right": "issue:44960", "accept": false, - "reason": "Different model-loading problems with no clear shared root cause." + "reason": "Different model families and different loading failures." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "`meta`-device loading regressions versus Strix Halo mmap/OOM; different code paths." + "reason": "Meta-device loading regression is unrelated to the Strix Halo mmap OOM report." }, { "left": "issue:45292", "right": "issue:45335", - "accept": false, - "reason": "Both concern `resize_token_embeddings`, but one is general output embeddings and the other is decoder.embed_tokens in t5gemma; likely related but not clearly the same concrete bug." + "accept": true, + "reason": "Same underlying resize_token_embeddings bug; 45335 is the T5Gemma-specific case of the broader embedding-update failure." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Two distinct model-loading failures for different models; insufficient evidence of identity." + "reason": "Similar class of model-loading complaints, but the root cause is not established as the same." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE and `meta`-device loading failures are different issues." + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to meta-device model loading failures." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook custom-model init regression and save/from_pretrained `extra_state` handling are different bugs." + "reason": "Custom-model notebook initialization vs save/from_pretrained extra_state handling; different issues." }, { "left": "issue:43257", "right": "issue:44863", "accept": false, - "reason": "Qwen3 MOE conversion with accelerate+deepspeed and NemotronH checkpoint loading are unrelated." - }, - { - "left": "issue:43425", - "right": "issue:43828", - "accept": false, - "reason": "Torch version incompatibility and autocast dtype mismatch are different failures." + "reason": "Qwen3 MoE conversion/loading under accelerate+deepspeed is unrelated to NemotronH checkpoint loading." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup error and mmap-related OOM are unrelated." + "reason": "Float8 storage lookup error vs mmap/OOM on Strix Halo; different bugs." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are different code paths." + "reason": "Compiled flex_attention on torch>=2.9 is unrelated to Gemma4 device-map mismatch." }, { "left": "issue:44479", "right": "issue:45663", "accept": false, - "reason": "Video-input regression and Gemma4 FSDP2 attention-state bug are unrelated." + "reason": "Qwen video-input regression and Gemma4 FSDP2 KeyError are unrelated." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "Isolated reproduction of another issue and a PagedAttentionCache crash on Qwen3.5 are not the same bug." + "reason": "Isolated reproduction of another issue vs Qwen3.5 PagedAttentionCache crash; not the same underlying bug." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline `return_language` regression and tokenization changes across versions are different issues." + "reason": "Whisper pipeline return_language regression is unrelated to tokenization changes across versions." }, { - "left": "issue:43611", - "right": "issue:43645", + "left": "issue:43425", + "right": "issue:45823", "accept": false, - "reason": "Both involve Transformers 5.0.0 custom-model behavior, but one is `base_model_prefix` loading and the other is notebook initialization; not enough to merge." + "reason": "Torch 2.10 compatibility and Gemma4 device-map mismatch are different regressions." }, { - "left": "issue:43425", - "right": "issue:45823", + "left": "issue:43611", + "right": "issue:43645", "accept": false, - "reason": "Torch incompatibility and Gemma4 forward device mismatch are unrelated." + "reason": "Both are custom-model/Transformers 5 breakages, but one is base_model_prefix loading and the other is notebook initialization; too different to merge." }, { "left": "issue:43931", "right": "issue:44863", "accept": false, - "reason": "Different model families and different load failures." + "reason": "Qwen3-VL shape mismatch and NemotronH checkpoint loading are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The single accepted duplicate pair, 45276/45292, is well supported by the titles and the very high similarity score. The other soft-edge rejections are phrased cautiously and do not overclaim identity from the evidence provided." + "feedback": "The summary is grounded in the packet and stays mostly conservative. The only clearly supported duplicate-like subgroup is the resize_token_embeddings trio (45292, 45276, 45335), and the rest of the pairwise rejections avoid over-merging unrelated model-loading or version-specific bugs." }, "evaluator_used": true, "retried": false, @@ -2331,7 +2283,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-390", + "cluster_id": "cluster-15354-391", "nodes": [ "issue:32090", "issue:34567", @@ -2383,8 +2335,8 @@ "issue:45759" ], "soft_pairs": [ - "issue:44530|issue:45084", "issue:43425|issue:43716", + "issue:44530|issue:45084", "issue:43901|issue:44509", "issue:39404|issue:44912", "issue:44265|issue:44898", @@ -2405,8 +2357,8 @@ "issue:44164|issue:44479", "issue:44488|issue:45081", "issue:44661|issue:44683", - "issue:40990|issue:43421", "issue:43582|issue:43632", + "issue:40990|issue:43421", "issue:43611|issue:43644", "issue:44206|issue:44220", "issue:43716|issue:45084", @@ -2416,226 +2368,214 @@ "issue:34567|issue:40444", "issue:44811|issue:45584" ], - "prepared_review_unit_hash": "2cccaab6747c76850d78bc13c764d77ff1ab854ae157f9c8989b30d2ed753cd2", + "prepared_review_unit_hash": "4dae3f4e8a323b9bc862b9f358cdde77eb1032c2ba4d7ab897e335c8210c6370", "component_budget": { - "node_count": 390, - "item_count": 390, - "soft_pair_count": 1471, - "serialized_chars": 757027, - "estimated_input_tokens": 189257, - "estimated_eval_tokens": 378770 + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37332, - "estimated_input_tokens": 9333, - "estimated_eval_tokens": 18922 + "serialized_chars": 37335, + "estimated_input_tokens": 9334, + "estimated_eval_tokens": 18924 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This looks like a loose similarity cluster rather than a true duplicate set. The issues span unrelated subsystems (Whisper, Qwen/VL, tokenizers, docs, loaders, training, torch/export). I did not find any soft-edge pair that clearly describes the same underlying bug or change.", - "confidence": 0.22, - "canonical_issue_reason": "Issue 44479 is the most representative standalone bug in the set: it describes a concrete regression, names the affected model families, and has a clear runtime failure mode.", + "summary": "This cluster is a loose set of transformers/v5 regressions and model/tokenizer loading issues rather than a single duplicate bug. The best representative issue is the broad model-loading regression around `base_model_prefix`.", + "confidence": 0.57, + "canonical_issue_reason": "`issue:43611` is the most general, central loading regression in the set and best represents the broader v5 model-loading breakages seen across nearby reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the strongest issue to keep as the representative example because it is specific, user-visible, and broadly scoped enough to indicate the underlying regression pattern.", + "best_issue_reason": "`issue:43611` is a concise, broadly applicable duplicate target for v5 loading failures; it is more representative than the highly model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44530", - "right": "issue:45084", + "left": "issue:43425", + "right": "issue:43716", "accept": false, - "reason": "Different failures: one is a Qwen3.5 PagedAttentionCache runtime crash, the other is a template-compilation TypeError. No shared code-path evidence." + "reason": "Different problems: Torch version compatibility vs image preprocessor/model dtype mismatch." }, { - "left": "issue:43425", - "right": "issue:43716", + "left": "issue:44530", + "right": "issue:45084", "accept": false, - "reason": "Unrelated problems: Torch 2.10 compatibility vs. a multimodal dtype mismatch in Mistral-3." + "reason": "Different code paths and failures; both are crashes, but not the same underlying bug." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but they cover different pipeline API changes and are not the same documentation bug." + "reason": "Both are docs-related, but they refer to different pipeline/task documentation issues." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline language output regression vs. MXFP4 quantization fallback; different subsystems and symptoms." + "reason": "Whisper pipeline language output vs MXFP4 quantization loading/fallback are unrelated." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "Different model/export failures: torch.export with torch_compilable_check vs. Perceiver image classification at non-default resolution." + "reason": "torch.export/torch_compilable_check is unrelated to Perceiver interpolation failure." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both concern Qwen3-VL loading, but one is a dev-version model-loading regression and the other is a specific weight-shape mismatch. Not the same bug." + "reason": "Same model family, but one is a loading regression and the other is a weight-shape mismatch; not the same bug." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Both mention multimodal input failures, but one is a broad video-input regression across Qwen models and the other is a generic mask/index shape error with no concrete match." + "reason": "Video-input regression for Qwen VL models is unrelated to the mask-shape IndexError." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch version incompatibility vs. TRL SFT embedding unpacking failure; no shared defect." + "reason": "Torch compatibility issue vs TRL embedding unpacking failure are different problems." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup error and non-template-node compilation error are unrelated." + "reason": "Storage/type error vs template-node compile error are different failures." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Different memory issues: Qwen3 MoE training inefficiency vs. Apple Silicon mmap OOM mitigation." + "reason": "Different symptoms and causes: Qwen3 MoE memory use vs Apple Silicon mmap OOM." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity on GPT-OSS evaluation is not the same as ineffective gradient checkpointing with LoRA." + "reason": "Perplexity anomaly on a model is unrelated to gradient checkpointing with LoRA." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper pipeline regression and CamemBERT masked LM prediction regression are unrelated models and code paths." + "reason": "Whisper return_language regression and CamemBERT masked-LM regression are unrelated." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "SigLIP2 inference issue is not the same as ModelOutput key assignment when a previous value was None." + "reason": "Nonsensical outputs on SigLIP are not the same as ModelOutput key assignment logic." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "Different loading/saving problems: extra_state handling vs. from_config text_config unwrapping for composite Qwen multimodal configs." + "reason": "extra_state save/load handling is unrelated to multimodal config unwrapping in `from_config`." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Tokenizer special-token method conflict and gguf_file loading breakage are separate loading bugs." + "reason": "Tokenizer special-token method conflict vs gguf loading breakage are different bugs." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "DeepSpeed ZeRO-3/BertModel index error is unrelated to compiled flex_attention on newer torch versions." + "reason": "Deepspeed/BertModel init failure is unrelated to flex_attention compilation on newer torch." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT MLM predictions in v5 and tokenizer loading failure for EMBEDDIA/est-roberta are different defects." + "reason": "Both concern tokenizers/model behavior, but one is prediction quality and the other is tokenizer loading." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer-loading failures affecting different models and different failure points." + "reason": "Different tokenizer-loading regressions with different root causes and models." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer GPU broadcast TypeError and Whisper return_language regression are unrelated." + "reason": "Trainer GPU broadcast TypeError is unrelated to Whisper pipeline return_language behavior." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "Extra_state save/load handling is not the same issue as Qwen video-input regression." + "reason": "Save/load extra_state handling is unrelated to Qwen video-input regression." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-loading related, but the affected models and failing mechanisms differ." + "reason": "Different tokenizer loading failures; no shared concrete bug path." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Model-registration logic and compiled flex_attention are unrelated areas." + "reason": "Tokenizer mapping-name failure is unrelated to flex_attention compilation." }, { - "left": "issue:40990", - "right": "issue:43421", + "left": "issue:43582", + "right": "issue:43632", "accept": false, - "reason": "Perplexity evaluation regression and runtime special-token post-processor update bug are distinct." + "reason": "Apple Silicon warmup TypeError is unrelated to `_is_hf_initialized` flag regression." }, { - "left": "issue:43582", - "right": "issue:43632", + "left": "issue:40990", + "right": "issue:43421", "accept": false, - "reason": "Apple Silicon caching allocator TypeError does not match the _is_hf_initialized flag regression." + "reason": "Perplexity issue is unrelated to runtime post-processor updates in TokenizersBackend." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; not the same code-path bug." + "reason": "Both are v5 regressions, but one is about base_model_prefix loading and the other about non-persistent buffers; different code paths." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Audio feature-extraction failures, but one is an unsupported argument in LasrFeatureExtractor and the other is a lower-level fbank helper issue; not clearly the same defect." + "reason": "Related audio area, but the reported failures are not clearly the same underlying bug." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Mistral-3 dtype mismatch and template-compilation error are unrelated." + "reason": "Mistral image dtype mismatch is unrelated to template-node compilation errors." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing tied-weights metadata in Molmo is unrelated to the sleng-bert tokenizer loading failure." - }, - { - "left": "issue:44488", - "right": "issue:45081", - "accept": false, - "reason": "Tokenizer-loading failures for different models with different symptoms; no strong evidence they share one underlying bug." + "reason": "Molmo tied-weights attribute error and sleng-bert tokenizer loading are unrelated." }, { - "left": "issue:43643", - "right": "issue:44530", + "left": "issue:44811", + "right": "issue:45584", "accept": false, - "reason": "trust_remote_code config-field loss and Qwen3.5 PagedAttention crash are different problems." + "reason": "Both involve Whisper token handling, but one is batch_decode skip_special_tokens and the other is empty-transcription generation after align_special_tokens; not the same bug." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token counting and Qwen2.5-VL IterableDataset multi-image finetuning are unrelated." - }, - { - "left": "issue:44811", - "right": "issue:45584", - "accept": false, - "reason": "Both are Whisper-related, but batch_decode skip_special_tokens handling and empty-transcription generation after align_special_tokens are different bugs." + "reason": "TrainerState token counting and multimodal iterable-dataset failure are unrelated." } ] }, @@ -2657,7 +2597,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-390", + "cluster_id": "cluster-15354-391", "nodes": [ "issue:36032", "issue:42915", @@ -2710,8 +2650,8 @@ "soft_pairs": [ "issue:43644|issue:43646", "issue:44451|issue:44987", - "issue:36032|issue:42915", "issue:43541|issue:45084", + "issue:36032|issue:42915", "issue:43452|issue:43482", "issue:42915|issue:44530", "issue:43317|issue:43482", @@ -2729,10 +2669,10 @@ "issue:43377|issue:43819", "issue:42915|issue:45084", "issue:43645|issue:44534", - "issue:45216|issue:45357", "issue:44451|issue:45081", - "issue:44987|issue:45081", + "issue:45216|issue:45357", "issue:44265|issue:44610", + "issue:44987|issue:45081", "issue:44220|issue:44683", "issue:43404|issue:45127", "issue:43632|issue:44756", @@ -2745,262 +2685,256 @@ "issue:43611|issue:44534", "issue:43317|issue:43856" ], - "prepared_review_unit_hash": "7a1d5033249f07a064d1d2193d9ab4148bbf02578cbc0f9627103ba61cd7b945", + "prepared_review_unit_hash": "3f2197462aeefbe4bdd7fdb05a88df13e77d5e86666e4a0d515d680c06d0a5fb", "component_budget": { - "node_count": 390, - "item_count": 390, - "soft_pair_count": 1471, - "serialized_chars": 757027, - "estimated_input_tokens": 189257, - "estimated_eval_tokens": 378770 + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 36, - "serialized_chars": 37909, - "estimated_input_tokens": 9478, - "estimated_eval_tokens": 19212 + "serialized_chars": 37913, + "estimated_input_tokens": 9479, + "estimated_eval_tokens": 19214 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of separate Transformers v5/model-loading regressions. I see one exact duplicate pair around non-persistent buffer junk, and one likely duplicate pair around Qwen3.5 save_pretrained serialization; the rest are too different to merge.", - "confidence": 0.78, - "canonical_issue_reason": "issue:43644 is the clearest representative because it states the precise v5 regression and is an exact duplicate of 44534; it is narrower and better-scoped than the other broadly related loading bugs in the cluster.", + "summary": "This set is mostly a grab-bag of unrelated Transformers v5 regressions across different models and features. Only a couple of near-exact duplicate pairs stand out; most soft matches should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43644 is the clearest canonical issue because it has an almost verbatim duplicate in 44534 describing the same non-persistent-buffer regression.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the best issue to keep as the representative duplicate target: concrete, reproducible, and directly matched by an exact duplicate title, while the remaining items are mostly distinct regressions.", + "best_issue_reason": "issue:43644 is the strongest issue anchor in the set: it has the tightest duplicate match and the cleanest, model-agnostic bug description.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Related v5 init regressions, but one is buffer corruption and the other is custom model initialization; different concrete bugs." + "reason": "Both are v5 initialization regressions, but one is about non-persistent buffers and the other about custom model init; different bugs." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Different models and different loading failures; no clear shared underlying bug." + "reason": "Both are load failures, but they involve different models and likely different failure modes." }, { - "left": "issue:36032", - "right": "issue:42915", + "left": "issue:43541", + "right": "issue:45084", "accept": false, - "reason": "Tokenizer special-token conflict vs Qwen3MoE FP8 config failure; unrelated code paths." + "reason": "Different code paths: torch dynamo grouped_mm tracing versus template compilation errors." }, { - "left": "issue:43541", - "right": "issue:45084", + "left": "issue:36032", + "right": "issue:42915", "accept": false, - "reason": "Torch dynamo grouped_mm error vs template compilation error; distinct failures." + "reason": "Tokenizer add_special_tokens conflict is unrelated to Qwen3MoE FP8 loading." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "Both involve GGUF loading, but one is a generic from_pretrained/gguf_file regression and the other is a model-specific Qwen2.5-GGUF failure; not enough evidence of the same bug." + "reason": "Both mention GGUF loading, but one is a generic from_pretrained breakage and the other is a specific Qwen2.5-GGUF failure." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Both Qwen-related, but FP8 config failure and PagedAttentionCache linear_attention crash are different problems." + "reason": "Same broad Qwen/MoE area, but FP8 config failure and PagedAttentionCache linear_attention crash are different bugs." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Different load paths: dequantized device_map offload vs GGUF/Qwen2.5 loading." + "reason": "Dequantized model offload failure is not the same as GGUF loading regression." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Different Qwen model bugs with unrelated symptoms and code paths." + "reason": "Different models and different symptoms: hidden-states output bug versus rope index scaling bug." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Missing tied-weights attribute vs tokenizer load failure; unrelated." + "reason": "Molmo tied-weights attribute error is unrelated to tokenizer loading for est-roberta." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both touch tied weights, but one is a missing tie in a model class and the other is device-dependent serialization inconsistency; not the same bug." + "reason": "Both involve tied weights, but one is a model-specific tying bug and the other is device-dependent serialization behavior." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer method conflict vs custom model initialization in notebooks; different regressions." + "reason": "Tokenizer method conflict is unrelated to custom model initialization in notebooks." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template compilation failure vs GraniteMoEHybrid invalid method call; distinct issues." + "reason": "Different problems entirely: template compilation versus GraniteMoEHybrid method dispatch." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Sampling-rate default bug vs missing padding mask support; unrelated audio/model bugs." + "reason": "Both are audio-related, but sampling-rate defaults and padding-mask correctness are separate issues." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization breakage vs non-persistent buffer junk; different concrete failures." + "reason": "Both are v5 regressions, but they affect different initialization/serialization paths." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Different model-specific loading regressions, only loosely related by Transformers v5." + "reason": "Both are loading regressions, but on different models and likely different causes." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Nonsensical model outputs vs processor resolution mismatch; not the same bug." + "reason": "Different vision bugs: nonsensical outputs versus processor/model input-size mismatch." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Segfault loading Llava Next vs ValueError processing Qwen3OmniMoe video inputs; different paths." + "reason": "Different multimodal failure modes on different model families." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Loading noise issue vs Mistral tokenizer regex patch crash; unrelated." + "reason": "Unnecessary loading noise is unrelated to the Mistral regex patch crash." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Both are correctness bugs, but one is padding-mask related and the other is missing STE in DAC; different underlying problems." + "reason": "Both are audio/codec issues, but missing padding-mask support is unrelated to DAC.from_latents STE behavior." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3MoE FP8 config issue vs template compilation failure; unrelated." + "reason": "Qwen3MoE FP8 loading and template compilation errors are unrelated." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Custom model init in notebooks vs buffer junk regression; different bugs." + "reason": "Custom model init in notebooks is not the same as the non-persistent-buffer junk regression." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Model loading failure and Mistral tokenizer regex crash are different bugs." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Both report the same Qwen3.5 save_pretrained serialization regression, with the later issue narrowing it to incorrect visual encoder keys." + "reason": "Same Qwen3.5 save_pretrained regression; 45357 is a narrower manifestation of the same incorrect checkpoint serialization." }, { - "left": "issue:44451", - "right": "issue:45081", + "left": "issue:44265", + "right": "issue:44610", "accept": false, - "reason": "Different model/tokenizer failures with no shared code-path evidence." + "reason": "Different export/compilation bug versus processor image-size mismatch." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Model loading failure vs Mistral tokenizer regex crash; distinct issues." - }, - { - "left": "issue:44265", - "right": "issue:44610", - "accept": false, - "reason": "torch.export/exportability issue vs processor image-size mismatch; not the same bug." + "reason": "Different model-loading regression versus tokenizer regex patch crash." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "fbank feature extraction bug vs compiled flex_attention failure on torch>=2.9; unrelated." + "reason": "Audio fbank extraction and compiled flex_attention failure are unrelated." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Tied-weights bug in model loading vs LoRA merge collapse after vocab extension; different failure modes." + "reason": "Tied lm_head weights in Mistral3ForConditionalGeneration is not the same as LoRA merging with extended vocabulary." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "_is_hf_initialized regression vs mmap/OOM workaround request; unrelated." + "reason": "_is_hf_initialized flag regression and mmap OOM on Strix Halo are unrelated." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL load failure in vLLM vs Qwen3-MoE sliding_window issue; different model/code paths." + "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window bug are different issues." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "FP8 config failure vs unexpected _is_hf_initialized argument in init_empty_weights; distinct regressions." + "reason": "Both touch v5 initialization/FP8-related areas, but the specific failures are different." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken keyword collision vs model loading failure; unrelated." + "reason": "AddedToken keyword conflict is unrelated to loading physical-intelligence/fast." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer special-token conflict vs MobileLLM key error; different bugs." + "reason": "T5 tokenizer add_special_tokens conflict is unrelated to MobileLLM loading key errors." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding_window bug vs granite_speech strict-config load failure; unrelated." + "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict config are different bugs." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Qwen3MoE FP8 config issue vs missing Float8 storage object; different problems." + "reason": "Both mention FP8-adjacent areas, but FineGrainedFP8Config failure and missing Float8 storage are separate problems." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "base_model_prefix loading regression vs non-persistent buffer junk; distinct failures." - }, - { - "left": "issue:43644", - "right": "issue:44534", - "accept": true, - "reason": "Exact same v5 regression about non-persistent buffers being filled with junk; this is a clear duplicate." + "reason": "base_model_prefix loading regression is not the same as the non-persistent-buffer junk bug." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Device-map/offload load failure vs training memory inefficiency; not duplicates." + "reason": "GPU+CPU offload load failure and Qwen3 MoE memory inefficiency are different issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The one clear duplicate pair around non-persistent buffers is well supported by the titles, and the Qwen3.5 save_pretrained pair is presented only as a likely duplicate. The rejected soft-edge pairs are also reasonably cautious and do not overclaim shared root causes based on the available evidence." + "feedback": "The clustering summary is grounded in the packet, and the duplicate anchor choice is well supported by the titles/body overlap (especially 43644/44534, plus 45216/45357). The soft-edge verdicts are generally conservative and do not overclaim equivalence where the packet only shows broad topical similarity." }, "evaluator_used": true, "retried": false, @@ -3019,7 +2953,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-390", + "cluster_id": "cluster-15354-391", "nodes": [ "issue:33666", "issue:36032", @@ -3074,18 +3008,18 @@ "issue:41553|issue:43582", "issue:44479|issue:45325", "issue:40990|issue:44811", - "issue:42175|issue:45542", "issue:43425|issue:44403", + "issue:42175|issue:45542", "issue:44462|issue:45812", "issue:43818|issue:45357", "issue:44079|issue:45663", - "issue:43421|issue:44568", "issue:36032|issue:41720", + "issue:43421|issue:44568", "issue:43792|issue:44589", "issue:43632|issue:44534", "issue:44403|issue:44991", - "issue:44829|issue:45479", "issue:44683|issue:45020", + "issue:44829|issue:45479", "issue:43482|issue:45538", "issue:33666|issue:40444", "issue:43482|issue:43525", @@ -3102,224 +3036,221 @@ "issue:44079|issue:44534", "issue:43994|issue:44898" ], - "prepared_review_unit_hash": "c0882aae5ad7140050d4831a80f7b5e506dd26e70e49e2c10ad47eafc57c7b26", + "prepared_review_unit_hash": "efca1de0091ec85d37e6c48ceb328b6c87075867653d0062d3429fbc1508635c", "component_budget": { - "node_count": 390, - "item_count": 390, - "soft_pair_count": 1471, - "serialized_chars": 757027, - "estimated_input_tokens": 189257, - "estimated_eval_tokens": 378770 + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 37015, - "estimated_input_tokens": 9254, - "estimated_eval_tokens": 18764 + "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": "Mostly distinct regression reports with issue 45020 as the best umbrella anchor. The only soft links that look plausibly duplicate-like are 44462\u219445812 and 43421\u219444568, but those are better described as strong title/subsystem similarities than confirmed same-bug matches. The v5 init/_is_hf_initialized-related links do not look like duplicates here and should stay rejected.", - "confidence": 0.66, - "canonical_issue_reason": "Issue 45020 is the broadest and most representative umbrella for the cluster: it captures the general recent-transformers-v5 breakage theme without overcommitting to any single narrow failure mode.", + "summary": "This cluster is highly heterogeneous: most items are distinct regressions or feature requests across tokenizers, vision models, training, and backend packaging. I found no soft pair that clearly meets the strict \u201csame underlying bug/change\u201d bar, so all soft edges are rejected. The broadest representative issue is the v5 model-loading regression around `base_model_prefix` / initialization.", + "confidence": 0.27, + "canonical_issue_reason": "Issue 43611 is the broadest and most central v5 model-loading regression in the set; it generalizes better than the more model-specific tokenizer, vision, or training bugs.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the best global anchor because it is open, broad, and matches the cluster\u2019s shared regression theme across multiple version-specific reports.", + "best_issue_reason": "43611 is the best single issue representative because it captures a general Transformers v5 loading/init breakage that is closer to several other items than the narrower reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Different failure modes and subsystems: AutoTokenizer/Voxtral loading vs Apple Silicon allocator TypeError." + "reason": "Unrelated: AutoTokenizer/Voxtral error messaging vs Apple Silicon warmup TypeError." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Same broad model family, but different concrete bugs: video-input regression vs still-image rope-index scaling." + "reason": "Both are Qwen VL regressions, but one is a broad video-input regression and the other is a specific rope-index scaling bug; not the same concrete issue." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Unrelated behavior: perplexity/eval complaint vs Whisper batch_decode skip_special_tokens handling." + "reason": "Completely different models and failure modes: perplexity on gpt-oss vs Whisper batch_decode special-token handling." }, { - "left": "issue:42175", - "right": "issue:45542", + "left": "issue:43425", + "right": "issue:44403", "accept": false, - "reason": "Both involve TF packaging, but the missing-dependency paths and fixes appear different." + "reason": "Torch compatibility/package issue vs logging/noise on transformer loading." }, { - "left": "issue:43425", - "right": "issue:44403", + "left": "issue:42175", + "right": "issue:45542", "accept": false, - "reason": "Torch compatibility issue vs loading-noise/reporting issue; no shared bug." + "reason": "Both concern TF packaging, but one is missing TensorFlow in torch extras and the other is a backend-selection error when only tensorboard is installed." }, { "left": "issue:44462", "right": "issue:45812", - "accept": true, - "reason": "Plausibly the same tokenizer-loading path: ignoring tokenizer.json could reasonably surface as wrong token IDs, though this is still mostly title-level evidence." + "accept": false, + "reason": "Both are tokenizer-loading bugs, but the symptoms and affected code paths differ: tokenizer.json selection vs wrong token IDs for Granite." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Different model families and different problems: Video-LLaVA architecture issue vs Qwen3.5 save_pretrained key regression." + "reason": "Video-LLaVA architectural bug vs Qwen3.5 save_pretrained key regression; unrelated." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment bug and Gemma-4 FSDP2 KeyError are unrelated code paths." - }, - { - "left": "issue:43421", - "right": "issue:44568", - "accept": true, - "reason": "Plausible same tokenizer/post-processor area: both point to special-token handling changing behavior at runtime, but evidence is still mostly similarity-based." + "reason": "ModelOutput key assignment bug vs Gemma-4 FSDP2 shared_kv_states KeyError; unrelated." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "T5 tokenizer attribute conflict vs Qwen3 auto device-mapping crash; unrelated." + "reason": "Tokenizer method conflict vs Qwen3 device-mapping cuda assert; unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both involve special tokens, but one is runtime post-processor updates and the other is a tokenizer-specific add_special_tokens regression." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper runtime failure and float8 storage lookup TypeError are unrelated." + "reason": "Whisper load failure vs Float8 storage lookup error; unrelated." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "Both are v5 regressions, but the concrete bugs differ: _is_hf_initialized vs non-persistent buffer corruption." + "reason": "Different v5 regressions: `_is_hf_initialized` flag handling vs non-persistent buffer initialization." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "General loading-noise report vs a specific tokenizer-loading failure; not the same bug." + "reason": "Noise/warning behavior vs a hard tokenizer-loading failure for a specific model." }, { - "left": "issue:44829", - "right": "issue:45479", + "left": "issue:44683", + "right": "issue:45020", "accept": false, - "reason": "Similar symptom class, but different causes: flash_attention_3 training collapse vs num_labels=1 zero-loss logic." + "reason": "Torch flex_attention compile issue vs remote_code breakage; different subsystems." }, { - "left": "issue:44683", - "right": "issue:45020", + "left": "issue:44829", + "right": "issue:45479", "accept": false, - "reason": "A separate torch/compiler flex_attention issue, not the remote_code loading regression." + "reason": "Both are training regressions, but one is flash_attention_3-related and the other is a loss/setup bug for num_labels=1." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "GGUF loading failure vs CLIPTokenizer model_max_length sentinel issue; unrelated." + "reason": "GGUF/v5 loading failure vs CLIPTokenizer max length constant; unrelated." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both are Qwen VL training issues, but they concern different models and failure modes." + "reason": "Both Qwen VL training issues, but multi-GPU training and iterable-dataset multi-image failure are distinct problems." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "GGUF/v5 loading failure vs missing pad_token_id on Llama4Config; unrelated." + "reason": "Different model/config regressions: Qwen2.5-GGUF loading vs missing `pad_token_id` on Llama4Config." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized bug vs float8 storage lookup error; unrelated." + "reason": "Both are TypeErrors, but the root causes are unrelated: `_is_hf_initialized` argument vs missing Float8 storage object." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Different Qwen2.5-VL bugs: multi-image iterable-dataset failure vs still-image temporal position scaling." + "reason": "Different Qwen2.5-VL bugs: iterable dataset/multi-image failure vs still-image rope-index scaling regression." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Different batching bugs in different models: padding-mask issue vs mixed-length NaNs from all-padding windows." + "reason": "Both involve batching/padding, but they affect different models and code paths." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 device-mapping crash vs Mistral regex/backend_tokenizer AttributeError; unrelated." + "reason": "Qwen device-mapping crash vs Mistral regex patch tokenizer AttributeError; unrelated." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Packaging/extras issue vs vLLM PaddleOCR-VL load failure; unrelated." + "reason": "Packaging/backend install issue vs vLLM loading failure for PaddleOCR-VL; unrelated." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding_window issue vs init_empty_weights unexpected _is_hf_initialized argument; unrelated." + "reason": "Sliding-window Qwen3-MoE bug vs init_empty_weights/_is_hf_initialized TypeError; unrelated." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are v5-related, but one is base_model_prefix handling and the other is custom model initialization; not the same concrete bug." + "reason": "Both are v5 model-init/load regressions, but the reported failures are different enough that I cannot treat them as the same concrete bug." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export/torch_compilable_check failure vs bf16 dtype mismatch; unrelated." + "reason": "torch.export/compilable-check failure vs bfloat16 dtype mismatch in inference; unrelated." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "_is_hf_initialized regression vs bf16 dtype mismatch; unrelated." + "reason": "Different failure modes and subsystems: initialization flag regression vs dtype mismatch." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Related tied-weight theme, but the concrete failures differ: tying bug vs serialization inconsistency." + "reason": "Both mention tied `lm_head` weights, but one is a weight-tying bug and the other is device-dependent serialization inconsistency." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment issue vs non-persistent buffer junk; unrelated." + "reason": "ModelOutput key bookkeeping vs buffer initialization corruption; unrelated." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different models and different bugs: SigLIP2 nonsensical outputs vs Perceiver interpolation failure." + "reason": "Different vision-model failures on different architectures; too broad to be duplicates." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "Reject: the broad anchor on issue 45020 is reasonable, and most soft-edge rejections are conservative, but the summary overstates the evidence by implying the v5 init/_is_hf_initialized cases are convincing duplicates when the packet only supports rejecting those links. The accepted pairs (44462\u219445812 and 43421\u219444568) are plausible, but should be framed more cautiously as title-level similarities rather than confirmed same-bug matches." - }, - "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 }, @@ -3334,7 +3265,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-390", + "cluster_id": "cluster-15354-391", "nodes": [ "issue:35707", "issue:39692", @@ -3387,8 +3318,8 @@ ], "soft_pairs": [ "issue:45325|issue:45834", - "issue:42915|issue:43482", "issue:43792|issue:43957", + "issue:42915|issue:43482", "issue:44079|issue:45072", "issue:40444|issue:45381", "issue:45325|issue:45381", @@ -3419,232 +3350,226 @@ "issue:43296|issue:44991", "issue:43792|issue:44683" ], - "prepared_review_unit_hash": "4952346d1732e0a6c6fd649fc1c278d8061b9428ae5300ca5156dd29f8fdd22f", + "prepared_review_unit_hash": "622eb455780e0d698d5c31d64bb91bd771cd532e85b59521ca0288a4474aef88", "component_budget": { - "node_count": 390, - "item_count": 390, - "soft_pair_count": 1471, - "serialized_chars": 757027, - "estimated_input_tokens": 189257, - "estimated_eval_tokens": 378770 + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37300, - "estimated_input_tokens": 9325, - "estimated_eval_tokens": 18906 + "serialized_chars": 37301, + "estimated_input_tokens": 9326, + "estimated_eval_tokens": 18908 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly separate model-loading, quantization, multimodal, and serialization bugs. I don\u2019t see any soft pair that clearly describes the exact same underlying defect, so no duplicates should be merged here.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43873 is the broadest representative of the cluster\u2019s dominant theme: offloading/quantization/device-mapping regressions. It is also open and central to several nearby load/offload reports.", + "summary": "This cluster is heterogeneous: most pairs are only loosely related by model family or broad subsystem, not the same concrete bug. No pull requests are present, and there is no strong single canonical duplicate across the set.", + "confidence": 0.87, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best single issue to keep as the representative because it is the most general and most likely to subsume the offload/quantization subset of this cluster.", + "best_issue_reason": "Issue 45325 is the clearest self-contained regression report in the set, but the overall cluster is too broad for a true canonical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Different bugs: still-image temporal position IDs vs long OCR input indexing on a different model." + "reason": "Both involve vision/text position handling, but one is a Qwen2.5-VL temporal position scaling bug and the other is a Kosmos2.5 OCR length/index error." }, { - "left": "issue:42915", - "right": "issue:43482", + "left": "issue:43792", + "right": "issue:43957", "accept": false, - "reason": "Same model family, but different failure modes: FP8 config failure vs GGUF loading regression." + "reason": "These are different loading failures: Whisper runtime failure vs meta-device loading breakage in unrelated models." }, { - "left": "issue:43792", - "right": "issue:43957", + "left": "issue:42915", + "right": "issue:43482", "accept": false, - "reason": "Whisper runtime failure and meta-device loading breakage are different code paths." + "reason": "Different problems and model families: Qwen3MoE FP8 config failure vs Qwen2.5 GGUF loading in v5." }, { "left": "issue:44079", "right": "issue:45072", "accept": false, - "reason": "ModelOutput key assignment bug is unrelated to the bfloat16 dtype mismatch issue." + "reason": "ModelOutput key assignment and bfloat16 dtype mismatch are unrelated bugs." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Multi-image finetuning failure is not the same as the video vision_position_ids regression." + "reason": "Multiple-image finetuning failure is not the same bug as Qwen2.5-VL video position-id regression." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Both involve Qwen VL positions, but one is still-image scaling and the other is a video-input bug." + "reason": "Same model family, but one is still-image temporal scaling and the other is video vision_position_ids; not enough evidence of one root cause." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer junk values and ModelOutput key assignment are unrelated defects." + "reason": "Non-persistent buffer junk and ModelOutput key bookkeeping are separate serialization/data-structure issues." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Memory growth under int4 quantization is not the same bug as SAM3Video OOM." + "reason": "Both end in OOM, but one is an int4 quantization memory regression and the other is a model-specific video OOM." }, { "left": "issue:43296", "right": "issue:45800", "accept": false, - "reason": "vLLM/PaddleOCR-VL load failure is unrelated to the torch 2.4.1 / transformers 5.8.0 incompatibility report." + "reason": "PaddleOCR-VL/vLLM loading failure and torch-transformers incompatibility are different versioning problems." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Different models and different loading failures; no shared underlying bug." + "reason": "Different models and failure modes; both are loading issues, but not the same bug." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Both are device-map related, but one is a Qwen video regression and the other is a Gemma4 device mismatch." + "reason": "A Qwen video-input regression is unrelated to Gemma4 PLE device-mismatch during forward." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image iterable finetuning." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image dataset finetuning." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "init_empty_weights argument mismatch and strict config loading are different issues." + "reason": "Unexpected _is_hf_initialized argument and strict config rejection are different from unrelated loading paths." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Related offload area, but one is dequantized model loading with gpu/cpu offload and the other is a broader quantization/offload complaint." + "reason": "Both mention offloading/quantization, but one is device_map loading of a dequantized model and the other is a broader offloading complaint." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch is unrelated to torch.export failures around torch_compilable_check." + "reason": "CPU offload device mismatch is not the same as torch.export/export compatibility with torch_compilable_check." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to the Qwen2.5-VL positional bug." + "reason": "Resume-from-checkpoint key mismatch is unrelated to Qwen2.5-VL rope-index scaling." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer padding/truncation crash and export checker failure are not the same underlying problem." + "reason": "LayoutLMv2 tokenizer padding/NER crash is a different area from torch.export failures." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU offload device mismatch is unrelated to DAC.from_latents vs forward mismatch." + "reason": "Both are model execution bugs, but device-mismatch offload and DAC latent/forward mismatch are unrelated." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sampling-rate default and PEFT checkpoint loading are different bugs." + "reason": "Audio sampling-rate defaulting and PEFT local-checkpoint loading are separate issues." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both mention device mapping, but they affect different models and fail differently." + "reason": "Both involve device placement, but Qwen3 auto-map cuda assert and Gemma4 PLE mismatch are different failure modes." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Weight tying/garbage text is unrelated to the torch.compile SDPA failure." + "reason": "Weight tying corruption and torch.compile SDPA failure are unrelated bugs." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI batching/padding-mask bug and OmDet processor resolution mismatch are unrelated." + "reason": "Missing padding-mask support in MIMI encoder is unrelated to OmDet-Turbo processor/model resolution mismatch." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "reduce_labels returning one label is unrelated to missing all_tied_weights_keys." + "reason": "BEiT label reduction bug and missing all_tied_weights_keys attribute are unrelated." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Serialization/weight-tying bug and bfloat16 dtype mismatch are different issues." + "reason": "lm_head weight tying and bfloat16 dtype mismatch are different code paths." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Different models and different failure modes: batching mask bug vs positional interpolation bug." + "reason": "Both are input-shape related vision bugs, but the models and failure mechanisms differ." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Perplexity regression on GPT-OSS is unrelated to Whisper empty-transcription generation failure." + "reason": "Perplexity regression on gpt-oss-20b is unrelated to Whisper empty-transcription generation failure." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is not the same as unwrapping text_config for composite Qwen configs." + "reason": "Missing pad_token_idx and text_config unwrapping are separate config-loading regressions." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "Doc-example errors for SigLIP2 are unrelated to Qwen2.5-VL multi-image finetuning failures." + "reason": "SigLIP2 docs issues and Qwen2.5-VL multi-image finetuning failure are unrelated." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Different models and different tokenizer/loading paths; not a duplicate." + "reason": "Different models and different loading layers: model load failure vs tokenizer load failure." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both touch save_pretrained/serialization, but one is tied lm_head serialization and the other is visual-encoder key saving." - }, - { - "left": "issue:43819", - "right": "issue:44617", - "accept": false, - "reason": "DAC latent mismatch is unrelated to SAM3Video out-of-memory." + "reason": "Serialization of tied lm_head weights and incorrect visual-encoder keys are distinct save_pretrained regressions." }, { "left": "issue:43296", "right": "issue:44991", "accept": false, - "reason": "Different model families and different loading failures." + "reason": "PaddleOCR-VL loading in vLLM and tokenizer loading for EMBEDDIA/est-roberta are unrelated." }, { "left": "issue:43792", "right": "issue:44683", "accept": false, - "reason": "Whisper runtime failure and compiled flex_attention failure are unrelated." + "reason": "Whisper runtime failure and compiled flex_attention failure on torch>=2.9 are different bugs." } ] }, @@ -3666,7 +3591,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-390", + "cluster_id": "cluster-15354-391", "nodes": [ "issue:34634", "issue:35707", @@ -3724,14 +3649,14 @@ "issue:44008|issue:45823", "issue:45632|issue:45684", "issue:43404|issue:45357", - "issue:44423|issue:45406", "issue:34634|issue:35707", - "issue:44186|issue:45072", "issue:43577|issue:43708", + "issue:44186|issue:45072", + "issue:44423|issue:45406", "issue:35707|issue:41720", "issue:43873|issue:44756", - "issue:43749|issue:44534", "issue:44877|issue:44991", + "issue:43749|issue:44534", "issue:42617|issue:42915", "issue:43450|issue:45701", "issue:43550|issue:43720", @@ -3742,29 +3667,29 @@ "issue:36331|issue:42617", "issue:44479|issue:44918", "issue:43526|issue:43881", - "issue:43316|issue:44913", "issue:42915|issue:43317", - "issue:45081|issue:45812", + "issue:43316|issue:44913", "issue:43550|issue:43606", + "issue:45081|issue:45812", "issue:41720|issue:43322", "issue:40990|issue:45701", "issue:43295|issue:45701", "issue:41720|issue:45161" ], - "prepared_review_unit_hash": "ba3da608036e3681501c0a53f39edb6c439e8fbde2e214f411e00e6f2b6fb379", + "prepared_review_unit_hash": "d06eb94ae11446bc916794d84b68a004b98cca45c4925593f11ec524da3f845d", "component_budget": { - "node_count": 390, - "item_count": 390, - "soft_pair_count": 1471, - "serialized_chars": 757027, - "estimated_input_tokens": 189257, - "estimated_eval_tokens": 378770 + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37387, + "serialized_chars": 37385, "estimated_input_tokens": 9347, "estimated_eval_tokens": 18950 }, @@ -3773,192 +3698,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No duplicate cluster here: the soft-similarity pairs are mostly false positives spanning unrelated models, trainers, tokenizers, configs, and runtime/offloading failures. I would not merge any of the suggested pairs.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue: the items cover unrelated bugs across many models and subsystems, so there is no safe duplicate anchor.", + "summary": "The proposed soft links are mostly superficial topical matches. The issues span unrelated models, APIs, and failure modes, so none should be collapsed as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out; the cluster is too heterogeneous across tokenization, loading/offload, serving, trainer API, and model-specific regressions.", "canonical_pr_reason": null, - "best_issue_reason": "No single best issue for deduping this set; if forced to pick a broad representative, 43873 is the closest on offloading/quantization, but it does not represent the rest of the items.", + "best_issue_reason": "If forced to pick one representative, issue:45701 is the broadest/open topic, but it is still too generic to serve as a true canonical for the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Different model families and root causes: lm_head tying vs packed-weight unpacking during accelerate loading." + "reason": "Different bugs: weight tying in AyaVision vs packed-weight unpacking during accelerate loading." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "One is an offloading/quantization runtime bug; the other is a tokenizer/version regression. Not the same code path." + "reason": "One is quantized offloading behavior; the other is a tokenization regression. Not the same change or failure path." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "CUDA assert under auto device mapping is unrelated to flash-attention generation behavior." + "reason": "CUDA assert under auto device mapping is unrelated to Qwen3.5 flash-attention generation corruption." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma-related, but they are different models and bugs: variable-name collision vs PLE device mismatch." + "reason": "Gemma3n variable-name collision in forward is a different issue from Gemma4 PLE device mismatch." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collision for trust_remote_code is unrelated to save_pretrained permission propagation." + "reason": "Cache path collision and read-only permission propagation are distinct save/load problems." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Mistral3 weight tying and Qwen3.5 visual-key saving are unrelated bugs." + "reason": "lm_head tying in Mistral3 is unrelated to incorrect visual encoder keys in Qwen3.5 save_pretrained." }, { - "left": "issue:44423", - "right": "issue:45406", + "left": "issue:34634", + "right": "issue:35707", "accept": false, - "reason": "Both crash in serve, but one is a multimodal batching bug and the other is a missing processor attribute. Different causes." + "reason": "BarkProcessor voice_preset failure is not the same as progressive generation with inputs_embeds and past_key_values." }, { - "left": "issue:34634", - "right": "issue:35707", + "left": "issue:43577", + "right": "issue:43708", "accept": false, - "reason": "Bark voice_preset failure and inputs_embeds/past_key_values generation regression are unrelated." + "reason": "Model dtype casting during load has nothing to do with Trainer max_steps recalculation on resume." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer crash on NER padding/truncation is unrelated to dtype mismatches in inference." + "reason": "Tokenizer crash on NER/padding is unrelated to dtype mismatches in inference wrappers." }, { - "left": "issue:43577", - "right": "issue:43708", + "left": "issue:44423", + "right": "issue:45406", "accept": false, - "reason": "BLIP2 dtype loading bug and Trainer checkpoint-resume max_steps bug are different subsystems." + "reason": "Both hit serve, but one is a multimodal batching '.to' crash and the other is a missing processor tokenizer attribute." }, { - "left": "issue:35707", - "right": "issue:41720", + "left": "issue:44479", + "right": "issue:44918", "accept": false, - "reason": "Different failures: progressive generation with embeddings vs device-map CUDA assert." + "reason": "Video-input regression and TRL SFT embedding unpacking are different code paths and symptoms." }, { - "left": "issue:43873", - "right": "issue:44756", + "left": "issue:43550", + "right": "issue:43720", "accept": false, - "reason": "Both mention memory/offload, but one is quantization offload behavior and the other is mmap OOM on Strix Halo." + "reason": "torch.compile with SDPA on Bamba is unrelated to BitNet packed-weight loading during accelerate." }, { - "left": "issue:43749", - "right": "issue:44534", + "left": "issue:36331", + "right": "issue:42915", "accept": false, - "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are separate loading/state bugs." + "reason": "Trainer compute_loss API break and FineGrainedFP8Config failure are separate problems." }, { - "left": "issue:44877", - "right": "issue:44991", + "left": "issue:44610", + "right": "issue:44898", "accept": false, - "reason": "Strict config loading and tokenizer loading regression are different failures with different root causes." + "reason": "Processor output shape mismatch is not the same as Perceiver non-default-resolution handling." }, { - "left": "issue:42617", - "right": "issue:42915", + "left": "issue:44387", + "right": "issue:45704", "accept": false, - "reason": "3d_parallel.py startup failure and FineGrainedFP8Config failure are unrelated." + "reason": "CUDA memory growth under int4 quantization is distinct from the apex RMSNorm memory leak." }, { - "left": "issue:43450", + "left": "issue:45161", + "right": "issue:41720", + "accept": false, + "reason": "GPT-OSS MoE tensor-parallel failure is a different model-specific parallelism bug than Qwen3 auto device mapping asserts." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config rejection and tokenizer loading failure are separate regressions." + }, + { + "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Video batch shape handling is unrelated to tokenizer/version changes." + "reason": "Processor.tokenizer regression is not the same as a general tokenization-version change report." }, { - "left": "issue:43550", - "right": "issue:43720", + "left": "issue:43526", + "right": "issue:43881", "accept": false, - "reason": "torch.compile SDPA failure in Bamba and BitNet packed-weight loading are unrelated." + "reason": "BeitImageProcessorFast label reduction bug and glm-4v loading failure do not share a concrete root cause." }, { - "left": "issue:36331", - "right": "issue:42915", + "left": "issue:42915", + "right": "issue:43317", "accept": false, - "reason": "CustomTrainer signature regression is unrelated to Qwen3Moe FP8 loading." + "reason": "FP8 configuration failure and dequantized model offload loading failure are different loading paths." }, { - "left": "issue:44610", - "right": "issue:44898", + "left": "issue:43316", + "right": "issue:44913", "accept": false, - "reason": "Both are image-size/preprocessing issues, but they affect different models and different code paths; not a single concrete bug." + "reason": "Config API discrepancy is not the same as rotary_pct not persisting on reload." }, { - "left": "issue:44186", - "right": "issue:44610", + "left": "issue:45081", + "right": "issue:45812", "accept": false, - "reason": "Tokenizer padding crash and processor resolution mismatch are unrelated." + "reason": "Mistral regex patch crash and Granite tokenizer wrong IDs are different tokenizer bugs." }, { - "left": "issue:44387", - "right": "issue:45704", + "left": "issue:41720", + "right": "issue:43322", "accept": false, - "reason": "Both involve memory, but int4 quantization OOM and apex RMSNorm leak are distinct issues." + "reason": "Auto device mapping assert for Qwen3 is unrelated to Llava Next segmentation fault on load." }, { - "left": "issue:43526", - "right": "issue:43881", + "left": "issue:40990", + "right": "issue:45701", "accept": false, - "reason": "Beit reduce_labels bug is unrelated to glm-4v-9b loading failure." + "reason": "High perplexity on GPT-OSS and version-dependent tokenization changes are not the same defect." }, { - "left": "issue:43316", - "right": "issue:44913", + "left": "issue:43873", + "right": "issue:44756", "accept": false, - "reason": "Config API discrepancy and GPTNeoX rotary_pct reload regression are different model/config bugs." + "reason": "Quantization/offloading behavior and mmap OOM on Strix Halo are separate performance/load issues." }, { - "left": "issue:42915", - "right": "issue:43317", + "left": "issue:35707", + "right": "issue:41720", "accept": false, - "reason": "FP8 model failure and dequantized model offload loading failure are unrelated." + "reason": "Progressive generation with embeddings/past KV is unrelated to Qwen3 auto device-map CUDA asserts." }, { - "left": "issue:45081", - "right": "issue:45812", + "left": "issue:44186", + "right": "issue:44610", "accept": false, - "reason": "Tokenizer backend patch crash and Granite token-ID regression are different tokenizer problems." + "reason": "Tokenizer crash in LayoutLMv2 and video processor shape mismatch are different subsystems and bugs." }, { - "left": "issue:43550", - "right": "issue:43606", + "left": "issue:44534", + "right": "issue:44918", "accept": false, - "reason": "Bamba torch.compile failure and Bark CPU offload device mismatch are unrelated." + "reason": "Non-persistent buffer junk in v5 is unrelated to Qwen3.5 embedding unpacking in TRL SFT." }, { - "left": "issue:41720", - "right": "issue:43322", + "left": "issue:43550", + "right": "issue:43606", "accept": false, - "reason": "Auto device-map CUDA assert and Llava Next segmentation fault are different model-loading failures." + "reason": "Bamba torch.compile/SDPA failure and Bark CPU-offload device mismatch are different model/runtime issues." }, { - "left": "issue:40990", + "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "High perplexity on one model is not the same as a general tokenization version-change report." + "reason": "Batched video shape bug is unrelated to a tokenization regression." }, { - "left": "issue:43295", - "right": "issue:45701", + "left": "issue:43317", + "right": "issue:42915", "accept": false, - "reason": "Processor/tokenizer API regression and tokenization changes are related only loosely by version, not by the same bug." + "reason": "Dequantized model offload loading failure is not the same as FP8 config failure." }, { - "left": "issue:41720", - "right": "issue:45161", + "left": "issue:44610", + "right": "issue:44898", "accept": false, - "reason": "Qwen3 auto device-map assert and GPT-OSS MoE tensor-parallel failure are different issues." + "reason": "These are both image-processing bugs, but one is a fixed-size output shape issue and the other is non-default-resolution handling; not the same underlying defect." } ] }, @@ -3980,10 +3917,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-390", + "cluster_id": "cluster-15354-391", "nodes": [ "issue:30064", - "issue:33666", "issue:34567", "issue:34634", "issue:35707", @@ -4014,6 +3950,7 @@ "issue:44509", "issue:44514", "issue:44545", + "issue:44589", "issue:44671", "issue:44743", "issue:44779", @@ -4056,220 +3993,220 @@ "issue:44368|issue:45357", "issue:43873|issue:45704", "issue:44451|issue:44991", - "issue:41720|issue:43746", "issue:44898|issue:45072", + "issue:41720|issue:43746", "issue:44062|issue:44451", "issue:44987|issue:45042", - "issue:33666|issue:35707" + "issue:43531|issue:44589" ], - "prepared_review_unit_hash": "dcd9c990c8f5714d17b731e95e748d01724b3be4f6d414356a18404810264113", + "prepared_review_unit_hash": "315b848b1c60a7d55d13af181e0acb6a78488833462c2f4544df44eee4815338", "component_budget": { - "node_count": 390, - "item_count": 390, - "soft_pair_count": 1471, - "serialized_chars": 757027, - "estimated_input_tokens": 189257, - "estimated_eval_tokens": 378770 + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36342, - "estimated_input_tokens": 9086, - "estimated_eval_tokens": 18428 + "serialized_chars": 36374, + "estimated_input_tokens": 9094, + "estimated_eval_tokens": 18444 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue reports; only one soft pair is a clear duplicate (`Qwen2_5_VLProcessor.apply_chat_template` crashing on batched input with `padding=False`). The remaining pairs share broad subsystems or model families, but not the same concrete bug or change.", - "confidence": 0.97, - "canonical_issue_reason": "Issue 44514 is the best canonical issue because it is the earlier report of the exact same `Qwen2_5_VLProcessor.apply_chat_template` batched-`padding=False` crash as 44545.", + "summary": "This cluster is mostly a grab-bag of unrelated bug reports across tokenizers, processors, loading, quantization, and model-specific regressions. Only one soft edge is a clear duplicate; the rest are only superficially similar.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 45812 is the strongest representative issue: it is a broad, silent tokenizer regression affecting all Granite models, with inbound references and a clear user-facing correctness impact.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44514 is the strongest representative in this set since it anchors the only clear duplicate pair and has the clearest, most specific bug description.", + "best_issue_reason": "45812 is the most central and impactful issue in the set because it describes a general token-id regression rather than a model-specific edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Different bugs in different models/configs: Qwen3-MoE sliding-window behavior vs StableLm missing `pad_token_idx` after v5 update." + "reason": "Different bugs: Qwen3-MoE sliding-window behavior vs StableLm config missing pad_token_idx." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "Both are model-specific regression reports, but one is CamemBERT MLM output and the other is Qwen modular cache state handling; not the same code path." + "reason": "Unrelated model-specific failures: CamemBERT MLM predictions vs Qwen3.5 recurrent state reset." }, { "left": "issue:43421", "right": "issue:45812", "accept": false, - "reason": "Both concern tokenizer behavior, but one is runtime post-processor updates and the other is wrong token IDs for Granite models; too different to merge." + "reason": "Both tokenizer-related, but one is runtime post-processor refresh and the other is Granite-wide wrong token IDs; different code paths." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Unrelated failures: Qwen3 auto device mapping CUDA assert vs inability to run `3d_parallel.py`." + "reason": "Different subsystems: CUDA assert during auto device mapping vs inability to run a 3d_parallel script." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "Importing `GenerationMixin` and running `3d_parallel.py` are unrelated problems." + "reason": "ImportError for GenerationMixin is unrelated to the 3d_parallel execution issue." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Different Qwen multimodal loading/processing failures with different triggers and code paths." + "reason": "Different multimodal/loading problems: Qwen3OmniMoe video input processing vs Qwen3VL weight_only loading." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer/task issues, but they affect different tokenizers and different failure modes." + "reason": "Different tokenizer/model bugs affecting different tasks and code paths." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Serve crashes on missing `_tokenizer` versus streaming chat/completions failure on Qwen3.5-0.8B; not the same bug." + "reason": "Serve crash from missing _tokenizer is unrelated to Qwen3.5 streaming inference failure." }, { "left": "issue:43421", "right": "issue:45701", "accept": false, - "reason": "`TokenizersBackend` post-processor refresh bug is not the same as a general version-dependent tokenization change report." + "reason": "A broad tokenization regression is not the same as a runtime special-token post-processor update bug." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Image processor void segmentation maps and Bark voice_preset are unrelated." + "reason": "Image segmentation-map processing and Bark voice preset handling are unrelated." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A cache-strategy typo and docs referencing removed pipeline tasks are separate documentation issues." + "reason": "Cache-strategy typo/docs cleanup is unrelated to removed pipeline-task docs." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Both involve tokenizer regressions, but on different model families and different symptoms." + "reason": "Both mention tokenization regressions, but they affect different models and likely different tokenizer logic." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Llava Next segmentation fault are unrelated." + "reason": "Quantized Qwen3Moe failure and Llava Next segmentation fault are unrelated." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "CPU offload device mismatch for Bark-small is unrelated to BitNet packed-weight loading." + "reason": "CPU offload device mismatch is a different bug from packed-weight unpacking during accelerate loading." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "gather-for-metrics label truncation and SAM3 text/bbox behavior are different bugs." + "reason": "Metric label truncation and SAM3 text/bbox behavior are unrelated." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile SDPA failure in Bamba and BigBird tokenizer special-token decode issue are unrelated." + "reason": "torch.compile SDPA failure is unrelated to tokenizer special-token registration." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Same bug and same title: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`." + "reason": "Same processor, same batched padding=False crash, and effectively the same report." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Both mention Qwen3-related configs, but one is a sliding-window MoE issue and the other is `from_config` unwrapping of `text_config`." + "reason": "Sliding-window/recurrent-state issue is unrelated to unwrapping text_config in composite multimodal configs." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "CPU offload device mismatch for Bark-small is not the same as BigBird tokenizer mask-token decoding." + "reason": "Different issues in different components: offload mismatch vs tokenizer special-token registration." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Both are token-related, but one is runtime special-token post-processing and the other is config token IDs lost after save/load." + "reason": "Both involve token IDs, but one is runtime special-token updates and the other is save/load losing custom IDs." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "Trainer token-count tracking and progressive generation with `inputs_embeds`/`past_key_values` are unrelated." + "reason": "TrainerState token counting is unrelated to progressive generation cache handling." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A LoRA warning about `tie_word_embeddings` and incorrect visual encoder keys in `save_pretrained` are different issues." + "reason": "A config warning about tie_word_embeddings is unrelated to saving incorrect visual encoder keys." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading behavior and a T5 apex RMSNorm memory leak are unrelated." + "reason": "Quantization offloading and an apex RMSNorm memory leak are unrelated." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Different model-loading regressions for different models; not the same underlying tokenizer/load bug." + "reason": "Both are model load failures, but for different models and likely different tokenizer issues." }, { - "left": "issue:41720", - "right": "issue:43746", + "left": "issue:44898", + "right": "issue:45072", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and GraniteSpeech PEFT local checkpoint loading are different failure modes." + "reason": "Different failure modes: image interpolation on Perceiver vs dtype mismatch in SwitchTransformers/TimmWrapperModel." }, { - "left": "issue:44898", - "right": "issue:45072", + "left": "issue:41720", + "right": "issue:43746", "accept": false, - "reason": "Perceiver resolution handling and dtype mismatches in bfloat16 inference are unrelated." + "reason": "CUDA assert on device mapping is unrelated to PEFT/local checkpoint loading." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "`AddedToken` keyword collision and ScandiBERT loading failure are separate tokenizer/model issues." + "reason": "AddedToken constructor error and ScandiBERT load failure are unrelated." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "A model load regression and a PIL-backend torchvision dependency regression are unrelated." + "reason": "Different version regressions in different subsystems: model loading vs PIL backend image processors." }, { - "left": "issue:33666", - "right": "issue:35707", + "left": "issue:43531", + "right": "issue:44589", "accept": false, - "reason": "Qwen2-VL multi-GPU training and progressive generation with `inputs_embeds`/`past_key_values` are not the same problem." + "reason": "Qwen3-MoE sliding-window bug is unrelated to the Float8 storage lookup error." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet. The duplicate call on issue:44514/44545 is supported by near-identical titles and dates, and the remaining soft-edge rejections stay conservative by citing distinct bug descriptions rather than broad subsystem overlap. No overstatement noticed." + "feedback": "The summary is grounded in the packet and stays conservative: it identifies issue 45812 using its broad Granite-wide tokenizer regression title and inbound references, and it correctly treats the cluster as largely heterogeneous. The only accepted soft edge, 44514/44545, looks like the same Qwen2_5_VLProcessor padding=False crash with near-identical titles, so that merge is reasonable. The remaining pair verdicts are cautious and not overstated." }, "evaluator_used": true, "retried": false, @@ -4288,10 +4225,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-390", + "cluster_id": "cluster-15354-391", "nodes": [ "issue:30064", + "issue:33666", "issue:34634", + "issue:35707", "issue:36010", "issue:39692", "issue:41720", @@ -4310,7 +4249,6 @@ "issue:43697", "issue:43716", "issue:43720", - "issue:43746", "issue:43756", "issue:43782", "issue:43819", @@ -4321,7 +4259,6 @@ "issue:44077", "issue:44186", "issue:44220", - "issue:44589", "issue:44610", "issue:44625", "issue:44661", @@ -4340,14 +4277,14 @@ "issue:45759" ], "soft_pairs": [ - "issue:43531|issue:44589", - "issue:43421|issue:43653", + "issue:33666|issue:35707", "issue:45588|issue:45759", + "issue:43421|issue:43653", "issue:42886|issue:44843", "issue:43381|issue:43844", "issue:39692|issue:44610", - "issue:43421|issue:44186", "issue:44918|issue:44936", + "issue:43421|issue:44186", "issue:43525|issue:43531", "issue:44625|issue:45479", "issue:43782|issue:45381", @@ -4362,240 +4299,230 @@ "issue:43618|issue:43697", "issue:45183|issue:45479", "issue:44220|issue:44661", - "issue:44077|issue:44625", "issue:43575|issue:45704", - "issue:30064|issue:36010", + "issue:44077|issue:44625", "issue:43720|issue:43819", + "issue:30064|issue:36010", "issue:43335|issue:43756", "issue:44756|issue:45759", "issue:43653|issue:43720", - "issue:43716|issue:44008", - "issue:42915|issue:43746" + "issue:43716|issue:44008" ], - "prepared_review_unit_hash": "c6f6118d23c05bb697c0a6a1e6cf98ab0898e18c40d9a3d9a8b64a1da1d27a44", + "prepared_review_unit_hash": "0306dd0b3c2756adc7512c7b48c21669fc03a5a1a314918d84d046f0ad2322c8", "component_budget": { - "node_count": 390, - "item_count": 390, - "soft_pair_count": 1471, - "serialized_chars": 757027, - "estimated_input_tokens": 189257, - "estimated_eval_tokens": 378770 + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37192, - "estimated_input_tokens": 9298, - "estimated_eval_tokens": 18852 + "soft_pair_count": 30, + "serialized_chars": 36814, + "estimated_input_tokens": 9204, + "estimated_eval_tokens": 18664 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous issue reports. Only one soft edge looks like a true duplicate: two reports of the same Mistral-regex/offline tokenizer loading regression. The rest share broad themes but not the same concrete bug.", - "confidence": 0.71, - "canonical_issue_reason": "issue:44843 is the clearest representative of the only tightly related subthread in the cluster: it names the _patch_mistral_regex offline regression directly and has inbound reference signal, while most other issues are unrelated one-off model or trainer bugs.", + "summary": "The cluster is mostly heterogeneous: many items share broad tokenizer/model/config vocabulary, but the soft pairs usually point to different concrete bugs or different code paths. I would not merge any of the proposed soft edges.", + "confidence": 0.87, + "canonical_issue_reason": "issue:44843 is the clearest representative of the tokenizer-loading/regex/offline subtheme and is a concrete bug report, but the overall cluster is too mixed to support a strong canonical beyond that.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44843 is the best global issue candidate because it is concrete, well-scoped, and central to the only real duplicate pair in this set.", + "best_issue_reason": "issue:44843 is the best single issue anchor here because it is specific, actionable, and closest to the recurring tokenizer infrastructure issues in the set, even though most other items are not true duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43531", - "right": "issue:44589", + "left": "issue:33666", + "right": "issue:35707", "accept": false, - "reason": "Different models and failures: sliding_window config bug vs float8 storage/type error." + "reason": "Different problems: multi-GPU training for Qwen2-VL vs generation behavior with inputs_embeds/past_key_values." }, { - "left": "issue:43421", - "right": "issue:43653", + "left": "issue:45588", + "right": "issue:45759", "accept": false, - "reason": "Both involve tokenizers/special tokens, but one is a runtime post-processor update request and the other is a mask-token decode bug; not the same defect." + "reason": "Different code paths: flash-attention sink handling vs AutoModel config unwrapping for composite Qwen configs." }, { - "left": "issue:45588", - "right": "issue:45759", + "left": "issue:43421", + "right": "issue:43653", "accept": false, - "reason": "Different areas: flash-attention sinkless crash vs composite Qwen config unwrapping." + "reason": "Both involve tokenizers, but one is runtime special-token post-processing and the other is BigBird mask-token registration; not the same bug." }, { "left": "issue:42886", "right": "issue:44843", - "accept": true, - "reason": "Same underlying tokenizer-loading regression in _patch_mistral_regex; one report emphasizes HF_HUB_OFFLINE/cache failure, the other the direct offline breakage from unconditional model_info()." + "accept": false, + "reason": "Both mention offline/cache behavior, but one is tokenizer cache loading and the other is Mistral regex patching; distinct causes." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Both mention gradients/checkpointing, but they describe different training behaviors and code paths." + "reason": "Unrelated: eval-mode checkpointing restriction vs gradient blow-up under ZeRO-3 training." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Both are vision processor/model mismatches, but for different models and different concrete size/quantization failures." + "reason": "Both are model/processor mismatches in docs/examples, but they affect different models and different failure modes." }, { - "left": "issue:43421", - "right": "issue:44186", + "left": "issue:44918", + "right": "issue:44936", "accept": false, - "reason": "Tokenizer-related, but one is special-token post-processing at runtime and the other is LayoutLMv2 NER/padding crashes." + "reason": "Both involve trainers, but one is SFT unpacking of embeddings and the other is train/evaluate lifecycle failure." }, { - "left": "issue:44918", - "right": "issue:44936", + "left": "issue:43421", + "right": "issue:44186", "accept": false, - "reason": "Trainer-related, but one is embedding unpacking with TRL SFT and the other is evaluate-after-train failure." + "reason": "Tokenizer-related, but runtime post-processor updates and LayoutLMv2 NER/padding crashes are different defects." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Different Qwen/Llama config problems; not the same underlying bug." + "reason": "Unrelated config attribute issue vs sliding-window behavior in Qwen3-MoE." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Both touch classification config, but one is Qwen3.5 text-config propagation and the other is loss behavior for num_labels=1." + "reason": "Both touch classification config, but one is missing num_labels propagation and the other is a zero-loss problem with problem_type=num_labels=1." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen VL issues, but one is from_pretrained weight-only loading and the other is incorrect video vision_position_ids." + "reason": "Different multimodal Qwen issues: weight_only loading error vs wrong video vision_position_ids." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Related to fix_mistral_regex, but the titles point to different failures: an AttributeError crash versus codec-handling/regression warning issues." + "reason": "Both mention Mistral regex/tokenizer handling, but one is a crash in _patch_mistral_regex and the other is a Kimi-K2.5 regression with codec handling/warnings." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "Unrelated model families and errors." + "reason": "No overlap: BarkProcessor voice_preset vs Qwen3 auto device-mapping cuda assert." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Both are bad outputs, but they are different model-specific regressions with different likely causes." + "reason": "Both are incorrect model outputs, but on different models and unrelated failure mechanisms." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "Different bugs: eval-mode checkpointing limitation vs apex RMSNorm memory leak." + "reason": "Different domains: gradient checkpointing eval-mode restriction vs T5/apex RMSNorm memory leak." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "Different problems: docs/example mismatch vs quantization offloading behavior." + "reason": "Doc/example mismatch vs offloading under quantization; not the same underlying bug." }, { "left": "issue:42915", "right": "issue:45759", "accept": false, - "reason": "Both involve Qwen models, but the concrete failures are unrelated." + "reason": "Different issues: FineGrainedFP8Config failure in Qwen3Moe vs text_config unwrapping in AutoModelForCausalLM.from_config." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Different subsystems: DeepSpeed/BertModel zero3 init vs audio fbank feature extraction." + "reason": "Unrelated: DeepSpeed ZeRO-3/BertModel index error vs audio fbank feature extraction issue." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Different modalities and code paths: Qwen3OmniMoe video processing vs Gemma3n variable collision." + "reason": "Different models and different bugs: Qwen3OmniMoe video processing vs Gemma 3n audio_mel_mask variable collision." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "Different regressions in different models; no shared concrete fix is evident." + "reason": "Different regressions: CLIPOutput attentions assignment vs RTDetrV2 output changes in v5." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Different class of bug: input validation messaging vs classification loss degeneracy." + "reason": "Both concern model input/config validation, but one is input_ids/inputs_embeds XOR errors and the other is classification loss degeneracy." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction vs tokenizer/model registration logic; unrelated." - }, - { - "left": "issue:44077", - "right": "issue:44625", - "accept": false, - "reason": "Different model/config issues with no shared failure mode." + "reason": "No real overlap: fbank feature extraction vs tokenizer-model mapping logic for add-new-model-like." }, { "left": "issue:43575", "right": "issue:45704", "accept": false, - "reason": "TP OOM versus RMSNorm memory leak; unrelated." + "reason": "Unrelated: tensor-parallel OOM on Qwen2-57B vs T5 memory leak from apex RMSNorm." }, { - "left": "issue:30064", - "right": "issue:36010", + "left": "issue:44077", + "right": "issue:44625", "accept": false, - "reason": "Different domains: image processor segmentation handling vs GenerationMixin import error." + "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are unrelated config issues." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Different low-level numerical/loading bugs in unrelated models." + "reason": "Different loading/runtime failures: BitNet packed-weight unpacking vs DAC.from_latents missing STE behavior." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Completely unrelated: image processor segmentation-map handling vs GenerationMixin import error." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "Both are model-architecture quirks, but they concern different components and symptoms." + "reason": "Different model-specific config bugs: SwitchTransformers sparse-layer creation vs Smollm3 RoPE-layer dropping." }, { "left": "issue:44756", "right": "issue:45759", "accept": false, - "reason": "Memory/offloading concern versus composite config unwrapping; not the same issue." + "reason": "No overlap: mmap OOM on Strix Halo vs composite Qwen config unwrapping." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Tokenizer special-token decode bug versus BitNet packed-weight loading bug." + "reason": "Different tokenizer/CI bug vs BitNet accelerate-loading bug; shared tokenized wording is superficial." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Different multimodal model bugs with no shared code path." - }, - { - "left": "issue:42915", - "right": "issue:43746", - "accept": false, - "reason": "Different Qwen/Moe FP8 loading versus GraniteSpeech PEFT local checkpoint loading." + "reason": "Different multimodal model bugs: dtype mismatch in Mistral-3 preprocessing vs Gemma 3n attribute collision." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the accepted soft edge (42886 \u2194 44843) is well-supported by the shared _patch_mistral_regex / HF_HUB_OFFLINE failure mode. The remaining soft-edge rejections are conservative and match the issue titles; no evidence is overstated." - }, - "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 }, @@ -4610,13 +4537,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-390", + "cluster_id": "cluster-15354-391", "nodes": [ "issue:30064", - "issue:34634", - "issue:36010", "issue:36331", "issue:39692", + "issue:42915", "issue:43295", "issue:43322", "issue:43421", @@ -4662,6 +4588,7 @@ "issue:45834" ], "soft_pairs": [ + "issue:42915|issue:43746", "issue:43295|issue:45834", "issue:43746|issue:45381", "issue:43746|issue:43873", @@ -4672,8 +4599,8 @@ "issue:43531|issue:43643", "issue:43643|issue:44877", "issue:43421|issue:44811", - "issue:44062|issue:44488", "issue:43577|issue:43818", + "issue:44062|issue:44488", "issue:43540|issue:45381", "issue:43653|issue:43819", "issue:44448|issue:44671", @@ -4686,209 +4613,220 @@ "issue:39692|issue:45834", "issue:30064|issue:36331", "issue:44479|issue:45834", - "issue:43825|issue:43827", "issue:44485|issue:44509", + "issue:43825|issue:43827", "issue:44186|issue:44442", "issue:43606|issue:45072", - "issue:43577|issue:43582", - "issue:34634|issue:36010" + "issue:43577|issue:43582" ], - "prepared_review_unit_hash": "dbea9a34ea5c20b8a6c482a53340fe16b8d2968392b72171f613d0ee605413f6", + "prepared_review_unit_hash": "b323656a634dcb658bbfe39d2286cafd6024ea7322ee89a5aaecc241fd9e915a", "component_budget": { - "node_count": 390, - "item_count": 390, - "soft_pair_count": 1471, - "serialized_chars": 757027, - "estimated_input_tokens": 189257, - "estimated_eval_tokens": 378770 + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36805, - "estimated_input_tokens": 9202, - "estimated_eval_tokens": 18660 + "serialized_chars": 36227, + "estimated_input_tokens": 9057, + "estimated_eval_tokens": 18370 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated Transformers bug reports, many about v5 regressions, model loading, tokenizers, or modality-specific processing. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them.", - "confidence": 0.93, - "canonical_issue_reason": "issue:45020 is the broadest umbrella item: it captures the recurring theme of recent-version regressions breaking remote-code/custom-model usage. That said, the cluster is still too heterogeneous for a strong single canonical issue.", + "summary": "This cluster is mostly a noisy mix of unrelated Transformers issues (tokenizer loading, processor regressions, video/vision bugs, quantization, remote_code, and docs). The soft links are generally thematic rather than true duplicates, so I would not merge any of the candidate pairs.", + "confidence": 0.83, + "canonical_issue_reason": "issue:44561 is the most concrete regression report among the set and best captures one of the few clearly related themes (recent-version/remote_code breakage).", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best representative issue by scope and wording, even though it does not truly subsume all items in the cluster.", + "best_issue_reason": "issue:44561 is the best representative issue here because it states a specific root cause and failure mode, while most other candidates are broader, downstream, or unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "Different models and failure modes: FP8 config failure vs PEFT/local checkpoint loading." + }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Different models and failures: processor/tokenizer regression vs Kosmos2.5 long-OCR index error." + "reason": "Both involve processor/tokenizer behavior, but one is a regression around processor.tokenizer/images and the other is an OCR long-input index error." }, { "left": "issue:43746", "right": "issue:45381", "accept": false, - "reason": "Local checkpoint/PEFT load failure is unrelated to Qwen video position-id handling." + "reason": "Unrelated areas: PEFT/local checkpoint loading vs Qwen2.5-VL video position IDs." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Loading local PEFT adapters is a different code path from quantization/offloading behavior." + "reason": "No shared concrete bug; local checkpoint loading is not the same as quantized offloading behavior." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Torch.compile + SDPA bug in Bamba is unrelated to dtype mismatch inference issues in SwitchTransformers/TimmWrapperModel." + "reason": "Both mention dtype/SDPA-style execution issues, but the affected models and code paths differ." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Different subsystems and symptoms: SDPA/compile vs DAC latent reconstruction mismatch." + "reason": "Completely different problems: torch.compile+SDPA vs DAC.from_latents/STE mismatch." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2 tokenizer crash is unrelated to Perceiver image classification resizing/interpolation failure." + "reason": "Different tokenizers and failures: LayoutLMv2 NER/padding crash vs Perceiver image classification with interpolation." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both involve _patch_mistral_regex, but one is HF offline/model_info behavior and the other is a backend_tokenizer attribute crash; not the same bug." + "reason": "Both touch tokenizer internals, but one is offline regex patching and the other is a Mistral backend_tokenizer AttributeError." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Sliding-window handling for Qwen3-MoE is unrelated to trust_remote_code config field loss." + "reason": "Sliding-window Qwen3-MoE issue is unrelated to trust_remote_code config field loss." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both concern config loading, but one is missing fields from trust_remote_code and the other is strict config rejection for granite_speech." + "reason": "Both are config/loading regressions, but one is missing fields from trust_remote_code and the other is strict config rejecting granite_speech config." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Runtime special-token/post-processor update bug is different from Whisper batch_decode ignoring skip_special_tokens." + "reason": "Runtime special-token post-processor updates are unrelated to Whisper batch_decode skip_special_tokens handling." }, { - "left": "issue:44062", - "right": "issue:44488", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "AddedToken constructor error is not the same as a model load failure for cjvt/sleng-bert." + "reason": "Different BLIP2 dtype bug vs Video-LLaVA temporal attention/weight-sharing issue." }, { - "left": "issue:43577", - "right": "issue:43818", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "Blip2 dtype propagation bug is unrelated to Video-LLaVA missing temporal attention/shared weights." + "reason": "Tokenizer AddedToken argument collision is not the same as failing to load a specific model tokenizer." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both are video-related, but they affect different models and different processing failures." + "reason": "Different multimodal paths: Qwen3OmniMoe video processing vs Qwen2.5-VL video position IDs." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "BigBirdTokenizer special-token registration issue is unrelated to DAC forward/from_latents mismatch." + "reason": "Tokenizer special-token registration issue is unrelated to DAC latent decoding mismatch." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Different model regressions: Pegasus output drift vs CamemBERT masked-LM prediction errors." + "reason": "Pegasus output differences across v4/v5 are not the same bug as CamemBERT masked-LM prediction regressions." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Weight-only load error in Qwen3VL is different from flash-attention generation problems in Qwen3.5." + "reason": "Different model families and different failures: weight_only load error vs flash-attention generation issue." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription generation failure is unrelated to Kosmos2.5 OCR long-input index errors." + "reason": "Whisper empty-transcription/align_special_tokens issue is not the same as Kosmos2.5 long OCR input indexing." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "44561 is a specific is_torch_fx_available regression; 45020 is a broad umbrella issue, not the same concrete bug." + "reason": "45020 is a broad umbrella report; 44561 is a specific root-cause regression, so they are not clearly the same concrete bug." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "Pipeline error-message wording is unrelated to SigLIP2 nonsensical output from AutoModel/pipeline." + "reason": "One is an error-message/docs mismatch around pipeline removals, the other is a model producing bad outputs in AutoModel/pipeline." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Llava Next segfault and MPS histogram/int error are unrelated failures." + "reason": "Segfault on Llava Next loading is unrelated to an MPS histogram Int error in moe code." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading is a different problem from the template-node compilation error." + "reason": "AutoImageProcessor URL loading and template-node compilation errors are different subsystems and failure modes." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "SigLIP2 docs/example issues are unrelated to Kosmos2.5 OCR indexing." + "reason": "SigLIP2 doc-example/model mismatch is unrelated to Kosmos2.5 OCR long-input indexing." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Image processor segmentation-map failure is unrelated to CustomTrainer.compute_loss signature mismatch." + "reason": "Image processor segmentation-map handling is unrelated to CustomTrainer.compute_loss signature breakage." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Qwen video-input regression is unrelated to Kosmos2.5 long OCR input handling." + "reason": "Qwen video-input regression across models is not the same as Kosmos2.5 OCR indexing." }, { - "left": "issue:43825", - "right": "issue:43827", + "left": "issue:44485", + "right": "issue:44509", "accept": false, - "reason": "One is an error-message bug; the other is stale docs. Related topic, but not the same change or code-path." + "reason": "GLM-5 RoPE discussion is unrelated to stale v5 pipeline docs." }, { - "left": "issue:44485", - "right": "issue:44509", + "left": "issue:43825", + "right": "issue:43827", "accept": false, - "reason": "GLM-5 RoPE implementation discussion is unrelated to documentation references to removed pipeline tasks." + "reason": "Both concern pipeline removals, but one is an incorrect message and the other is stale documentation; not the same bug." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "LayoutLMv2 tokenizer crash is unrelated to AutoTokenizer loading FastSpeech2ConformerTokenizer." + "reason": "LayoutLMv2 tokenizer crashes and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different tokenizer-loading problems." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "CPU offload device mismatch in Bark-small is unrelated to bfloat16 dtype mismatches in other models." + "reason": "CPU offload device mismatch and bfloat16 dtype mismatch are different execution bugs." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype propagation and Apple Silicon warmup TypeError are unrelated." } ] }, @@ -4910,8 +4848,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-390", + "cluster_id": "cluster-15354-391", "nodes": [ + "issue:34634", "issue:36010", "issue:38175", "issue:39692", @@ -4924,7 +4863,6 @@ "issue:43582", "issue:43638", "issue:43644", - "issue:43645", "issue:43650", "issue:43653", "issue:43697", @@ -4962,14 +4900,15 @@ "issue:45803" ], "soft_pairs": [ - "issue:43452|issue:44991", + "issue:34634|issue:36010", "issue:44805|issue:44936", + "issue:43452|issue:44991", "issue:42175|issue:45081", "issue:44610|issue:45072", - "issue:45081|issue:45406", "issue:43720|issue:45072", "issue:44060|issue:44368", "issue:44671|issue:45701", + "issue:45081|issue:45406", "issue:43650|issue:43906", "issue:43404|issue:43782", "issue:43582|issue:44857", @@ -4977,209 +4916,208 @@ "issue:43262|issue:43819", "issue:43526|issue:43697", "issue:45084|issue:45538", - "issue:43329|issue:45600", "issue:43644|issue:43749", - "issue:43742|issue:45020", + "issue:43329|issue:45600", "issue:43653|issue:44912", + "issue:43742|issue:45020", "issue:43638|issue:44936", "issue:43746|issue:44811", "issue:44589|issue:45042", "issue:43854|issue:44977", "issue:38175|issue:44610", - "issue:39692|issue:44912", "issue:43526|issue:44554", - "issue:36010|issue:43645" + "issue:39692|issue:44912" ], - "prepared_review_unit_hash": "17a05f14a1fd45fbd00e236451709943e373bfae302d149ddbb8f1a80f3bf4a5", + "prepared_review_unit_hash": "fdfd1b80347cf3d305808e73117e56c9c8ce7f8572f5bacfeee3f3fc70394a13", "component_budget": { - "node_count": 390, - "item_count": 390, - "soft_pair_count": 1471, - "serialized_chars": 757027, - "estimated_input_tokens": 189257, - "estimated_eval_tokens": 378770 + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36095, - "estimated_input_tokens": 9024, - "estimated_eval_tokens": 18304 + "serialized_chars": 36045, + "estimated_input_tokens": 9012, + "estimated_eval_tokens": 18280 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a loose collection of closed/open Transformers issues with only topical similarity; the soft pairs mostly share broad themes (tokenizers, loading, warnings, multimodal processors) but not the same concrete bug. I found no safe duplicate merge candidates and no PRs in the set.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous: the items are mostly unrelated Transformers issues spanning tokenizers, processors, loading, quantization, and model-specific bugs. None of the soft-edge pairs look like true duplicates or mergeable same-fix PRs.", + "confidence": 0.62, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella item here because it describes a version-wide regression affecting remote-code model loading, but the cluster is too mixed to have a true duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 45020 is the best representative anchor for the set: it is open, cross-cutting, and closer to a general Transformers regression than the many narrow model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43452", - "right": "issue:44991", + "left": "issue:34634", + "right": "issue:36010", "accept": false, - "reason": "Both are tokenizer-loading failures, but one is gguf_file-related and the other is a model-specific regression; different code paths and symptoms." + "reason": "Different subsystems and failure modes: BarkProcessor voice preset behavior vs a transformers import error." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Different failure modes: mask/index shape error vs trainer.evaluate() breaking after train(); not the same underlying bug." + "reason": "Unrelated bugs: mask/index shape mismatch in one case, trainer.evaluate() state/failure after training in the other." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading-related, but one is gguf_file handling and the other is a tokenizer/version regression for a specific model." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "One is an install/backend packaging issue, the other is a tokenizer regex patch crash; unrelated defects." + "reason": "Package extra/backend dependency issue vs a Mistral tokenizer regex crash; not the same bug." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Image size mismatch in OmDet-Turbo vs dtype mismatch in bfloat16 inference; separate model paths." - }, - { - "left": "issue:45081", - "right": "issue:45406", - "accept": false, - "reason": "Both involve tokenizer/processor loading, but the failing objects and root causes differ (Mistral regex patch vs Gemma4Processor missing _tokenizer)." + "reason": "Processor input-size mismatch and bfloat16 dtype mismatch are different code paths and symptoms." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "BitNet packed-weight unpacking bug is unrelated to the SwitchTransformers/TimmWrapperModel dtype mismatch." + "reason": "Packed-weight loading failure is unrelated to the dtype mismatch reported in the other issue." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both mention tied-weights warnings, but the model versions and concrete defect are different; too weak to merge." + "reason": "Similar warning theme, but different models and likely different tying logic; not one concrete duplicate bug." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT masked-LM regression is not the same as a broad tokenization change report." + "reason": "Masked LM prediction correctness vs generic tokenization changes; too broad and not the same underlying defect." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "One is a Mistral tokenizer patch crash, the other is Gemma4Processor missing _tokenizer in serve." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "No shared bug: one is a nonspecific request, the other is a reproduction of a separate issue." + "reason": "Placeholder/non-informative issue vs a reproduction of an external issue; no shared bug." }, { "left": "issue:43404", "right": "issue:43782", "accept": false, - "reason": "Untied lm_head weights in Mistral3 is different from Qwen3VL from_pretrained weight_only loading failure." + "reason": "Different model families and failures: tied lm_head weights vs weight_only loading error." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon warmup TypeError and CUDA AMP crash are different platform-specific problems." + "reason": "Apple Silicon allocator warmup TypeError is unrelated to CUDA/AMP loss crashing." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both are exception-handling bugs, but they affect different functions and hide different errors." + "reason": "Both involve broad excepts, but in different functions and for different error classes; not the same bug." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio apply_chat_template sample-rate defaulting is unrelated to DAC.from_latents vs forward mismatch." + "reason": "Audio sampling-rate defaulting and DAC STE/forward mismatch are unrelated." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BEiT label reduction bug and RTDetrV2 output drift are separate vision-model regressions." + "reason": "Label reduction bug in BEiT fast processor vs output divergence in RTDetrV2; no shared code path." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template compilation failure and CLIPTokenizer max_length misconfiguration are unrelated." - }, - { - "left": "issue:43329", - "right": "issue:45600", - "accept": false, - "reason": "Multimodal token counting bug and stale auto_mappings config references are different code areas." + "reason": "Template compilation error and CLIPTokenizer max_length constant are different tokenizer issues." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer junk initialization and FSDP CPU RAM efficient loading are not the same defect." + "reason": "Non-persistent buffer initialization junk vs FSDP CPU RAM efficient loading breakage; different problems." }, { - "left": "issue:43742", - "right": "issue:45020", + "left": "issue:43329", + "right": "issue:45600", "accept": false, - "reason": "A MobileLLM loading key error is not the same as a broad remote_code regression across recent versions." + "reason": "Multimodal token counting bug vs stale auto_mappings references; unrelated fixes." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "BigBird special-token decode bug and MXFP4 quantization fallback are unrelated." + "reason": "Tokenizer special-token registration bug vs MXFP4 quantization loading/fallback issue." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Specific MobileLLM key error is not the same as the broader remote_code regression." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Zero3/Bert indexing failure and trainer.evaluate() after train() failure do not share a concrete root cause." + "reason": "Zero3/Bert index error and trainer.evaluate() failure after train are different training/runtime issues." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "PEFT checkpoint loading and Whisper batch_decode skip_special_tokens behavior are separate processor/model issues." + "reason": "PEFT checkpoint loading failure vs Whisper batch_decode skip_special_tokens behavior; unrelated." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Float8 storage lookup error and PIL backend torchvision dependency regression are unrelated." + "reason": "Storage-object lookup failure is unrelated to the PIL backend torchvision dependency regression." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "GLM-4.7-Flash loading in tests and Qwen3.5 flash-attention generation are different model-specific bugs." + "reason": "Different surfaces: model load/test failure vs flash-attention generation malfunction." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 zero probabilities and OmDet input-size mismatch are distinct vision-model issues." - }, - { - "left": "issue:39692", - "right": "issue:44912", - "accept": false, - "reason": "Documentation example errors for SigLIP2 are not the same as a quantization loading/fallback bug." + "reason": "Both are vision-model related, but zero probabilities and wrong processor image size are different bugs." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "BEiT label reduction bug is unrelated to the MPS attention correctness issue." + "reason": "Processor label reduction vs MPS attention correctness issue; no overlap beyond being model bugs." }, { - "left": "issue:36010", - "right": "issue:43645", + "left": "issue:39692", + "right": "issue:44912", "accept": false, - "reason": "GenerationMixin import failure and custom model initialization in notebooks are different v5 regressions." + "reason": "Docs-example model/processor mismatch plus quantization failure is not the same as MXFP4 fallback during loading." } ] }, @@ -5201,7 +5139,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-390", + "cluster_id": "cluster-15354-391", "nodes": [ "issue:33357", "issue:34567", @@ -5224,7 +5162,7 @@ "issue:43577", "issue:43582", "issue:43643", - "issue:43696", + "issue:43645", "issue:43697", "issue:43720", "issue:43742", @@ -5253,14 +5191,15 @@ "issue:45759" ], "soft_pairs": [ + "issue:36010|issue:43645", "issue:34634|issue:36331", "issue:43454|issue:43577", "issue:43257|issue:43329", "issue:43819|issue:43927", "issue:43720|issue:44610", "issue:43550|issue:44912", - "issue:44568|issue:45488", "issue:43749|issue:44291", + "issue:44568|issue:45488", "issue:43531|issue:45042", "issue:43262|issue:44811", "issue:43643|issue:45759", @@ -5276,248 +5215,247 @@ "issue:41720|issue:43540", "issue:43452|issue:43582", "issue:42915|issue:43742", - "issue:33357|issue:34567", "issue:43317|issue:45538", + "issue:33357|issue:34567", "issue:43927|issue:44912", "issue:44987|issue:45538", - "issue:44479|issue:45381", "issue:42915|issue:44821", + "issue:44479|issue:45381", "issue:42915|issue:45538", - "issue:43257|issue:43756", "issue:43540|issue:44560", - "issue:43540|issue:44479", - "issue:43257|issue:43696" + "issue:43257|issue:43756", + "issue:43540|issue:44479" ], - "prepared_review_unit_hash": "8d1e70b0a2888148e75ae9031fd2898dd88089c4d701d28af489862e74a94995", + "prepared_review_unit_hash": "351a7f7f735394dca89791d8a98b102dec1e06190dec79778f0ec596bb26e701", "component_budget": { - "node_count": 390, - "item_count": 390, - "soft_pair_count": 1471, - "serialized_chars": 757027, - "estimated_input_tokens": 189257, - "estimated_eval_tokens": 378770 + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 38028, - "estimated_input_tokens": 9507, - "estimated_eval_tokens": 19270 + "serialized_chars": 38061, + "estimated_input_tokens": 9516, + "estimated_eval_tokens": 19288 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue set. issue:44479 is still the best umbrella for the Qwen video-input regression family, but issue:43329 looks like a narrower undefined-variable bug in `_get_num_multimodal_tokens`, not a confident duplicate of the broader 5.3.0 regression.", - "confidence": 0.72, - "canonical_issue_reason": "issue:44479 best captures the broad v5.3.0 video-input regression across multiple Qwen VL/MoE variants, so it is the strongest umbrella issue.", + "summary": "Mostly unrelated issues spanning loaders, tokenizers, multimodal/video, and training. The closest pair is 43329/44479, but the packet only supports topical Qwen video-regression similarity, not a confident same-root-cause duplicate. No PRs are present.", + "confidence": 0.68, + "canonical_issue_reason": "No single canonical issue cleanly covers the set. issue:43329 is the most specific Qwen video-token bug, but issue:44479 is only a broader video regression report and the packet does not establish a shared root cause.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the most representative global issue because it spans the widest user-facing Qwen video regression while matching the shared subsystem.", + "best_issue_reason": "issue:43329 is the best representative of the closest pair because it pinpoints the concrete undefined-variable failure in the video branch; issue:44479 is broader and less actionable.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Different subsystems and failure modes: GenerationMixin import regression vs custom model init in Jupyter." + }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "Different areas: BarkProcessor voice preset handling vs Trainer compute_loss signature change." + "reason": "Unrelated bugs: BarkProcessor voice preset handling vs Trainer compute_loss argument mismatch." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "Unrelated model bugs: AyaVision weight tying vs BLIP-2 dtype loading." + "reason": "Different model families and issues: weight tying in AyaVision vs dtype propagation in Blip2." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Both are Qwen-related, but one is MOE weight conversion on load and the other is a video token-counting bug; different code paths." + "reason": "Both involve Qwen3-related code, but one is MOE weight conversion/loading and the other is a video token-counting bug; not the same change." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC latent conversion mismatch vs DiaConfig custom token ID persistence; unrelated model behaviors." + "reason": "Different bugs: DAC latent decoding mismatch vs DiaConfig losing custom token IDs on save/load." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Accelerate packed-weight loading bug vs OmDet-Turbo image size mismatch; not the same underlying defect." + "reason": "Different code paths: BitNet packed-weight loading vs OmDet-Turbo image size mismatch." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Different failure modes: torch.compile with SDPA vs MXFP4 quantization fallback." + "reason": "Different quantization/compile issues on different models; no shared concrete bug." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:43749", + "right": "issue:44291", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizer implementations and code paths." + "reason": "Both concern loading, but one is FSDP CPU RAM-efficient loading and the other is an init_empty_weights argument error; too different to merge." }, { - "left": "issue:43749", - "right": "issue:44291", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "Both touch loading, but one is FSDP CPU RAM efficient loading and the other is init_empty_weights/_is_hf_initialized handling; not the same bug." + "reason": "Both are tokenizer regressions, but one is special-token insertion and the other is pre-tokenizer override for a different tokenizer family." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding-window issue vs PIL backend torchvision dependency regression; unrelated." + "reason": "Unrelated: Qwen3-MoE sliding window behavior vs PIL image processor torchvision dependency." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio processor chat-template sampling-rate default vs Whisper batch_decode skip_special_tokens; different processor bugs." + "reason": "Different audio processor bugs: chat template sampling-rate default vs batch_decode special-token skipping." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "AutoConfig trust_remote_code field loss vs AutoModelForCausalLM from_config text_config unwrapping; separate config-loading issues." + "reason": "Both touch config/model loading, but one is trust_remote_code missing fields and the other is unwrapping text_config for composite multimodal configs." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Different tokenizer regressions on different models; not the same code-path problem." + "reason": "Both are tokenizer-related, but the failures are different model-specific regressions with different symptoms and likely fixes." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "Import path regression for GenerationMixin vs trainer loss signature mismatch." + "reason": "Import path regression vs trainer API change; no shared underlying bug." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Qwen3.5 hidden-state output bug vs generic tokenization version-change report; unrelated." + "reason": "One is a Qwen3.5 hidden-states bug; the other is a tokenization-version-change report. Different issues." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Both involve video features, but one is undefined variables in multimodal token counting and the other is batched video tensor shape handling." + "reason": "Both are video-related, but one is a token-counting undefined-variable bug and the other is batched video shape output; distinct defects." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "TrainerState token counter bug vs high perplexity on gpt-oss-20b; no shared root cause." + "reason": "Trainer token accounting vs perplexity on a specific model/dataset; unrelated." }, { "left": "issue:43329", "right": "issue:44479", "accept": false, - "reason": "The packet supports thematic similarity only: 43329 is an undefined-variable bug in video token counting, while 44479 is a broader v5.3.0 video-input/vision_position_ids regression." + "reason": "The titles suggest related Qwen video regressions, but the packet only shows broad topical overlap; insufficient evidence to call them the same underlying bug." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "MOE weight conversion on load vs Qwen3-VL weight-shape mismatch; distinct loading issues." + "reason": "Related to Qwen model loading, but one is MOE weight conversion with accelerate/deepspeed and the other is a shape mismatch for a VL model; not the same bug." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetrV2 output drift in v5 vs Qwen3.5 visual-encoder save_pretrained key regression; unrelated." + "reason": "Different regressions: RTDetrV2 output differences vs Qwen3.5 save_pretrained visual encoder keys." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Model init_empty_weights TypeError vs PIL image processor torchvision dependency regression." + "reason": "Completely different areas: init_empty_weights loading error vs image processor torchvision requirement." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Different Qwen video failures: CUDA assert on auto device mapping vs ValueError in Qwen3OmniMoe video processing." + "reason": "Different model families and failures: CUDA assert on auto device map vs video-processing ValueError." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "gguf_file tokenizer/model loading bug vs Apple Silicon caching_allocator_warmup TypeError." + "reason": "Different loading bugs: gguf_file tokenizer/model loading vs Apple Silicon allocator warmup TypeError." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure vs MobileLLM key error; unrelated model-loading problems." + "reason": "Qwen3Moe FineGrainedFP8Config vs MobileLLM loading key error; unrelated." }, { - "left": "issue:33357", - "right": "issue:34567", + "left": "issue:43317", + "right": "issue:45538", "accept": false, - "reason": "MacOS CLIP bus error vs TrainerState token counter not updating; no common bug." + "reason": "Different loading/quantization issue vs tokenizer max-length constant bug." }, { - "left": "issue:43317", - "right": "issue:45538", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "Dequantized model offload failure vs CLIPTokenizer model_max_length constant; unrelated." + "reason": "MacOS bus error in CLIP model loading vs TrainerState token counter not updating; unrelated." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "DiaConfig token IDs lost on save/load vs MXFP4 quantization fallback; different failures." + "reason": "Different bugs: custom token IDs lost on config save/load vs MXFP4 quantization fallback." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Model loading failure in 5.1.0 vs CLIPTokenizer max-length issue; unrelated." - }, - { - "left": "issue:44479", - "right": "issue:45381", - "accept": true, - "reason": "Same Qwen video regression: 45381 is a narrower qwen2.5-vl manifestation of the broader v5.3.0 video-input bug described in 44479." + "reason": "Model-loading failure for a specific repo vs CLIPTokenizer max_length handling; no shared code-path problem." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "FineGrainedFP8Config loading issue vs AutoImageProcessor-from-URL problem; unrelated." + "reason": "Different areas: Qwen3Moe FP8 loading vs AutoImageProcessor URL loading; unrelated." }, { - "left": "issue:42915", - "right": "issue:45538", + "left": "issue:44479", + "right": "issue:45381", "accept": false, - "reason": "Qwen3Moe FP8 loading failure vs CLIPTokenizer max-length constant; unrelated." + "reason": "Both are video-input regressions, but the models and reported symptoms differ enough that they do not look like one fixable bug." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:42915", + "right": "issue:45538", "accept": false, - "reason": "Qwen MOE weight conversion/load issue vs Smollm3 RoPE-layer mismatch; different subsystems." + "reason": "Different areas: Qwen3Moe FP8 loading vs tokenizer max-length constant." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both are video-related, but one is Qwen3OmniMoe ValueError and the other is Qwen3-VL-embedding StopIteration; not the same concrete bug." + "reason": "Both are video-input failures in Qwen-family models, but the concrete errors and affected models differ; too speculative to merge." } ] }, "evaluator_result": { "accept": false, - "feedback": "The clustering is mostly grounded, but one soft-edge acceptance is too strong for the evidence in the packet. In particular, issue:43329 and issue:44479 are both Qwen/video-related, but their titles point to different concrete failures (_get_num_multimodal_tokens undefined variables vs a broader v5.3.0 video input/vision_position_ids regression). The packet supports thematic similarity, not a confident duplicate/merge decision. The other rejections look conservative, and 44479 is a reasonable representative, but the accepted 43329\u219444479 link overstates the evidence." + "feedback": "The bulk of the summary is grounded, but the accepted 43329/44479 pair is stated too strongly. From the packet we only have title/metadata-level similarity (both video/Qwen regressions), which supports \u201cpossibly related\u201d but not confidently \u201csame underlying regression\u201d or \u201cclearest root-cause report.\u201d Please hedge that claim more conservatively. The rest of the soft-edge rejections look appropriately cautious." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -5532,7 +5470,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-390", + "cluster_id": "cluster-15354-391", "nodes": [ "issue:28282", "issue:34567", @@ -5541,15 +5479,15 @@ "issue:36331", "issue:38175", "issue:42175", + "issue:43257", "issue:43452", "issue:43493", "issue:43526", - "issue:43531", "issue:43540", "issue:43577", "issue:43643", "issue:43646", - "issue:43697", + "issue:43696", "issue:43742", "issue:43749", "issue:43756", @@ -5573,7 +5511,6 @@ "issue:45072", "issue:45081", "issue:45137", - "issue:45216", "issue:45325", "issue:45375", "issue:45381", @@ -5584,12 +5521,13 @@ "issue:45823" ], "soft_pairs": [ + "issue:43257|issue:43696", "issue:43577|issue:45072", "issue:45137|issue:45405", "issue:38175|issue:44898", "issue:44737|issue:45588", - "issue:44062|issue:44991", "issue:43742|issue:44291", + "issue:44062|issue:44991", "issue:43540|issue:45823", "issue:43906|issue:45381", "issue:43646|issue:43749", @@ -5609,216 +5547,205 @@ "issue:43756|issue:45325", "issue:43742|issue:44589", "issue:45405|issue:45600", - "issue:44484|issue:44704", - "issue:43697|issue:45216", - "issue:43531|issue:44821" + "issue:44484|issue:44704" ], - "prepared_review_unit_hash": "bce97931270d83d25c1debe66f0c5794c63b844ecb28c43a7de10e3e4b99dc8e", + "prepared_review_unit_hash": "c2debd0c1ed6176ff43cbdc441ed3c80223e9067815bd70b6a4eb05e20ad24e9", "component_budget": { - "node_count": 390, - "item_count": 390, - "soft_pair_count": 1471, - "serialized_chars": 757027, - "estimated_input_tokens": 189257, - "estimated_eval_tokens": 378770 + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36324, - "estimated_input_tokens": 9081, - "estimated_eval_tokens": 18418 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35413, + "estimated_input_tokens": 8854, + "estimated_eval_tokens": 17964 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a mixed bag of unrelated Transformers issues. The only clear duplicate-like pair is the SigLIP2 bug reports; everything else looks like distinct failures in different models or subsystems. No PRs are present.", - "confidence": 0.83, - "canonical_issue_reason": "issue:43493 is the best canonical issue because it describes the underlying SigLIP2 implementation discrepancy at the root of the duplicate pair; issue:43994 is a downstream user-facing symptom of the same bug.", + "summary": "This is a heterogeneous mix of Transformers issues spanning different models, loaders, trainers, and runtime errors. None of the proposed soft pairs looks like the same underlying bug/change, so they should stay separate.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43749 has the strongest cross-reference and discussion signal in the set, and it is a broad, high-impact regression that works best as the cluster anchor if one issue must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43493 is the most representative and actionable issue: it states the core HF-vs-JAX mismatch, which is broader than the end-user symptom in issue:43994.", + "best_issue_reason": "issue:43749 is the most representative problem in the group by activity and inbound references, making it the best single issue to surface for the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Different failures: Qwen3 MoE weight conversion under accelerate/deepspeed vs GPT-oss CUDA OOM. Same broad area, but not the same bug." + }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both are dtype-related, but they affect different models and different code paths; not the same bug." + "reason": "Both mention dtype, but they involve different models and different mismatches. Not the same concrete code-path problem." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque failure and a PEFT version bump are unrelated." + "reason": "DeepSpeed ZeRO3 deque error and a PEFT version pin issue are unrelated." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Different models, different symptoms, and different processing paths." + "reason": "Both are vision-model accuracy issues, but the models and symptoms differ enough that they do not look like one bug." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet CPU device placement and flash-attention crash with s_aux=None are unrelated." + "reason": "XLNet CPU device placement bug vs flash-attention sink handling crash. Distinct code paths." }, { - "left": "issue:44062", - "right": "issue:44991", + "left": "issue:43742", + "right": "issue:44291", "accept": false, - "reason": "Both involve tokenizers, but one is an AddedToken argument error and the other is a tokenizer loading regression." + "reason": "MobileLLM loading key error vs init_empty_weights argument incompatibility. Different load-time failures." }, { - "left": "issue:43742", - "right": "issue:44291", + "left": "issue:44062", + "right": "issue:44991", "accept": false, - "reason": "Both fail during loading, but one is a model config key error and the other is an init-empty-weights API mismatch." + "reason": "Tokenizer AddedToken kwarg duplication is unrelated to EMBEDDIA/est-roberta tokenizer loading failure." }, { "left": "issue:43540", "right": "issue:45823", "accept": false, - "reason": "Different models and different failure mechanisms; not mergeable as one fix." + "reason": "Qwen3OmniMoe video-input validation and Gemma4 PLE device mismatch are different model-specific problems." }, { "left": "issue:43906", "right": "issue:45381", "accept": false, - "reason": "One is an isolated reproduction reference, the other is a Qwen2.5-VL position-id bug; insufficient evidence they are the same issue." + "reason": "One is a reproduction of an older issue; the other is a Qwen2.5-VL video position-id bug. No clear shared fix." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Transformers 5.0 custom model init breakage and FSDP CPU-efficient loading are separate regressions." + "reason": "Custom model initialization breakage in Transformers 5.0.0 is unrelated to FSDP CPU RAM efficient loading." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Distinct tokenizer bugs: AddedToken keyword collision vs Mistral regex patch crashing on backend_tokenizer." + "reason": "Tokenizer AddedToken special-flag error and Mistral regex patch crash are different tokenizer internals." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "FSDP CPU RAM efficient loading and Strix Halo mmap OOM are different memory/loading problems." + "reason": "Both concern memory/loading, but one is an FSDP regression and the other is mmap behavior on Strix Halo. Not the same bug." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both mention missing config fields, but the reported contexts and root causes differ." + "reason": "AutoConfig field loss with trust_remote_code and a missing config field in Qwen3_5MoeVisionConfig are different serialization issues." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "Trainer state token counting and custom compute_loss signature are unrelated Trainer issues." + "reason": "TrainerState token counting and CustomTrainer.compute_loss signature mismatch are separate trainer API regressions." }, { "left": "issue:43493", "right": "issue:43994", - "accept": true, - "reason": "Both reports point to the same SigLIP2 model-implementation discrepancy causing bad outputs." + "accept": false, + "reason": "Both involve SigLIP2, but one is a HF-vs-JAX discrepancy and the other is bad outputs through AutoModel/pipeline. Not enough to merge." }, { "left": "issue:36010", "right": "issue:42175", "accept": false, - "reason": "Importing GenerationMixin and backend selection for torch installs are unrelated." + "reason": "GenerationMixin import failure and missing TensorFlow backend from torch install are unrelated packaging/import issues." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "TensorFlow backend packaging and missing Qwen2.5-VL export are different issues." + "reason": "TensorFlow backend packaging and missing Qwen2_5_VLForConditionalGeneration symbol are different dependency/import problems." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "gguf_file handling and a specific model load failure are not the same bug." + "reason": "gguf_file loading failures and cjvt/sleng-bert tokenizer loading are separate loader regressions." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "init_empty_weights argument handling and loading AutoImageProcessor from URL are unrelated." + "reason": "Unexpected _is_hf_initialized argument with init_empty_weights is unrelated to AutoImageProcessor-from-URL behavior." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Different multimodal models and different failure points; no shared underlying code-path is evident." + "reason": "Janus test failure and Phi-4 multimodal load failure are different model-specific issues." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "Processor label reduction and single-label classification zero-loss behavior are different bugs." + "reason": "BEiT Fast processor label reduction bug and single-label classification zero-loss bug are not the same code path." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "AutoModel missing PyTorch and Llama 3.2 Vision load failure are unrelated import/load issues." + "reason": "PyTorch-missing import error and Llama 3.2 Vision load breakage are different environment/model problems." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Torchvision requirement in PIL image processors and a Mistral tokenizer patch crash are distinct problems." + "reason": "PIL image processor torchvision requirement and Mistral regex patch crash are unrelated." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Both involve positional encoding, but they are different models and different calculations." + "reason": "Smollm3 RoPE-layer configuration and Qwen2.5-VL rope-index scaling are not the same underlying defect." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "A MobileLLM key error and a Float8 storage lookup failure are not the same failure mode." + "reason": "MobileLLM key error and missing Float8 storage type are separate load/runtime incompatibilities." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "A dependency version bump and broken auto_mappings references are unrelated changes." + "reason": "A not-yet-released PEFT version bump and removed Sam3LiteText auto-mapping references are different CI/dependency issues." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "Shard-size behavior and AutoProcessor kwarg forwarding are separate API issues." - }, - { - "left": "issue:43697", - "right": "issue:45216", - "accept": false, - "reason": "Different models, different regressions, and no shared code-path is indicated." - }, - { - "left": "issue:43531", - "right": "issue:44821", - "accept": false, - "reason": "Qwen3-MoE sliding window behavior and AutoImageProcessor URL loading are unrelated." + "reason": "save_pretrained shard-size behavior and AutoProcessor kwargs forwarding are unrelated API concerns." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the items are mostly unrelated issue reports, and the only plausible duplicate-like pair is the SigLIP2 pair (43493/43994). The soft-edge verdicts are conservative, with rejections justified by different models, subsystems, or failure modes. No PR pairs are present." - }, - "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 }, @@ -5833,7 +5760,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-390", + "cluster_id": "cluster-15354-391", "nodes": [ "issue:24643", "issue:28282", @@ -5847,7 +5774,6 @@ "issue:43295", "issue:43452", "issue:43531", - "issue:43550", "issue:43577", "issue:43582", "issue:43643", @@ -5869,6 +5795,7 @@ "issue:44625", "issue:44743", "issue:44811", + "issue:44821", "issue:44843", "issue:44877", "issue:44898", @@ -5877,16 +5804,18 @@ "issue:44977", "issue:44991", "issue:45005", + "issue:45216", "issue:45290", "issue:45356", "issue:45381", "issue:45440", - "issue:45588", "issue:45823" ], "soft_pairs": [ - "issue:28282|issue:29127", + "issue:43697|issue:45216", + "issue:43531|issue:44821", "issue:44514|issue:45381", + "issue:28282|issue:29127", "issue:43582|issue:44977", "issue:44625|issue:44877", "issue:43643|issue:44561", @@ -5900,251 +5829,236 @@ "issue:43295|issue:45356", "issue:43819|issue:44811", "issue:43653|issue:44568", - "issue:24643|issue:29127", "issue:44936|issue:45823", + "issue:24643|issue:29127", "issue:30064|issue:33666", "issue:38175|issue:43295", "issue:44361|issue:44442", "issue:43653|issue:44361", - "issue:44464|issue:44743", "issue:43577|issue:43697", + "issue:44464|issue:44743", "issue:44843|issue:44991", "issue:41720|issue:43906", "issue:44977|issue:45356", "issue:43688|issue:45440", "issue:43531|issue:43742", "issue:43653|issue:43927", - "issue:44464|issue:44977", - "issue:43577|issue:45588", - "issue:43550|issue:43927", - "issue:43550|issue:44361" + "issue:44464|issue:44977" ], - "prepared_review_unit_hash": "6ba49062fb3c928af44b91b3051d4ef06dbefeefa2166e5a659335cf4d896b38", + "prepared_review_unit_hash": "04a0b0fdd500c5aa0933dd2684abfcac1d61b1737b988e6394b2ec8b927fca5d", "component_budget": { - "node_count": 390, - "item_count": 390, - "soft_pair_count": 1471, - "serialized_chars": 757027, - "estimated_input_tokens": 189257, - "estimated_eval_tokens": 378770 + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37761, - "estimated_input_tokens": 9441, - "estimated_eval_tokens": 19138 + "soft_pair_count": 32, + "serialized_chars": 37447, + "estimated_input_tokens": 9362, + "estimated_eval_tokens": 18980 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly a heterogeneous mix of unrelated bugs with only superficial title similarity. I would not merge any of the proposed soft pairs; they do not look like the same underlying issue or change.", - "confidence": 0.89, - "canonical_issue_reason": "issue:43653 is the most self-contained and concrete bug in the set, with clear tokenizer special-token behavior and nearby tokenizer-related similarities, making it the best anchor among otherwise unrelated reports.", + "summary": "This cluster is not a single duplicate family; it mixes many unrelated transformer bugs spanning tokenizer loading, chat templating, generation, model serialization, device mapping, and training/runtime failures. None of the soft-similarity pairs look like the same concrete bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "No single issue is a good canonical representative because the set is heterogeneous and does not center on one underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43653 is the best representative issue because it is narrowly scoped, reproducible, and more canonical than the broader config/training regressions in the cluster.", + "best_issue_reason": "No global best issue: the items cover many distinct subsystems and failure modes, so choosing one would be arbitrary.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different bugs: RTDetrV2 output divergence vs Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:43531", + "right": "issue:44821", "accept": false, - "reason": "Different problems: missing PyTorch import vs unclear LayoutLMv3 box-validation error." + "reason": "Different subsystems: 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 position IDs; different code paths." + "reason": "Both touch Qwen2.5-VL, but one is batched chat template padding and the other is video vision_position_ids; distinct failures." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch import error is unrelated to LayoutLMv3's unclear box validation message." }, { "left": "issue:43582", "right": "issue:44977", "accept": false, - "reason": "Apple Silicon allocator TypeError vs Qwen3.5 flash-attention generation failure; unrelated bugs." + "reason": "AppleSilicon caching_allocator_warmup TypeError is unrelated to Qwen3.5 flash-attention generation." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Different config issues for different models; num_labels propagation is not the same as strict config loading." + "reason": "Both involve config handling, but the concrete bugs differ: num_labels propagation vs strict config rejection." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Both touch trust_remote_code, but one is missing config fields and the other is removal of is_torch_fx_available; not the same bug." + "reason": "Different regression surfaces: missing fields from AutoConfig vs v5 removal of is_torch_fx_available breaking trust_remote_code." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Dependency packaging issue vs Python 3.14 import failure; no shared underlying defect." + "reason": "Packaging/backend installation issue is unrelated to a Python 3.14 import/load failure." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet accelerate-loading/unpacking problem vs Perceiver interpolation failure; unrelated model paths." + "reason": "BitNet packed-weight loading bug is not the same as Perceiver non-default resolution failure." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "gguf_file loading regression vs Blip2 dtype retention; different subsystems and symptoms." + "reason": "Tokenizer/model loading via gguf_file is unrelated to BLIP2 dtype propagation." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Same processor family, but batching/padding crash is distinct from tool-call messages with empty content." + "reason": "Same API family, but different edge cases: batched padding=False crash vs assistant tool-call messages with no content." }, { "left": "issue:44466", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but one is serialization behavior and the other is translation-model loading issues; not the same change." + "reason": "Both mention tied weights, but one is device-dependent lm_head serialization and the other is translation-model tied-weight issues; not the same bug." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "gguf_file tokenizer/model loading issue vs offline model_info call in Mistral regex patch; unrelated." + "reason": "Both affect loading, but one is gguf_file breakage and the other is an offline model_info call in mistral regex patching." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Gemma3 ZeRO-3 load failure vs trainer.evaluate after train; different failure modes." + "reason": "Gemma3 ZeRO-3 load failure is unrelated to trainer.evaluate() failing after train()." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Processor/tokenizer regression vs Kimi codec-handling regression; same broad area but different bugs." + "reason": "Processor/tokenizer regression and Kimi codec handling are different bugs." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC latent/forward mismatch vs Whisper batch_decode special-token handling; unrelated." + "reason": "DAC from_latents mismatch is unrelated to Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both tokenizer-special-token bugs, but different tokenizers and different missing-token behavior." + "reason": "Both involve special tokens, but different tokenizers and behaviors; not one underlying defect." }, { - "left": "issue:24643", - "right": "issue:29127", + "left": "issue:44936", + "right": "issue:45823", "accept": false, - "reason": "DeepSpeed weight-dimension runtime error vs LayoutLMv3 box-content clarity issue; unrelated." + "reason": "Trainer lifecycle bug and Gemma4 PLE device mismatch are unrelated." }, { - "left": "issue:44936", - "right": "issue:45823", + "left": "issue:24643", + "right": "issue:29127", "accept": false, - "reason": "trainer.evaluate lifecycle issue vs Gemma4 device-map mismatch; different code paths." + "reason": "DeepSpeed training RuntimeError is unrelated to a LayoutLMv3 error-message clarity issue." }, { "left": "issue:30064", "right": "issue:33666", "accept": false, - "reason": "Void segmentation map processing vs Qwen2-VL multi-GPU training; not the same bug." + "reason": "Void segmentation map processing and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "siglip2 zero-probabilities issue vs processor/tokenizer regression; no concrete overlap." + "reason": "Siglip2 zero-probabilities bug is unrelated to processor.tokenizer regression." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "MLuke task AttributeError vs FastSpeech2ConformerTokenizer loading failure; unrelated tokenizer bugs." + "reason": "Both are tokenizer-related, but they affect different tokenizer classes and failure modes." }, { "left": "issue:43653", - "right": "issue:44361", + "right": "issue:43927", "accept": false, - "reason": "BigBird special-token decode bug vs MLuke task AttributeError; different models and code paths." + "reason": "BigBird special-token decode bug is unrelated to DiaConfig losing custom token IDs." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency vs Qwen3-MoE recurrent-state reset; different generation issues." - }, - { - "left": "issue:43577", - "right": "issue:43697", - "accept": false, - "reason": "Blip2 dtype mismatch vs RTDetrV2 output divergence; unrelated model behaviors." + "reason": "Both are generation/state bugs, but one is compiled forward chunked generation and the other is cache state reset in a modular Qwen3.5 model." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Offline hub/model_info regression vs tokenizer load failure for a specific model; not the same defect." + "reason": "Offline mistral regex bug and EMBEDDIA/est-roberta tokenizer load failure have different root causes." }, { "left": "issue:41720", "right": "issue:43906", "accept": false, - "reason": "Qwen3 auto device-map cuda assert vs isolated reproduction of another issue; no evidence of a shared root cause." + "reason": "No evidence these are the same bug; one is Qwen3 auto device mapping cudaErrorAssert, the other is only an isolated reproduction of another issue." }, { "left": "issue:44977", "right": "issue:45356", "accept": false, - "reason": "Flash-attention generation failure vs tokenizer codec regression; unrelated." + "reason": "Qwen3.5 flash-attention generation bug is unrelated to Kimi-K2.5 tokenizer codec handling." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Both are MoE-related correctness issues, but auxiliary-loss normalization and DeepSeekV3 divergence are distinct concrete bugs." + "reason": "Both mention MoE-style models, but the reported defects are different: aux-loss normalization vs DeepSeekV3 implementation divergence." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding_window issue vs MobileLLM loading key error; unrelated." + "reason": "Qwen3-MoE sliding_window issue is unrelated to MobileLLM key-error loading." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Tokenizer special-token bug vs config token-ID persistence bug; similar theme but different underlying problem." + "reason": "Tokenizer special-token registration bug is unrelated to DiaConfig custom token ID persistence." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Compiled-forward output inconsistency vs flash-attention generation failure; different code paths." - }, - { - "left": "issue:43577", - "right": "issue:45588", - "accept": false, - "reason": "Blip2 dtype issue vs flash_attention s_aux=None crash; unrelated." - }, - { - "left": "issue:43550", - "right": "issue:43927", - "accept": false, - "reason": "torch.compile/SDPA failure vs DiaConfig save/load token-ID loss; different subsystems." - }, - { - "left": "issue:43550", - "right": "issue:44361", - "accept": false, - "reason": "Bamba compile failure vs MLuke tokenizer AttributeError; unrelated." + "reason": "Different generation problems in different models/code paths; not mergeable as one fix." } ] }, @@ -6166,7 +6080,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-390", + "cluster_id": "cluster-15354-391", "nodes": [ "issue:28282", "issue:32090", @@ -6209,15 +6123,17 @@ "issue:44821", "issue:44849", "issue:44913", - "issue:44964", "issue:44977", "issue:45325", "issue:45357", - "issue:45405", + "issue:45588", "issue:45704", "issue:45812" ], "soft_pairs": [ + "issue:43577|issue:45588", + "issue:43550|issue:43927", + "issue:43550|issue:44361", "issue:32090|issue:34567", "issue:43504|issue:43550", "issue:43504|issue:43720", @@ -6231,11 +6147,11 @@ "issue:43742|issue:44821", "issue:41720|issue:44464", "issue:33666|issue:36010", - "issue:43525|issue:43572", - "issue:43329|issue:45325", + "issue:43756|issue:44913", "issue:43688|issue:43749", + "issue:43329|issue:45325", "issue:43493|issue:43825", - "issue:43756|issue:44913", + "issue:43525|issue:43572", "issue:43262|issue:43295", "issue:43606|issue:43927", "issue:43720|issue:43927", @@ -6243,179 +6159,238 @@ "issue:28282|issue:33357", "issue:43577|issue:44554", "issue:33666|issue:36331", - "issue:43334|issue:43572", "issue:39692|issue:43493", - "issue:43688|issue:45704", "issue:43720|issue:44361", - "issue:44964|issue:45405", + "issue:43688|issue:45704", + "issue:43334|issue:43572", "issue:43540|issue:44977" ], - "prepared_review_unit_hash": "3aa6e0ba9d981cc2ef0075952ceb76cb3e016615e1d8c638bca72d8260453fbe", + "prepared_review_unit_hash": "e0d64d75d07fdbd56d7b9ec9dc896f4779c6f5fdf82c8b112cf75f026872750c", "component_budget": { - "node_count": 390, - "item_count": 390, - "soft_pair_count": 1471, - "serialized_chars": 757027, - "estimated_input_tokens": 189257, - "estimated_eval_tokens": 378770 + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37228, - "estimated_input_tokens": 9307, - "estimated_eval_tokens": 18870 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37274, + "estimated_input_tokens": 9319, + "estimated_eval_tokens": 18894 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the soft edges are topical similarities, but none look like the same underlying bug or change. There are no PRs to compare. The strongest representative issue is the Granite tokenizer regression (#45812), because it is concrete, recent, and clearly actionable.", - "confidence": 0.47, - "canonical_issue_reason": "#45812 is the clearest, most actionable report here: it describes a concrete tokenizer regression with a specific model family, silent incorrect outputs, and real downstream impact. It is a better representative than the more speculative or niche issues in the cluster.", + "summary": "This set is a heterogeneous mix of Transformer bugs (tokenizer/config regressions, model-loading failures, training errors, and multimodal edge cases). I don\u2019t see any soft pair that clearly points to the same underlying bug or change, so no duplicates should be merged here.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45812 is the strongest representative: it\u2019s an open, broad regression affecting all Granite models, with clear user impact and recent discussion/inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "#45812 is the best standalone issue candidate because it has a well-scoped failure mode, clear reproduction context, and a broad user-facing regression signal. The rest of the cluster does not form a single duplicate family.", + "best_issue_reason": "issue:45812 is the best overall issue anchor because it describes a concrete, widespread regression rather than a narrow model-specific failure.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: dtype stays float32 in Blip2 loading vs a flash-attention crash on sink-less models." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "One is a torch.compile/SDPA runtime bug; the other is a config save/load token-ID regression." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Unrelated: Bamba compile/SDPA failure vs MLukeTokenizer task AttributeError." + }, { "left": "issue:32090", "right": "issue:34567", "accept": false, - "reason": "Different failures: GPU broadcast NoneType vs TrainerState token counter not updating. Same training area, not the same bug." + "reason": "Both involve Trainer, but the bugs differ: GPU broadcast NoneType error vs num_input_tokens_seen not updating." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Legacy-field preset loading bug vs torch.compile/SDPA failure in a specific model. Unrelated code paths." + "reason": "Different model paths and root causes: legacy-field load failure vs compile/SDPA failure." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Both involve loading, but one is a legacy config field issue and the other is packed-weight unpacking during accelerate loading. Not the same defect." + "reason": "Model loading bugs in different subsystems; Beit legacy config issue is unrelated to BitNet packed-weight unloading." }, { "left": "issue:43122", "right": "issue:43906", "accept": false, - "reason": "One is a tokenization regression across versions; the other is only a reproduction of a different issue. No evidence they share the same root cause." + "reason": "The second is only a reproduction issue; no evidence it matches the tokenizer behavior regression in the first." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer broadcast error and multi-GPU training request are not the same problem." + "reason": "Trainer error vs multi-GPU training request; not the same underlying bug." }, { "left": "issue:28282", "right": "issue:35141", "accept": false, - "reason": "ImportError about missing PyTorch is unrelated to embedding reinitialization after resize." + "reason": "ImportError for missing PyTorch is unrelated to embedding reinitialization during post_init." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Model preset loading vs processor image-size mismatch. Different bugs in different subsystems." + "reason": "Different vision-model load/processor problems with no shared code-path evidence." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "Both are model/tokenizer loading failures, but the affected APIs and likely causes differ; not enough to merge as one bug." + "reason": "Both are load failures, but one is gguf-file handling and the other is a specific model import/load regression." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "One is an output_hidden_states behavior bug; the other is incorrect save_pretrained visual encoder keys. Different regression surfaces." + "reason": "Qwen3.5 hidden-state output bug vs save_pretrained saving wrong visual encoder keys." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different behaviors. Too broad to treat as the same bug." + "reason": "Different tokenizer regressions on different model families; no shared bug mechanism shown." }, { "left": "issue:43742", "right": "issue:44821", "accept": false, - "reason": "Key error loading a model is unrelated to loading an AutoImageProcessor from a URL." + "reason": "KeyError loading a text model is unrelated to loading AutoImageProcessor from a URL." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "CUDA assert during auto device mapping and inconsistent chunked generation under compile are distinct failures." + "reason": "CUDA assert during auto device mapping is not the same as inconsistent chunked generation with compiled forward." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU training issue and GenerationMixin import failure do not share a concrete root cause." + "reason": "Multi-GPU training issue vs import error for GenerationMixin; different layers entirely." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:43756", + "right": "issue:44913", "accept": false, - "reason": "Both are missing-config-field reports, but they concern different models and different fields. Similar pattern, not the same issue." + "reason": "Both touch rotary settings, but one is a dropped-layer bug and the other is config reload resetting rotary_pct." }, { - "left": "issue:43329", - "right": "issue:45325", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "Video multimodal token counting bug vs still-image rope index scaling bug. Different branches and symptoms." + "reason": "Aux-loss normalization bug and FSDP CPU RAM loading bug are unrelated." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:43329", + "right": "issue:45325", "accept": false, - "reason": "Aux-loss normalization and FSDP CPU RAM-efficient loading are unrelated." + "reason": "Multimodal token counting video-branch bug vs still-image rope index scaling bug." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation discrepancy and pipeline translation-task error message are different topics entirely." + "reason": "SigLIP2 implementation mismatch is unrelated to a pipeline error-message regression." }, { - "left": "issue:43756", - "right": "issue:44913", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "Both mention rotary-related settings, but one is a model architecture discrepancy and the other is a config reload defaulting issue. Not the same bug." + "reason": "Similar missing-pad-token wording, but different fields and different model configs." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio sampling-rate defaulting and processor.tokenizer regression are separate processor-layer problems." + "reason": "Audio chat-template sampling-rate default bug vs processor.tokenizer/image-passing regression." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch and DiaConfig token-id loss are unrelated failures." + "reason": "CPU offload device mismatch is unrelated to DiaConfig token-ID persistence." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet accelerate-loading/unpack bug vs config save/load token-ID loss; different code paths." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch ImportError vs Trainer broadcast TypeError; no overlap beyond general training/runtime context." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Environment ImportError vs MacOS bus error on a CLIP model; different failure modes." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype casting issue and MPS attention correctness issue are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training request vs unexpected num_items_in_batch in custom compute_loss." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Docs example/quantization failures are not the same bug as the SigLIP2 HF-vs-JAX discrepancy." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "Packed-weight loading bug and MLukeTokenizer AttributeError are different components and code paths." + "reason": "Packed-weight loading bug vs tokenizer task AttributeError; different subsystems." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization bug is unrelated to T5 using apex.FusedRMSNorm and leaking memory." + }, + { + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "Model loading failure and dependency version bump are not the same underlying bug." + "reason": "Different model families and different missing config fields." }, { "left": "issue:43540", "right": "issue:44977", "accept": false, - "reason": "Video-input processing error in Qwen3OmniMoe and flash-attention generation bug in Qwen3.5 are distinct issues." + "reason": "Video-input processing error in Qwen3OmniMoe is unrelated to Qwen3.5 flash-attention generation issues." } ] }, @@ -6437,10 +6412,8 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-390", + "cluster_id": "cluster-15354-391", "nodes": [ - "issue:29942", - "issue:30333", "issue:33357", "issue:33666", "issue:39692", @@ -6477,6 +6450,7 @@ "issue:44734", "issue:44792", "issue:44843", + "issue:44964", "issue:45083", "issue:45200", "issue:45229", @@ -6489,9 +6463,10 @@ "issue:45823" ], "soft_pairs": [ + "issue:44964|issue:45405", "issue:44479|issue:44625", - "issue:43334|issue:45759", "issue:43493|issue:43844", + "issue:43334|issue:45759", "issue:45200|issue:45229", "issue:43756|issue:45083", "issue:44488|issue:44843", @@ -6515,205 +6490,204 @@ "issue:44792|issue:45405", "issue:43994|issue:44493", "issue:44521|issue:45290", - "issue:44464|issue:45584", - "issue:29942|issue:30333" + "issue:44464|issue:45584" ], - "prepared_review_unit_hash": "ed6aeb5db6aa5ca2ec6f148266c6f28228d6da7f73f66a0fab8b4707334252ea", + "prepared_review_unit_hash": "f3136336a04ae6d192630e826cfe162154084b7d4ef5cc8c158790ca4ea208a6", "component_budget": { - "node_count": 390, - "item_count": 390, - "soft_pair_count": 1471, - "serialized_chars": 757027, - "estimated_input_tokens": 189257, - "estimated_eval_tokens": 378770 + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36266, - "estimated_input_tokens": 9067, - "estimated_eval_tokens": 18390 + "serialized_chars": 35738, + "estimated_input_tokens": 8935, + "estimated_eval_tokens": 18126 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated single-issue reports. Several are in similar model families (Qwen, Gemma, SigLIP2), but the paired bugs are different concrete failure modes, so none of the soft duplicate candidates should be merged.", - "confidence": 0.95, - "canonical_issue_reason": "issue:44479 is a concrete regression report with a clear, specific failure mode and broad impact across multiple Qwen multimodal variants, making it the strongest representative issue in this set.", + "summary": "These issues are mostly a heterogeneous mix of unrelated bug reports across model loading, multimodal config handling, tokenization/chat templates, serving, and training. None of the soft pairs looks like a true duplicate with the same concrete fix target.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45701 is the broadest open regression here and the closest thing to a cluster anchor, but the overall set is still heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the most self-contained and representative bug report here; the others are either narrowly scoped loading/config edge cases, CI flakes, or unrelated feature/regression reports.", + "best_issue_reason": "issue:45701 has the widest scope and enough discussion/inbound activity to serve as the best representative issue in this mixed cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44479", - "right": "issue:44625", + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "Both involve Qwen models, but one is a video-input regression and the other is config propagation for num_labels; different bug classes and code paths." + "reason": "Different bugs: Phi-4 multimodal load failure vs an unreleased PEFT version constraint." }, { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:44479", + "right": "issue:44625", "accept": false, - "reason": "Both are Qwen multimodal loading issues, but one is a missing pad_token_id on text config and the other is from_config not unwrapping composite configs; not the same defect." + "reason": "Different regressions: Qwen video-input path vs Qwen3.5 num_labels propagation." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 implementation discrepancy and ZeRO-3 gradient growth are unrelated problems." + "reason": "Different subsystems: SigLIP2 implementation mismatch vs ZeRO-3 gradient growth." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen multimodal config-loading issues, but one is missing pad_token_id and the other is from_config not unwrapping text_config; not the same bug." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Gemma4 token-type defaults and Gemma4 multi-GPU OOM are different issues with different symptoms and fixes." + "reason": "Gemma4 fine-tuning defaults vs multi-GPU inference OOM are distinct failures." }, { "left": "issue:43756", "right": "issue:45083", "accept": false, - "reason": "Smollm3 RoPE-layer loss and qwen3_omni_moe feature-length helper behavior are unrelated model bugs." + "reason": "Smollm3 RoPE-layer mismatch vs qwen3_omni_moe helper behavior." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "A model load failure for cjvt/sleng-bert is not the same as an offline-mode tokenizer patch issue." + "reason": "A specific model-load regression is not the same as an offline-mode network call in AutoTokenizer." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen3 MoE loading, but one is about accelerate+deepspeed weight conversion and the other about a dev-version config/loading regression; different concrete failures." + "reason": "Different Qwen3-MoE failures: accelerate/deepspeed conversion issue vs dev-version loading breakage." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype drift during evaluate is unrelated to the ZeRO-3 gradient anomaly." + "reason": "Embedding dtype drift in evaluate vs gradient abnormality under ZeRO-3." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model init regression and lm_head serialization inconsistency are separate bugs." + "reason": "Custom model init breakage vs device-dependent serialization of tied weights." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "An import error for Qwen2.5-VL is unrelated to the missing Float8 storage type error." + "reason": "Import/symbol exposure issue vs float8 storage deserialization error." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma4 inference issues, but one is OOM and the other is a device mismatch during forward; not the same bug." + "reason": "OOM during multi-GPU inference vs device mismatch in forward are different concrete bugs." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Different failures: missing Float8 storage support versus a flash_attn import_utils KeyError on Python 3.13." + "reason": "Float8 storage lookup/type error vs Python 3.13 flash_attn import KeyError." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Aux-loss normalization and tokenization-version changes are unrelated." + "reason": "Aux-loss normalization bug vs tokenization changes; unrelated." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "SigLIP2 doc example errors are not the same as a regression in processor.tokenizer/image handling." + "reason": "Both touch multimodal processor code, but one is a docs/example mismatch with quantization failure and the other is a processor.tokenizer regression." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "A MacOS bus error for CLIP is unrelated to Qwen2-VL multi-GPU training." + "reason": "Completely different models and failure modes." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Both are 5.0 compatibility regressions, but they affect different APIs and model-loading paths." + "reason": "One is a missing config field after 5.0, the other is an init_empty_weights constructor-arg mismatch." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Legacy-field loading for Beit and CPU-offload device mismatch for bark-small are unrelated." + "reason": "Legacy preset field issue vs CPU offload device mismatch." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both are serve regressions, but one is multimodal input handling and the other is KV-cache continuation indexing; different code paths." + "reason": "Both are serve crashes, but one is a multimodal .to() issue and the other is KV-cache continuation indexing." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "DiaConfig save/load token-id loss and MLukeTokenizer task failures are not the same underlying bug." + "reason": "Config save/load token-ID bug vs tokenizer AttributeError on tasks." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Beit legacy-field loading and BigBirdTokenizer special-token registration are unrelated." + "reason": "Different models and causes: legacy field load issue vs special-token registration bug." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "A tensor-parallel OOM and a dependency-version bump are entirely different issues." + "reason": "TP OOM on a large model vs an unrelated PEFT version bump." }, { "left": "issue:44625", "right": "issue:45759", "accept": false, - "reason": "These are related in theme, but one is num_labels propagation and the other is composite-config unwrapping in from_config; too different to treat as one duplicate." + "reason": "Both involve Qwen3.5 config handling, but num_labels propagation and text_config unwrapping are separate concrete issues." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "A real device-mismatch bug is not the same as a stale CI test." + "reason": "Device mismatch in CPU offload vs a stale CI test failure." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A failing janus image-generation test is unrelated to the PEFT minimum-version bump." + "reason": "Janus image-generation test failure vs PEFT release versioning." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 nonsensical outputs and unexpected position-id keys are different bugs with different failure modes." + "reason": "SigLIP2 bad outputs vs unexpected key in position IDs." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "All-zero assistant masks and a crash on tool-call messages are distinct chat-template issues." + "reason": "Both are apply_chat_template failures, but zeroed assistant masks and tool-call crashes are different code paths." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Compiled-forward inconsistency and empty-transcription Whisper failure are unrelated." - }, - { - "left": "issue:29942", - "right": "issue:30333", - "accept": false, - "reason": "Flash Attention 2 test failures and MLflow job-reporting problems are unrelated." + "reason": "Compiled-forward chunked-generation inconsistency vs Whisper empty-transcription failure." } ] }, @@ -6735,10 +6709,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-390", + "cluster_id": "cluster-15354-391", "nodes": [ "issue:15354", "issue:28218", + "issue:29942", + "issue:30333", "issue:33357", "issue:34567", "issue:37428", @@ -6757,7 +6733,6 @@ "issue:43701", "issue:43824", "issue:43844", - "issue:43856", "issue:43873", "issue:43957", "issue:43975", @@ -6786,12 +6761,13 @@ "issue:45823" ], "soft_pairs": [ - "issue:28218|issue:34567", + "issue:29942|issue:30333", "issue:43844|issue:44964", + "issue:28218|issue:34567", "issue:45084|issue:45520", "issue:44554|issue:45446", - "issue:44568|issue:45701", "issue:43688|issue:43873", + "issue:44568|issue:45701", "issue:15354|issue:38175", "issue:43540|issue:45200", "issue:43232|issue:44849", @@ -6799,248 +6775,262 @@ "issue:45072|issue:45198", "issue:44315|issue:44849", "issue:43278|issue:43701", - "issue:28218|issue:33357", "issue:44554|issue:45356", + "issue:28218|issue:33357", "issue:45200|issue:45325", "issue:44466|issue:45127", "issue:43295|issue:44610", "issue:44898|issue:45412", - "issue:43334|issue:43525", - "issue:43493|issue:43701", "issue:37428|issue:43957", + "issue:43493|issue:43701", "issue:43572|issue:44987", + "issue:43334|issue:43525", "issue:43572|issue:43957", "issue:43873|issue:44464", "issue:43295|issue:43450", "issue:43844|issue:44936", "issue:43824|issue:43975", "issue:43295|issue:43873", - "issue:38175|issue:45412", "issue:37428|issue:43824", - "issue:43278|issue:43856", + "issue:38175|issue:45412", "issue:42915|issue:43824" ], - "prepared_review_unit_hash": "edb404142f0c82fe857af4f35e30a4eafb756567749ba15b5c30541a80b60800", + "prepared_review_unit_hash": "d3c802f1aa0e5fdd02d7d5a424c552b897801f9c175b2b5e198f4e677f228af8", "component_budget": { - "node_count": 390, - "item_count": 390, - "soft_pair_count": 1471, - "serialized_chars": 757027, - "estimated_input_tokens": 189257, - "estimated_eval_tokens": 378770 + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37104, - "estimated_input_tokens": 9276, - "estimated_eval_tokens": 18808 + "serialized_chars": 37663, + "estimated_input_tokens": 9416, + "estimated_eval_tokens": 19088 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft-similarity pairs mostly connect unrelated tokenizer, training, loading, multimodal, import, and runtime bugs. I would not merge any of the candidate soft edges.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 43873 is the broadest active bug with inbound references, but there is no true duplicate hub here because the cluster spans many unrelated failure modes.", + "summary": "Mostly heterogeneous set. The only plausible duplicate-like cluster is the pair of model-loading errors about missing `pad_token_id` on config objects; the rest are clearly unrelated bugs in different code paths.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43334 is a reasonable canonical representative for the only likely duplicate pair. It clearly reports the pad_token_id config AttributeError during model loading, which matches the same failure mode described in 43525.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the most suitable representative thread only in a loose triage sense; it is open and has the strongest external interest, but it does not unify the rest of the items as duplicates.", + "best_issue_reason": "issue:43334 is the best standalone issue in this set because it is the clearest statement of the shared pad_token_id loading failure and sits in the only credible duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:28218", - "right": "issue:34567", + "left": "issue:29942", + "right": "issue:30333", "accept": false, - "reason": "Tokenizer spacing vs TrainerState token-count tracking; unrelated bugs." + "reason": "Different failures in different subsystems: Flash Attention 2 tests vs MLflow job-status reporting." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient growth vs Phi-4 model loading failure; different code paths." + "reason": "Unrelated problems: ZeRO-3 gradient behavior vs a multimodal model-loading failure." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing bug and trainer token-count tracking are unrelated." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Compile/template-node error vs flash_attn import guard; unrelated." + "reason": "Compilation error for template nodes is not the same as a Python 3.13 flash_attn import-key error." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness bug vs PyTorch version-check/import bug; not the same issue." + "reason": "MPS attention correctness issue vs flex_attention import version check; different code paths." }, { - "left": "issue:44568", - "right": "issue:45701", + "left": "issue:43688", + "right": "issue:43873", "accept": false, - "reason": "Specific add_special_tokens regression vs broad tokenizer-version change report; too different." + "reason": "Aux-loss normalization and quantization offloading are distinct training/runtime issues." }, { - "left": "issue:43688", - "right": "issue:43873", + "left": "issue:44568", + "right": "issue:45701", "accept": false, - "reason": "Aux-loss normalization and quantized offloading are unrelated." + "reason": "Specific BOS/EOS omission for one tokenizer is not the same as a broad tokenization regression report." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript export limitation vs SigLIP2 zero-probability bug; unrelated." + "reason": "TorchScript export limitation and SigLIP2 zero-probability behavior are unrelated." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video processing ValueError vs Gemma4 fine-tuning token-ID requirement; different failures." + "reason": "Video-input processing failure in Qwen3OmniMoe is unrelated to Gemma 4 token-type handling." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwarg update after sync_gpus vs hidden-states output bug; different paths." + "reason": "Generation kwargs after sync_gpus and hidden-state output bugs do not share the same concrete failure." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Same model family, but mm_token_type_ids defaulting and device mismatch are distinct bugs." + "reason": "Gemma4 token-type defaults vs device-map forward mismatch are different bugs." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "bfloat16 dtype mismatch in inference vs Wav2Vec2 save/tokenization failure; unrelated." + "reason": "BFloat16 dtype mismatches and save/tokenization failure are not the same issue." }, { "left": "issue:44315", "right": "issue:44849", "accept": false, - "reason": "model_init/Liger application issue vs Qwen3.5 hidden-states bug; unrelated." + "reason": "Liger Kernel application in model_init is unrelated to Qwen3.5 hidden-state output." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "BF16-to-FP32 eval dtype drift vs checkpoint key mismatch; unrelated." + "reason": "Embedding dtype drift during eval and checkpoint key mismatch are separate training bugs." }, { - "left": "issue:28218", - "right": "issue:33357", + "left": "issue:44554", + "right": "issue:45356", "accept": false, - "reason": "Tokenizer added-space bug vs CLIP bus error on macOS; unrelated." + "reason": "MPS attention correctness and tokenizer codec regression are unrelated." }, { - "left": "issue:44554", - "right": "issue:45356", + "left": "issue:28218", + "right": "issue:33357", "accept": false, - "reason": "MPS attention bug vs Kimi tokenizer regression; unrelated." + "reason": "Added-token spacing and MacOS bus error on CLIP have no common code path." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma4 token-ID fine-tuning issue vs Qwen2.5-VL rope indexing bug; unrelated." + "reason": "Both concern multimodal models, but one is token-type defaults and the other is rope-index scaling; different defects." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Serialization/tied-weights inconsistency vs LoRA merge collapse; similar area but not the same bug." + "reason": "Compiled-forward chunked generation inconsistency is not the same as LoRA merge serialization/collapse." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Processor.tokenizer regression vs video-input size mismatch; different code paths." + "reason": "Processor API regression and wrong image size output are distinct processor bugs." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver resolution failure vs RT-DETR memory leak; unrelated." + "reason": "Interpolation failure at non-default resolution is unrelated to a model memory-release issue." }, { - "left": "issue:43334", - "right": "issue:43525", + "left": "issue:37428", + "right": "issue:43957", "accept": false, - "reason": "Both mention pad_token_id, but they affect different model configs and load paths." + "reason": "Missing flash-attention helper import and meta-device loading failures are different regressions." }, { - "left": "issue:37428", - "right": "issue:43957", + "left": "issue:43493", + "right": "issue:43701", "accept": false, - "reason": "Flash-attn import error vs meta-device loading breakage; unrelated." + "reason": "SigLIP2 implementation discrepancy does not match a resume-from-checkpoint key mismatch." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "StableLmConfig pad_token_idx regression vs unrelated model-loading failure." + "reason": "StableLm pad-token regression and a Physical Intelligence model load failure are not the same bug." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": true, + "reason": "Likely duplicate: both report model-loading failures caused by config objects missing `pad_token_id`, so they plausibly describe the same regression." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig vs meta-device loading breakage; unrelated." + "reason": "StableLmConfig pad-token regression and meta-device loading issues are unrelated." }, { "left": "issue:43873", "right": "issue:44464", "accept": false, - "reason": "Quantized offloading vs compiled-forward chunked generation; unrelated." + "reason": "Quantization/offloading behavior is unrelated to compiled-forward generation inconsistency." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor.tokenizer/images regression vs batched video-shape bug; different issues." + "reason": "Processor tokenizer regression and batched video-shape bug are different multimodal issues." }, { "left": "issue:43844", "right": "issue:44936", "accept": false, - "reason": "ZeRO-3 gradient anomaly vs trainer.evaluate() after train() failure; unrelated." + "reason": "Training gradient blow-up with ZeRO-3 is unrelated to evaluate-after-train failure." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "ImportError for a VL class vs DeepSeek detokenization regression; unrelated." + "reason": "Importing a Qwen2.5-VL class and DeepSeek detokenization are unrelated." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor/tokenizer regression vs quantization offloading bug; unrelated." + "reason": "Processor API regression and quantization/offloading behavior do not share the same bug." }, { - "left": "issue:38175", - "right": "issue:45412", + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "SigLIP2 probability issue vs RT-DETR memory-release bug; unrelated." + "reason": "Flash-attention import error and Qwen2.5-VL import error are different missing-symbol problems." }, { - "left": "issue:37428", - "right": "issue:43824", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "Different missing-import failures in different modules; not the same bug." + "reason": "SigLIP2 zero probabilities and RT-DETR memory leaks are unrelated." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "FP8 config failure vs Qwen2.5-VL import failure; unrelated." + "reason": "FineGrainedFP8Config failure on Qwen3Moe is unrelated to Qwen2.5-VL import exposure." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The set-level summary is mostly grounded, but the canonical-issue rationale overstates what the packet supports. From the packet alone, we can say 43334 and 43525 are likely related because both report a missing `pad_token_id` on config objects, but not that 43334 is definitively the broader or more user-visible repro. That comparison isn\u2019t evidenced in the metadata provided. The accepted soft pair should also be phrased more conservatively as a likely duplicate, not as the same underlying regression with certainty." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -7055,7 +7045,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-390", + "cluster_id": "cluster-15354-391", "nodes": [ "issue:37428", "issue:38175", @@ -7063,7 +7053,6 @@ "issue:43262", "issue:43278", "issue:43335", - "issue:43388", "issue:43425", "issue:43450", "issue:43493", @@ -7076,6 +7065,7 @@ "issue:43819", "issue:43825", "issue:43827", + "issue:43856", "issue:43901", "issue:43931", "issue:44112", @@ -7107,6 +7097,7 @@ "issue:45823" ], "soft_pairs": [ + "issue:43278|issue:43856", "issue:44514|issue:44521", "issue:44442|issue:45198", "issue:38175|issue:43493", @@ -7126,8 +7117,8 @@ "issue:44857|issue:45593", "issue:43278|issue:43825", "issue:45290|issue:45381", - "issue:43606|issue:45083", "issue:45200|issue:45588", + "issue:43606|issue:45083", "issue:43335|issue:43550", "issue:44448|issue:44743", "issue:37428|issue:44351", @@ -7135,68 +7126,72 @@ "issue:39692|issue:43526", "issue:44561|issue:44779", "issue:44462|issue:44561", - "issue:44206|issue:45823", - "issue:43388|issue:43526", - "issue:43335|issue:43653" + "issue:44206|issue:45823" ], - "prepared_review_unit_hash": "6776169d6a956f50038302a2f9db6a982a8d75c552581e622f21565e6bf50cd2", + "prepared_review_unit_hash": "18de9ab4f8de30859fe2971137e3925996787b23209beb56aa6c8f1cd1e554f2", "component_budget": { - "node_count": 390, - "item_count": 390, - "soft_pair_count": 1471, - "serialized_chars": 757027, - "estimated_input_tokens": 189257, - "estimated_eval_tokens": 378770 + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37070, - "estimated_input_tokens": 9268, - "estimated_eval_tokens": 18792 + "soft_pair_count": 30, + "serialized_chars": 36685, + "estimated_input_tokens": 9172, + "estimated_eval_tokens": 18600 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a true duplicate cluster: the soft pairs span unrelated bugs, regressions, docs issues, tokenizer/model problems, and CI failures. I would reject all soft edges; issue 44521 is only the closest representative because it is the most active open item, not because it duplicates the others.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 44521 is the closest representative of the set only because it is open, high-activity, and user-facing; however, the surrounding items are too heterogeneous to form a real duplicate group.", + "summary": "This cluster is mostly a loose semantic grouping of unrelated Transformers issues, with only superficial title overlap. I found no soft-edge pair that is confidently the same underlying bug/change.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44521 is the most central and broadly framed issue in the set: it is open, highly discussed, and concerns a common multimodal apply_chat_template path with multiple downstream references.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 is the best standalone anchor among these items due to the highest discussion/inbound activity and a broadly relevant apply_chat_template bug, but it does not subsume the rest.", + "best_issue_reason": "issue:44521 is the strongest representative issue because it is recent, active, and describes a user-facing multimodal template bug with wider applicability than the more model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Different domains and failure modes: dtype drift in evaluation vs MoE training memory usage." + }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both involve chat-template paths, but one is a batched crash and the other is an all-zero mask bug; different symptoms and likely different fixes." + "reason": "Both involve apply_chat_template, but one is a batched-input crash and the other is incorrect assistant masks; not the same bug." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Different models and different failure modes: AutoTokenizer loading vs save_pretrained/tokenization failure." + "reason": "Different tokenizers/models and different breakages; no evidence they share a code path." }, { "left": "issue:38175", "right": "issue:43493", "accept": false, - "reason": "Both mention SigLIP2, but one is zero probabilities and the other is an HF-vs-JAX discrepancy; not enough to treat as the same bug." + "reason": "Both mention SigLIP2, but one reports zero probabilities and the other a broader HF-vs-JAX discrepancy; too loose to merge." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs-related, but they cover different pipeline deprecations and different API details." + "reason": "Both are docs-related v5 issues, but they target different pipelines and different API behaviors." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "Unrelated: tokenizer special-token registration vs a GraniteSpeech CI device-override test failure." + "reason": "Unrelated: tokenizer special-token registration vs a GraniteSpeech CI device-override failure." }, { "left": "issue:43450", @@ -7208,151 +7203,139 @@ "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Unrelated: video processor shape issue vs Qwen2 TP load OOM." + "reason": "Shape bug in video processors is unrelated to Qwen2-57B tensor-parallel OOM." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "Janus image generation test failure and a paged-generate warning are different code paths and failures." + "reason": "Janus image-generation test failure and a paged-generate warning are not the same defect." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "Different areas entirely: DSA indexer discussion vs removal of is_torch_fx_available breaking trust_remote_code." + "reason": "No meaningful overlap: DSA indexer discussion vs removal of is_torch_fx_available breaking trust_remote_code." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA/extended-vocab collapse and category-cardinality overflow are unrelated bugs." + "reason": "LoRA/vocab collapse and category-count limit are unrelated model/data issues." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC from_latents mismatch is unrelated to the qwen3_omni_moe feature-length helper behavior." + "reason": "DAC latent/forward mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Laser feature-extractor center-arg crash vs Whisper empty-transcription failure are different issues." + "reason": "Audio feature-extractor crash and Whisper empty-transcription generation failure are different code paths." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "No shared code path: DAC latent conversion vs GraniteSpeech CI device override." + "reason": "Different models, different failures, no shared underlying bug." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate default and video batching shape are unrelated." + "reason": "Audio chat-template sampling-rate default is unrelated to batched video shape handling." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Processor input-size mismatch vs float16 AMP CUDA crash; different layers of the stack." + "reason": "OmDet processor size mismatch and LwDetr float16 AMP crash are distinct vision bugs." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "ImportError for a missing flash-attention helper is not the same concrete bug as general Torch 2.10 incompatibility." + "reason": "ImportError for a flash-attention helper is unrelated to a Torch 2.10 compatibility report." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "AMP/CUDA crash and missing auxiliary losses are unrelated model-training bugs." + "reason": "Both are training/runtime issues, but they affect different models and mechanisms." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype drift is unrelated to a pipeline docs/error-message regression." + "reason": "Embedding dtype regression and a pipeline v5 error-message issue are unrelated." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "One is a chat-template tool-call crash; the other is a video vision_position_ids bug." + "reason": "Chat-template tool-call crash vs Qwen2.5-VL video position-id bug; no shared defect." }, { - "left": "issue:43606", - "right": "issue:45083", + "left": "issue:45200", + "right": "issue:45588", "accept": false, - "reason": "CPU offload device mismatch and qwen3_omni_moe feature-length behavior are unrelated." + "reason": "Gemma4 mm_token_type_ids defaulting and flash_attention sink-less s_aux handling are unrelated." }, { - "left": "issue:45200", - "right": "issue:45588", + "left": "issue:43606", + "right": "issue:45083", "accept": false, - "reason": "Gemma4 mm_token_type_ids defaulting and flash_attention s_aux handling are different bugs in different components." + "reason": "CPU offload device mismatch is not the same as qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile/SDPA failure are unrelated." + "reason": "SwitchTransformers config bug and Bamba torch.compile/SDPA failure are different architecture-specific issues." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Pegasus v4/v5 output drift and qwen3_5 recurrent-state reset are different model-specific issues." + "reason": "Pegasus v4/v5 output drift is unrelated to qwen3_5 recurrent-state reset under cache." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they miss different symbols in different places and do not point to one shared fix." + "reason": "Both are import errors, but they involve different symbols and modules." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "Base-model-prefix loading breakage and Qwen3-VL weight-shape mismatch are unrelated." + "reason": "Generic base_model_prefix loading breakage is not the same as a Qwen3-VL weight-shape mismatch." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "SigLIP2 doc/example problems and BeitImageProcessorFast reduce_labels behavior are different issues." + "reason": "SigLIP2 doc/example problems and BEiT FastImageProcessor label reduction are unrelated." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "trust_remote_code breakage from a removed helper is unrelated to DeepSeek tokenizer correctness." + "reason": "Removal of a helper breaking trust_remote_code is unrelated to DeepSeek tokenizer correctness in v5." }, { "left": "issue:44462", "right": "issue:44561", "accept": false, - "reason": "Tokenizer.json loading behavior and is_torch_fx_available removal are different failures." + "reason": "Tokenizer.json loading behavior and is_torch_fx_available removal are distinct problems." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Different Gemma/feature-extractor device issues with different code paths and symptoms." - }, - { - "left": "issue:43388", - "right": "issue:43526", - "accept": false, - "reason": "Distributed metric gathering label truncation is not the same as BeitImageProcessorFast reduce_labels returning only one label." - }, - { - "left": "issue:43335", - "right": "issue:43653", - "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and BigBirdTokenizer special-token registration are unrelated." + "reason": "Both are device-related audio/model issues, but they target different components and failure modes." } ] }, @@ -7374,7 +7357,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-390", + "cluster_id": "cluster-15354-391", "nodes": [ "issue:28218", "issue:29127", @@ -7382,17 +7365,17 @@ "issue:32090", "issue:34689", "issue:35141", - "issue:36010", - "issue:37428", "issue:38175", "issue:39692", "issue:40444", "issue:43335", + "issue:43388", "issue:43412", "issue:43504", "issue:43526", "issue:43550", "issue:43606", + "issue:43653", "issue:43701", "issue:43720", "issue:43819", @@ -7426,21 +7409,23 @@ "issue:45803" ], "soft_pairs": [ + "issue:43388|issue:43526", + "issue:43335|issue:43653", "issue:45310|issue:45478", "issue:43819|issue:44493", - "issue:29942|issue:32090", "issue:43550|issue:44112", "issue:44855|issue:45083", + "issue:29942|issue:32090", "issue:43335|issue:43504", "issue:43335|issue:45083", "issue:39692|issue:44493", "issue:44292|issue:45520", - "issue:44448|issue:44779", "issue:38175|issue:44493", + "issue:44448|issue:44779", "issue:28218|issue:35141", "issue:43335|issue:45072", - "issue:43720|issue:44112", "issue:43335|issue:45593", + "issue:43720|issue:44112", "issue:44977|issue:45229", "issue:44448|issue:44977", "issue:44568|issue:45491", @@ -7451,268 +7436,266 @@ "issue:45198|issue:45803", "issue:43927|issue:45698", "issue:44977|issue:45563", - "issue:34689|issue:35141", "issue:45372|issue:45588", + "issue:34689|issue:35141", "issue:40444|issue:43526", "issue:43701|issue:45083", "issue:43550|issue:45083", "issue:43412|issue:45588", "issue:45245|issue:45563", - "issue:29942|issue:35141", "issue:43873|issue:44493", - "issue:36010|issue:37428", - "issue:45372|issue:45459" + "issue:29942|issue:35141" ], - "prepared_review_unit_hash": "970963853e7ef349ca114f33ae30a73e4db994a43e4971447a2ba06eef13b5b9", + "prepared_review_unit_hash": "69a41f040521cbef1bd405f126b90d535e0de77e453067bba7a07fcef8d83966", "component_budget": { - "node_count": 390, - "item_count": 390, - "soft_pair_count": 1471, - "serialized_chars": 757027, - "estimated_input_tokens": 189257, - "estimated_eval_tokens": 378770 + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 36, - "serialized_chars": 38716, - "estimated_input_tokens": 9679, - "estimated_eval_tokens": 19614 + "serialized_chars": 38766, + "estimated_input_tokens": 9692, + "estimated_eval_tokens": 19640 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of loosely related transformer/model bug reports with one clear exact duplicate pair. Most soft matches are false positives based on broad keyword similarity rather than the same underlying defect.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45310 is the clearest representative of the one real duplicate pair: it\u2019s the earlier, concrete report and matches issue:45478 by title and failure mode exactly.", + "summary": "Mostly a heterogeneous false-positive cluster: the items span unrelated bugs across tokenizers, model loading, training, CI, and generation. Only one soft pair is a true duplicate (the Qwen3.5 MoE from_pretrained regression).", + "confidence": 0.95, + "canonical_issue_reason": "issue:45310 is the clearest canonical issue because it is the earlier report of the exact duplicate pair with 45478 and has the cleaner tracker position for the shared Qwen3.5 MoE from_pretrained bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best issue anchor because it is a precise, concrete bug report with an exact duplicate counterpart and the strongest evidence of true duplication in the cluster.", + "best_issue_reason": "issue:45310 is the best issue representative: it is the only strong duplicate hub in this set, while the rest of the cluster is too heterogeneous to merge into it.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both mention label handling, but one is about gather_for_metrics truncating labels and the other about BeitImageProcessorFast reduce_labels; different bugs." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different subsystems: SwitchTransformers config creation vs BigBirdTokenizer special-token registration." + }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Exact duplicate: same Qwen3.5 MoE from_pretrained error, same title and underlying failure." + "reason": "Same exact Qwen3.5 MoE from_pretrained error with identical title and version scope; clear duplicate." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "Different bug classes: DAC forward/latents mismatch vs position-id unexpected key handling." - }, - { - "left": "issue:29942", - "right": "issue:32090", - "accept": false, - "reason": "Unrelated failures: Flash Attention 2 tests vs Trainer GPU broadcast NoneType error." + "reason": "DAC latent/STE mismatch and unexpected position-id keys are unrelated code paths and symptoms." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Different models and failure paths: torch.compile/SDPA vs CI stale device override test." + "reason": "Torch.compile/SDPA model failure and GraniteSpeech CI device-override test failure are unrelated." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Different code paths: Python 3.13 import/parsing error vs feature-extract output length helper behavior." + "reason": "Python 3.13 import syntax error in DebertaV2 vs helper-length behavior in qwen3_omni_moe; different bugs." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures are not the same bug as Trainer _gpu_broadcast_one NoneType errors." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Different models and bugs: SwitchTransformers sparse layer creation vs BEiT pretrained preset loading." + "reason": "Both involve model/config loading, but one is sparse-layer creation and the other is a legacy preset field for BEiT; not the same issue." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "No shared underlying defect; config construction bug vs helper output-length behavior." + "reason": "Config bug in SwitchTransformers vs helper output-length bug in qwen3_omni_moe; no shared failure mode." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "Docs/example errors and model/processor mismatch are not the same as unexpected position-id keys." + "reason": "Documentation example errors and unexpected position-id keys are different problems." }, { "left": "issue:44292", "right": "issue:45520", "accept": false, - "reason": "Different failures: Qwen-3-8B-NVFP4 runtime issue vs flash_attn import KeyError on Python 3.13." + "reason": "Qwen-3-8B-NVFP4 runtime failure and flash_attn import KeyError on Python 3.13 are unrelated." }, { - "left": "issue:44448", - "right": "issue:44779", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "Both concern model behavior changes across versions, but they are different models and distinct regressions." + "reason": "Zero-probability behavior in SigLIP2 is not the same as unexpected position-id keys across many models." }, { - "left": "issue:38175", - "right": "issue:44493", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "Different symptoms and likely causes: zero probabilities vs unexpected position-id keys." + "reason": "Both are version regressions, but they affect different models and likely different tokenizer/generation paths." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to output embedding reinitialization on resize." + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization after resize." }, { "left": "issue:43335", "right": "issue:45072", "accept": false, - "reason": "Different bugs: sparse-layer construction vs dtype mismatches in bfloat16 inference." + "reason": "SwitchTransformers sparse-layer creation and dtype mismatch in bfloat16 inference are different bugs." }, { - "left": "issue:43720", - "right": "issue:44112", + "left": "issue:43335", + "right": "issue:45593", "accept": false, - "reason": "Packed-weight loading failure is unrelated to a stale CI device override test." + "reason": "Sparse-layer config bug and D-FINE auxiliary-loss behavior are unrelated." }, { - "left": "issue:43335", - "right": "issue:45593", + "left": "issue:43720", + "right": "issue:44112", "accept": false, - "reason": "Different models and behavior: SwitchTransformers config bug vs D-FINE auxiliary-loss handling." + "reason": "BitNet packed-weight loading issue and GraniteSpeech CI stale override failure do not match." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Flash-attention generation issue is unrelated to a multi-GPU CUDA OOM." + "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU OOM are unrelated." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Both are generation regressions, but on different models and different attention paths." + "reason": "Different models and symptoms: Pegasus output drift vs Qwen3.5 flash-attention generation failure." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer add_special_tokens behavior is unrelated to Gemma3 NaN embeddings with mixed-length batching." + "reason": "Tokenizer special-token behavior and Gemma3 NaN embeddings under sliding-window attention are different issues." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU offload device mismatch is unrelated to float16 AMP CUDA crashes." + "reason": "CPU-offload device mismatch and float16 AMP crash are separate hardware/runtime failures." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Tokenizer error masking is unrelated to leftover dummy classes and repo-check failures." + "reason": "Tokenizer exception masking and leftover dummy classes in dummy_pt_objects.py are unrelated maintenance bugs." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Different symptoms and subsystems: AMP/CUDA loss crash vs bfloat16 dtype mismatch in inference." + "reason": "Precision-related failures, but on different models/code paths and with different root causes." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "Clarifying an error message for LayoutLMv3 boxes is not the same bug as GPU broadcast NoneType handling." + "reason": "LayoutLMv3 error messaging and Trainer broadcast TypeError are unrelated." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure is unrelated to a bare-except swallowing errors in FuyuBatchFeature." + "reason": "Wav2Vec2 save/tokenization failure and bare-except error swallowing in Fuyu are not the same bug." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load behavior, but custom token IDs being lost is not the same as loading the wrong custom module." + "reason": "Config custom-token-ID loss and wrong custom-module loading after save_pretrained are both save/load related, but the concrete failures differ." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "One is a flash-attention generation bug, the other is a stale warning about num_return_sequences." + "reason": "Paged generate stale warning is not the same as Qwen3.5 flash-attention generation failure." }, { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "Model loading breakage for Llama vision is unrelated to embedding resize/post_init reinitialization." + "reason": "Gemma4 processor ImportError and flash_attention s_aux=None AttributeError are different code paths." }, { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "Gemma 4 processor import failure is unrelated to flash_attention integration crashing on s_aux=None." + "reason": "Llama 3.2 model-loading regression and embedding reinitialization after resize are distinct problems." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Different BEiT/Qwen2.5-VL data handling bugs with no shared concrete code path." + "reason": "Qwen2.5-VL iterable-dataset finetuning failure and BEiT label reduction bug are unrelated." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint key mismatch is unrelated to a helper function returning unexpected lengths." + "reason": "Checkpoint key mismatch and qwen3_omni_moe feature-length behavior are unrelated." }, { "left": "issue:43550", - "right": "issue:45072", + "right": "issue:45083", "accept": false, - "reason": "Different model/runtime issues: torch.compile SDPA failure vs bfloat16 dtype mismatch." + "reason": "Bamba torch.compile/SDPA failure and qwen3_omni_moe helper behavior are unrelated." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Executorch export guard/support issues are unrelated to flash_attention sink-less model crashes." + "reason": "Gemma3n export guard/erfinv problem and sink-less flash_attention AttributeError are different issues." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-count limit runtime error is unrelated to a paged-generate warning." - }, - { - "left": "issue:29942", - "right": "issue:35141", - "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to embedding reinitialization after resizing." + "reason": "Category-count limit error and paged-generate stale warning are unrelated." }, { "left": "issue:43873", "right": "issue:44493", "accept": false, - "reason": "Quantization/offloading behavior is not the same as unexpected position-id key reports." - }, - { - "left": "issue:36010", - "right": "issue:37428", - "accept": false, - "reason": "Two different import errors in different modules; same broad theme, not the same bug." + "reason": "Quantization/offloading failure and unexpected position-id keys are not the same bug." }, { - "left": "issue:45372", - "right": "issue:45459", + "left": "issue:29942", + "right": "issue:35141", "accept": false, - "reason": "Gemma 4 processor import error is unrelated to protobuf tokenizer error masking." + "reason": "Flash Attention test failures and embedding reinitialization after resize are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: the only accepted soft edge is an identical-title pair (issue:45310 / issue:45478), and the rest of the verdicts are conservatively rejected based on clearly different titles/subsystems. No overstatement is apparent." + "feedback": "The summary is grounded in the packet and stays mostly conservative. The one accepted soft edge (45310/45478) is well supported by the identical title and overlapping bug description, and the rest of the rejects are adequately cautious. Minor phrasing like \u201ccleaner tracker position\u201d is a bit subjective, but not enough to invalidate the overall result." }, "evaluator_used": true, "retried": false, @@ -7731,7 +7714,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-390", + "cluster_id": "cluster-15354-391", "nodes": [ "issue:25251", "issue:29127", @@ -7740,6 +7723,8 @@ "issue:32090", "issue:33357", "issue:34567", + "issue:36010", + "issue:37428", "issue:39692", "issue:42915", "issue:42994", @@ -7749,8 +7734,6 @@ "issue:43381", "issue:43421", "issue:43653", - "issue:43723", - "issue:43756", "issue:43873", "issue:43976", "issue:43994", @@ -7763,7 +7746,6 @@ "issue:44462", "issue:44466", "issue:44479", - "issue:44554", "issue:44610", "issue:44734", "issue:44743", @@ -7777,12 +7759,15 @@ "issue:45406", "issue:45412", "issue:45440", + "issue:45459", "issue:45491", "issue:45520", "issue:45588", "issue:45823" ], "soft_pairs": [ + "issue:36010|issue:37428", + "issue:45372|issue:45459", "issue:43066|issue:44462", "issue:45588|issue:45823", "issue:44857|issue:45588", @@ -7808,213 +7793,204 @@ "issue:29127|issue:34567", "issue:44610|issue:45412", "issue:45103|issue:45372", - "issue:43873|issue:45229", - "issue:43756|issue:45440", - "issue:43723|issue:44554", - "issue:45372|issue:45406" + "issue:43873|issue:45229" ], - "prepared_review_unit_hash": "f147da53eb0df96a8806bb958cd0d589d5944266765abf8cc5e3aad6491c9e9e", + "prepared_review_unit_hash": "49dfa48c96732e9701788cc4ebe9caf758b7adcce7832bbd87f70517917d15fd", "component_budget": { - "node_count": 390, - "item_count": 390, - "soft_pair_count": 1471, - "serialized_chars": 757027, - "estimated_input_tokens": 189257, - "estimated_eval_tokens": 378770 + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36446, - "estimated_input_tokens": 9112, - "estimated_eval_tokens": 18480 + "soft_pair_count": 28, + "serialized_chars": 36204, + "estimated_input_tokens": 9051, + "estimated_eval_tokens": 18358 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly unrelated tokenizer/model regressions that only look superficially similar by subsystem. No soft pair looks like the same underlying bug or change closely enough to merge.", - "confidence": 0.82, - "canonical_issue_reason": "issue:44462 is the clearest standalone bug report: it describes a concrete AutoTokenizer loading regression with a specific repository-level failure mode.", + "summary": "The cluster is highly heterogeneous. All soft pairs are only loosely similar by subsystem or error type, not the same concrete bug/change, so none should be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43873 is the most active and broadly scoped runtime/regression report in the set, so it is the best single issue to anchor the cluster if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44462 is the most actionable and user-facing report in the set, with a focused code path and a broad impact on tokenizer loading.", + "best_issue_reason": "Issue 43873 has the strongest discussion/reference signals and is general enough to represent the cluster better than the narrower, model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:36010", + "right": "issue:37428", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols in different modules and different failure paths." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 processor-loading import failure vs tokenizer protobuf error masking; related area, but not the same bug." + }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Both involve tokenizer loading in v5, but one is a decoder-type mismatch and the other is AutoTokenizer ignoring tokenizer.json; different failure modes and likely different fixes." + "reason": "Tokenizer decoding-type mismatch and AutoTokenizer ignoring tokenizer.json are distinct loading/serialization issues." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "One is a flash-attention sink-less crash, the other is a Gemma4 PLE device-map mismatch; different code paths and symptoms." + "reason": "Both involve Gemma4-related inference, but one is a flash_attention crash and the other is a device-map forward mismatch." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "LwDetrImageLoss AMP/CUDA crash is unrelated to flash_attention.py s_aux handling." + "reason": "Different components and symptoms: AMP/CUDA loss crash vs flash_attention sinkless-model AttributeError." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Pegasus output differences and lm_head.weight serialization inconsistencies are distinct regressions with different surfaces." + "reason": "One is output drift between v4/v5, the other is inconsistent serialization of tied weights; not the same issue." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Eval-mode dtype drift and gradient-checkpointing-in-eval are separate training/eval issues, not the same bug." + "reason": "Both mention eval-mode behavior, but one is dtype drift and the other is gradient checkpointing incompatibility." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting and Trainer NoneType broadcast are unrelated." + "reason": "Pipeline top_k nesting bug and Trainer GPU broadcast NoneType error are unrelated." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and RT-DETR memory leaks are different problems." + "reason": "A dummy Conv2d in Sam3PixelDecoder and an RT-DETR memory leak are different bugs in different code paths." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "Tokenizer special-token registration and Qwen3.5 recurrent state reset are unrelated." + "reason": "Tokenizer special-token registration bug vs recurrent-state reset bug; no shared concrete failure." }, { "left": "issue:44451", "right": "issue:45520", "accept": false, - "reason": "Tokenizer loading failure for a model repo and a flash_attn import KeyError on Python 3.13 are different issues." + "reason": "Model loading failure for ScandiBERT and Python 3.13 flash_attn import error are unrelated." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python-version compatibility and DeepseekV3MoE behavioral divergence are not the same bug." + "reason": "Python version compatibility issue vs DeepseekV3MoE implementation divergence; different underlying problems." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash and Wav2Vec2 save/tokenization failure are different tokenizer/model paths." + "reason": "Both are tokenizer-related, but one crashes on NER/padding and the other fails save_pretrained/tokenization for a different model." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe and quantized model saving failure are distinct quantization bugs." + "reason": "Quantization failures, but one is FP8 config inference and the other is saving quantized models." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 inference mismatch and RT-DETR memory release are unrelated." + "reason": "SigLIP2 output correctness and RT-DETR memory release are unrelated." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Runtime post-processor updates for special tokens and Gemma3 NaN embeddings are different tokenizer/model behaviors." + "reason": "Runtime tokenizer post-processor update bug vs Gemma3 NaN embeddings in sliding-window attention." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure do not share a concrete code-path problem." + "reason": "Different tokenizer failures for different models and task flows; not the same bug." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Gemma eos_token_id config mismatch and Qwen3.5 flash-attention generation regression are unrelated." + "reason": "Gemma eos_token configuration mismatch and Qwen3.5 flash-attention generation failure are unrelated." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export failures with torch_compilable_check and Wav2Vec2 save/tokenization problems are different areas." + "reason": "torch.export failure due to torch_compilable_check is not the same as Wav2Vec2 tokenization/save_pretrained failure." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Feature-extractor center-arg crash and Qwen VL video regression are unrelated." + "reason": "Different regressions: unsupported center argument in image processing vs video input regression in Qwen VL models." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation map processing are different bugs." + "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d and SigLIP2 incorrect outputs are not the same change." + "reason": "Sam3PixelDecoder dummy layer issue and SigLIP2 incorrect outputs are different bugs." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "KV-cache continuation tensor indexing in transformers serve and Gemma4Processor missing _tokenizer are different failures." + "reason": "Serve KV-cache indexing crash and Gemma4Processor missing _tokenizer are distinct serve failures." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS bus error for community CLIP and SigLIP2 doc example errors are separate issues." + "reason": "MacOS CLIP bus error and SigLIP2 documentation example errors are not the same concrete issue." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 box-clarity error and TrainerState token-count tracking are unrelated." + "reason": "LayoutLMv3 error messaging and TrainerState token-count tracking are unrelated." }, { "left": "issue:44610", "right": "issue:45412", "accept": false, - "reason": "OmDet-Turbo processor size mismatch and RT-DETR memory leak are different bugs." + "reason": "Processor image-size mismatch and RT-DETR memory leak are different bugs." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "auto_docstring crash under future annotations and Gemma4 processor import failure are unrelated." + "reason": "auto_docstring annotation parsing crash and mistral_common import error are unrelated." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization/offloading behavior and Gemma4 multi-GPU OOM are different problems." - }, - { - "left": "issue:43756", - "right": "issue:45440", - "accept": false, - "reason": "Smollm3 RoPE-layer discrepancy and DeepseekV3MoE divergence are unrelated model-architecture issues." - }, - { - "left": "issue:43723", - "right": "issue:44554", - "accept": false, - "reason": "AutoTokenizer loading regression and an MPS attention correctness issue are different code paths." - }, - { - "left": "issue:45372", - "right": "issue:45406", - "accept": false, - "reason": "Both mention Gemma4, but one is an import-time dependency failure and the other is a serve-time missing attribute; not the same underlying bug." + "reason": "Both are quantization/memory-related, but one is offloading behavior and the other is a multi-GPU CUDA OOM for Gemma4." } ] }, @@ -8036,7 +8012,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-390", + "cluster_id": "cluster-15354-391", "nodes": [ "issue:29127", "issue:29942", @@ -8044,24 +8020,23 @@ "issue:33357", "issue:35141", "issue:36010", - "issue:38175", "issue:41720", "issue:42915", "issue:43262", "issue:43278", - "issue:43316", "issue:43329", "issue:43334", "issue:43381", "issue:43441", "issue:43452", - "issue:43525", "issue:43526", "issue:43531", "issue:43575", "issue:43646", "issue:43653", "issue:43701", + "issue:43723", + "issue:43756", "issue:43824", "issue:43931", "issue:44077", @@ -8071,262 +8046,256 @@ "issue:44387", "issue:44442", "issue:44464", + "issue:44554", "issue:44743", "issue:44811", "issue:44857", - "issue:44964", "issue:44977", "issue:45072", "issue:45229", "issue:45245", + "issue:45372", + "issue:45406", "issue:45440", "issue:45491", - "issue:45584", "issue:45588", "issue:45593", "issue:45803", "issue:45834" ], "soft_pairs": [ + "issue:43756|issue:45440", + "issue:43723|issue:44554", + "issue:45372|issue:45406", "issue:43278|issue:43575", "issue:43381|issue:43701", "issue:43526|issue:45834", "issue:43653|issue:44442", - "issue:43278|issue:43329", "issue:41720|issue:45229", "issue:45440|issue:45593", + "issue:43278|issue:43329", "issue:29942|issue:36010", "issue:43334|issue:43531", "issue:32090|issue:33357", - "issue:44977|issue:45245", "issue:43824|issue:44279", "issue:43526|issue:44186", + "issue:44977|issue:45245", "issue:43526|issue:44857", - "issue:42915|issue:43931", - "issue:43441|issue:45588", "issue:44464|issue:45491", + "issue:43441|issue:45588", + "issue:42915|issue:43931", "issue:43262|issue:44206", "issue:44442|issue:45072", "issue:44743|issue:44811", "issue:43575|issue:43701", "issue:43646|issue:44077", "issue:43452|issue:45588", - "issue:29127|issue:35141", "issue:44442|issue:45803", - "issue:43575|issue:44387", - "issue:44977|issue:45584", - "issue:33357|issue:38175", - "issue:43316|issue:43525", - "issue:44964|issue:45440" + "issue:29127|issue:35141", + "issue:43575|issue:44387" ], - "prepared_review_unit_hash": "ec8e76295e4957adb3b6026f01330a623c48aee97e6d3627f374b079e463f00b", + "prepared_review_unit_hash": "3aaaeda56ad4ec83e1bd0d6c09df920b692acbbed695f58c6a74f317ab0c7bca", "component_budget": { - "node_count": 390, - "item_count": 390, - "soft_pair_count": 1471, - "serialized_chars": 757027, - "estimated_input_tokens": 189257, - "estimated_eval_tokens": 378770 + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36641, - "estimated_input_tokens": 9161, - "estimated_eval_tokens": 18578 + "soft_pair_count": 29, + "serialized_chars": 36466, + "estimated_input_tokens": 9117, + "estimated_eval_tokens": 18490 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The candidate pairs are mostly unrelated issues across different models, components, and failure modes. I would reject all soft edges; none look like the same underlying bug or change.", - "confidence": 0.97, + "summary": "These issues are a mixed set of unrelated Transformers bugs and regressions; none of the soft pairs are close enough to treat as duplicates or merge into one change.", + "confidence": 0.95, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45372 is the clearest actionable report in the set: it is open, has concrete traceback details, and has inbound references, so it is the best single issue to keep as a representative bug report.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Different products and failures: Smollm3 RoPE-layer count bug vs DeepSeekV3 implementation divergence." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer import/loading regression vs MPS attention correctness issue; different code paths." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma4, but one is a mistral_common import dependency issue and the other is a missing _tokenizer attribute in serve." + }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "Different problems: dtype drift in eval vs a tensor-parallel OOM while loading a large Qwen model." + "reason": "Embedding dtype flip in eval vs tensor-parallel OOM on a large model; unrelated bugs." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "One is gradient checkpointing in eval mode; the other is a resume_from_checkpoint key mismatch. No shared code-path bug." + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are distinct trainer behaviors." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs Kosmos2.5 OCR long-input index error; distinct processors and failures." + "reason": "BeitImageProcessorFast reduce_labels bug and Kosmos2.5 OCR index error are different components and symptoms." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBirdTokenizer special-token registration issue vs FastSpeech2ConformerTokenizer loading failure; unrelated tokenization bugs." - }, - { - "left": "issue:43278", - "right": "issue:43329", - "accept": false, - "reason": "Embedding dtype mismatch is unrelated to the multimodal token-count video-branch undefined variable bug." + "reason": "Both are tokenizer-related, but the failing models and defects differ completely." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Different models and symptoms: Qwen3 auto device mapping assert vs Gemma4 multi-GPU CUDA OOM." + "reason": "Qwen3 auto device mapping cuda assert vs Gemma4 multi-GPU OOM; different root causes." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepSeekV3MoE implementation divergence vs D-FINE auxiliary-loss handling; no common underlying change." + "reason": "DeepSeekV3 implementation divergence and D-FINE auxiliary-loss handling are unrelated model bugs." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype regression vs multimodal token counting undefined variables; no shared failure mode." }, { "left": "issue:29942", "right": "issue:36010", "accept": false, - "reason": "Flash Attention 2 test failures are not the same as a GenerationMixin import error." + "reason": "Flash Attention 2 test failures and GenerationMixin import error are unrelated regressions." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id on Qwen3-VL config is unrelated to sliding_window behavior in Qwen3-MoE." + "reason": "Qwen3-VL pad_token_id loading error vs Qwen3-MoE sliding_window issue; different model families and bugs." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer broadcast TypeError and MacOS CLIP bus error are different runtime failures in different paths." - }, - { - "left": "issue:44977", - "right": "issue:45245", - "accept": false, - "reason": "Flash-attention generation issue vs category-cardinality limit error; no shared bug." + "reason": "Trainer broadcast NoneType error and MacOS bus error on CLIP are unrelated runtime failures." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Specific missing Qwen2.5-VL symbol import vs a broad dependency issue; not the same failure." + "reason": "Import error for a specific model class vs a broad dependency issue; not the same underlying bug." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "Different tokenizer/processor crashes with different inputs and root causes." + "reason": "ImageProcessorFast label reduction bug vs LayoutLMv2Tokenizer padding/truncation crash; different components." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation bug vs category-count limit error; no common code path." }, { "left": "issue:43526", "right": "issue:44857", "accept": false, - "reason": "BEiT label reduction bug is unrelated to LwDetrImageLoss AMP/CUDA crash." + "reason": "BeitImageProcessorFast label handling and LwDetrImageLoss AMP crash are unrelated." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:44464", + "right": "issue:45491", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe vs weight-shape mismatch loading Qwen3-VL; distinct issues." + "reason": "Compiled-forward chunked generation inconsistency and Gemma3 sliding-window NaNs are different generation bugs." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Ministral FlashAttention regression and sink-less-models s_aux None crash are separate FlashAttention-related bugs." + "reason": "Both mention FlashAttention, but they hit different failures and model setups; too broad to merge." }, { - "left": "issue:44464", - "right": "issue:45491", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "Compiled chunked generation inconsistency is not the same as Gemma3 NaN embeddings from sliding-window/all-padding windows." + "reason": "Qwen3MoE FP8 config failure and Qwen3-VL weight-shape mismatch are separate loading problems." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio chat-template sampling-rate default bug vs LasrFeatureExtractor unsupported argument crash; different components." + "reason": "Audio chat-template sampling-rate default and feature-extractor center-arg crash are unrelated audio bugs." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "FastSpeech2ConformerTokenizer load failure vs dtype mismatch in SwitchTransformers/TimmWrapperModel; unrelated." + "reason": "Tokenizer loading failure and bf16 dtype mismatch are different bugs in different subsystems." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Qwen3.5 recurrent-state reset bug is not the same as Whisper batch_decode skip_special_tokens handling." + "reason": "Qwen3 recurrent state reset and Whisper batch_decode skip_special_tokens handling are distinct behaviors." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Loading OOM for a large Qwen model is unrelated to resume checkpoint key mismatches." + "reason": "Tensor-parallel OOM and checkpoint key mismatch do not describe the same failure." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Transformers 5 custom model init break is broader than the patchtsmixer post_init policy issue; not the same concrete bug." + "reason": "General v5 custom initialization break and patchtsmixer post_init policy are not the same concrete bug." }, { "left": "issue:43452", "right": "issue:45588", "accept": false, - "reason": "Tokenizer/model loading with gguf_file is unrelated to an s_aux=None flash_attention crash." - }, - { - "left": "issue:29127", - "right": "issue:35141", - "accept": false, - "reason": "LayoutLMv3 error-message clarity issue vs embedding reinitialization in post_init; different behavior and code paths." + "reason": "gguf_file loading breakage and flash_attention s_aux=None crash are unrelated." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer loading failure vs bare-except swallowing errors in FuyuBatchFeature; no common underlying bug." - }, - { - "left": "issue:43575", - "right": "issue:44387", - "accept": false, - "reason": "OOM while loading a model with tensor parallelism is distinct from increased CUDA reserved memory under int4 quantization." - }, - { - "left": "issue:44977", - "right": "issue:45584", - "accept": false, - "reason": "Qwen3.5 flash-attention generation bug is unrelated to Whisper empty-transcription generation after align_special_tokens." + "reason": "FastSpeech2ConformerTokenizer loading and FuyuBatchFeature exception handling are separate issues." }, { - "left": "issue:33357", - "right": "issue:38175", - "accept": false, - "reason": "MacOS bus error on CLIP is not the same as zero probabilities on siglip2-base-patch16-224." - }, - { - "left": "issue:43316", - "right": "issue:43525", + "left": "issue:29127", + "right": "issue:35141", "accept": false, - "reason": "Both mention config API issues, but they are different models and missing fields; not the same bug." + "reason": "LayoutLMv3 error-message clarity and token-embedding resize reinitialization are unrelated." }, { - "left": "issue:44964", - "right": "issue:45440", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Phi-4 multimodal loading regression is unrelated to DeepSeekV3MoE implementation divergence." + "reason": "Large-model tp OOM and int4 quantization reserved-memory OOM have different triggers and fixes." } ] }, @@ -8348,7 +8317,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-390", + "cluster_id": "cluster-15354-391", "nodes": [ "issue:28218", "issue:29127", @@ -8358,13 +8327,14 @@ "issue:34567", "issue:34689", "issue:36010", + "issue:38175", "issue:39692", "issue:41628", "issue:42907", "issue:43316", "issue:43381", "issue:43493", - "issue:43540", + "issue:43525", "issue:43550", "issue:43611", "issue:43643", @@ -8381,25 +8351,28 @@ "issue:44442", "issue:44479", "issue:44496", - "issue:44514", "issue:44568", "issue:44743", - "issue:44855", "issue:44871", - "issue:44877", "issue:44898", "issue:44913", - "issue:45137", + "issue:44964", + "issue:44977", "issue:45216", "issue:45290", "issue:45372", + "issue:45440", "issue:45479", "issue:45491", - "issue:45656", + "issue:45584", "issue:45698", "issue:45759" ], "soft_pairs": [ + "issue:44977|issue:45584", + "issue:33357|issue:38175", + "issue:43316|issue:43525", + "issue:44964|issue:45440", "issue:43761|issue:44079", "issue:44479|issue:45290", "issue:28218|issue:29127", @@ -8407,8 +8380,8 @@ "issue:43931|issue:45216", "issue:28218|issue:32090", "issue:33290|issue:34567", - "issue:34689|issue:43611", "issue:39692|issue:45491", + "issue:34689|issue:43611", "issue:44442|issue:44898", "issue:43761|issue:44188", "issue:43381|issue:43873", @@ -8424,221 +8397,210 @@ "issue:43873|issue:44871", "issue:34689|issue:36010", "issue:43381|issue:43856", - "issue:44077|issue:44479", - "issue:44855|issue:45137", - "issue:33290|issue:45656", - "issue:43316|issue:44877", - "issue:29127|issue:33357", - "issue:43540|issue:44514" + "issue:44077|issue:44479" ], - "prepared_review_unit_hash": "70db5139c0ea59200a2f037a331eebd06a05e5d0aed6a497c43b5629835ca808", + "prepared_review_unit_hash": "e16c65d5eac128f80bf6e3e5b6a2e3c6ebd9cc0aa560e976501f7835914b48fe", "component_budget": { - "node_count": 390, - "item_count": 390, - "soft_pair_count": 1471, - "serialized_chars": 757027, - "estimated_input_tokens": 189257, - "estimated_eval_tokens": 378770 + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 37030, - "estimated_input_tokens": 9258, - "estimated_eval_tokens": 18772 + "soft_pair_count": 29, + "serialized_chars": 36696, + "estimated_input_tokens": 9174, + "estimated_eval_tokens": 18604 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated Transformers bugs spanning tokenization, config/loading, training, and docs. None of the soft pairs look like the same concrete bug, so I would not merge any of them.", - "confidence": 0.83, - "canonical_issue_reason": "No single canonical issue stands out; the cluster is heterogeneous and the soft links are weak.", + "summary": "This cluster is very heterogeneous: the soft pairs mostly share only broad keywords like loading, config, tokenizer, or multimodal models, but they do not look like the same underlying bug or change. I would keep them separate; no PRs are present.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue cleanly represents this set: the items span unrelated tokenizer, config, model-loading, training, and documentation problems across different models and code paths.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the most broadly representative load/save-pretrained regression among the set, so it is the best anchor if one issue must be chosen.", + "best_issue_reason": "If one issue must be chosen as the broadest representative, issue:45698 is the most generally framed load/save regression, but it still does not unify the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43761", - "right": "issue:44079", + "left": "issue:44977", + "right": "issue:45584", "accept": false, - "reason": "Different failures: CLIPVisionModel hidden_states regression vs ModelOutput key assignment when a value was previously None." + "reason": "Both are generation failures, but one is Qwen3.5 flash-attention behavior and the other is Whisper empty-transcription handling after chat-template alignment; different code paths." }, { - "left": "issue:44479", - "right": "issue:45290", + "left": "issue:33357", + "right": "issue:38175", "accept": false, - "reason": "Video-input regression and chat-template tool-call crash are separate code paths and different bugs." + "reason": "Both involve vision-language models, but a MacOS bus error in CLIP is not the same bug as unexpected zero probabilities in SigLIP2." }, { - "left": "issue:28218", - "right": "issue:29127", + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config API inconsistencies, but they concern different models and different missing fields; not the same underlying issue." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Different models and different failures: Phi-4 multimodal loading vs DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel hidden_states output bug and ModelOutput key assignment bug are distinct output-plumbing issues." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "A video-input regression in Qwen multimodal models is unrelated to chat-template crashes on assistant tool-call messages." + }, + { + "left": "issue:28218", + "right": "issue:29127", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to LayoutLMv3 error-message clarity." + "reason": "Tokenizer spacing after added tokens and LayoutLMv3 error-message clarity are unrelated." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Different save/load problems: dequantized model saving vs wrong custom module loaded after save_pretrained." + "reason": "Both touch save/load behavior, but dequantized save failure and wrong custom-module loading are different bugs." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and Qwen3.5 checkpoint save corruption are different model-loading issues." + "reason": "One is a shape mismatch when loading Qwen3-VL weights; the other is an incorrect checkpoint saved by save_pretrained for Qwen3.5." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer behavior bug vs Trainer/_gpu_broadcast_one NoneType error." + "reason": "Tokenizer spacing and Trainer _gpu_broadcast_one NoneType errors are unrelated." }, { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "DeepSpeed+AdaFactor OOM and TrainerState token counter not updating are unrelated." + "reason": "AdaFactor/DeepSpeed OOM and TrainerState token-count tracking are different problems." }, { - "left": "issue:34689", - "right": "issue:43611", + "left": "issue:39692", + "right": "issue:45491", "accept": false, - "reason": "Model loading break for Llama 3.2 Vision is not the same as the base_model_prefix loading regression." + "reason": "Docs/example errors for SigLIP2 are not the same as Gemma3 NaN embeddings from sliding-window attention." }, { - "left": "issue:39692", - "right": "issue:45491", + "left": "issue:34689", + "right": "issue:43611", "accept": false, - "reason": "Documentation/example errors for SigLIP2 are unrelated to Gemma3 NaN embeddings in attention." + "reason": "Both are load regressions, but they have different root causes and model families." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "AutoTokenizer loading failure and Perceiver non-default-resolution failure are separate bugs." + "reason": "Tokenizer loading failure and Perceiver interpolation failure are unrelated." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "Hidden-states return bug is unrelated to attention kernel divergence under torch.compile." + "reason": "Hidden_states being None in CLIPVisionModel is unrelated to attention-kernel divergence under torch.compile." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient-checkpointing eval-mode restriction and quantization offloading issues are different problems." + "reason": "Gradient-checkpointing eval-mode restriction and quantization/offloading behavior are different bugs." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation discrepancy and docs still referencing pipeline() are unrelated." + "reason": "SigLIP2 implementation mismatch is a code bug; pipeline mentions in docs after v5 removals are documentation cleanup." }, { "left": "issue:43550", "right": "issue:44743", "accept": false, - "reason": "torch.compile SDPA failure in Bamba-9B-v2 is not the same as recurrent states resetting in modular_qwen3_5.py." + "reason": "Different models and different code paths: Bamba torch.compile+SDPA failure vs Qwen recurrent-state reset." }, { "left": "issue:44568", "right": "issue:45479", "accept": false, - "reason": "Tokenizer add_special_tokens regression and zero-loss sequence-classification bug do not share the same code path." + "reason": "Tokenizer special-token addition regression and zero-loss classification behavior are unrelated." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Both involve config/model APIs, but one is a Gemma3TextConfig discrepancy and the other is Qwen composite-config unwrapping." + "reason": "Config API parity for Gemma3TextConfig is not the same as AutoModelForCausalLM.from_config failing to unwrap text_config." }, { "left": "issue:41628", "right": "issue:45372", "accept": false, - "reason": "AutoImageProcessor import failure and mistral_common ReasoningEffort import failure are different import regressions." + "reason": "AutoImageProcessor import failure and mistral_common ReasoningEffort import failure are unrelated import problems." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "trust_remote_code missing fields and GPTNeoX rotary_pct resetting on reload are distinct config bugs." + "reason": "Both are config reload bugs, but missing fields with trust_remote_code and rotary_pct resetting are different mechanisms." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet packed-weight loading and FastSpeech2ConformerTokenizer loading failure are unrelated loader issues." + "reason": "BitNet packed-weight loading and tokenizer loading for FastSpeech2ConformerTokenizer are unrelated." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer NoneType broadcast error and DeepSpeed AdaFactor OOM are different training/runtime failures." + "reason": "Trainer NoneType broadcast and AdaFactor+DeepSpeed OOM are unrelated training issues." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading in an example script is unrelated to an unrecognized-model/config model_type error." + "reason": "Local dataset loading in an example script is unrelated to an unrecognized model type in config.json." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id mismatch are different issues." + "reason": "Quantization/offloading behavior and Gemma3 eos_token_id mismatch are different bugs." }, { "left": "issue:34689", "right": "issue:36010", "accept": false, - "reason": "Llama 3.2 Vision loading break is not the same as the GenerationMixin import error." + "reason": "Llama 3.2 model loading regression and missing GenerationMixin import are unrelated import/load failures." }, { "left": "issue:43381", "right": "issue:43856", "accept": false, - "reason": "Gradient checkpointing eval-mode bug and Qwen3 MoE memory inefficiency are separate concerns." + "reason": "Eval-mode gradient checkpointing and MoE training memory inefficiency are different issues." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "patchtsmixer post_init API rule and video-input regression affect different components." - }, - { - "left": "issue:44855", - "right": "issue:45137", - "accept": false, - "reason": "Python 3.13 import/torch.jit parsing error is unrelated to DeepSpeed ZeRO3 deque underflow." - }, - { - "left": "issue:33290", - "right": "issue:45656", - "accept": false, - "reason": "Both mention DeepSpeed, but one is OOM with AdaFactor and the other is duplicate optimizer stepping." - }, - { - "left": "issue:43316", - "right": "issue:44877", - "accept": false, - "reason": "Gemma3TextConfig API mismatch and strict config preventing granite_speech loading are different config-loading problems." - }, - { - "left": "issue:29127", - "right": "issue:33357", - "accept": false, - "reason": "LayoutLMv3 error-message clarity and CLIP bus error on macOS are unrelated." - }, - { - "left": "issue:43540", - "right": "issue:44514", - "accept": false, - "reason": "Video-input processing failure in Qwen3OmniMoe is different from batched chat-template padding crash in Qwen2_5_VLProcessor." + "reason": "PatchTSMixer post_init policy and Qwen video-input regression are unrelated." } ] }, @@ -8660,18 +8622,18 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-390", + "cluster_id": "cluster-15354-391", "nodes": [ "issue:25251", "issue:28282", + "issue:29127", "issue:33290", + "issue:33357", "issue:34689", "issue:35141", "issue:36331", - "issue:41720", "issue:41950", "issue:42175", - "issue:42617", "issue:43065", "issue:43232", "issue:43295", @@ -8682,6 +8644,7 @@ "issue:43441", "issue:43452", "issue:43475", + "issue:43540", "issue:43550", "issue:43575", "issue:43606", @@ -8691,27 +8654,31 @@ "issue:43742", "issue:43761", "issue:43825", - "issue:43931", - "issue:44060", - "issue:44077", "issue:44162", - "issue:44242", - "issue:44464", "issue:44479", "issue:44496", - "issue:44534", + "issue:44514", "issue:44617", "issue:44743", "issue:44792", + "issue:44855", "issue:44871", + "issue:44877", "issue:44913", "issue:44936", "issue:45127", + "issue:45137", "issue:45200", "issue:45584", + "issue:45656", "issue:45698" ], "soft_pairs": [ + "issue:44855|issue:45137", + "issue:33290|issue:45656", + "issue:43316|issue:44877", + "issue:43540|issue:44514", + "issue:29127|issue:33357", "issue:43381|issue:43742", "issue:42175|issue:43316", "issue:33290|issue:34689", @@ -8719,231 +8686,219 @@ "issue:44162|issue:44792", "issue:25251|issue:28282", "issue:43232|issue:43388", - "issue:43295|issue:43825", "issue:41950|issue:43475", - "issue:44871|issue:45584", + "issue:43295|issue:43825", "issue:45127|issue:45200", + "issue:44871|issue:45584", "issue:43550|issue:43701", "issue:43606|issue:43701", - "issue:43295|issue:44871", "issue:43065|issue:44617", - "issue:33290|issue:35141", + "issue:43295|issue:44871", "issue:43761|issue:44479", + "issue:33290|issue:35141", "issue:33290|issue:36331", "issue:43673|issue:44743", "issue:44936|issue:45698", "issue:43452|issue:44496", "issue:43575|issue:43742", - "issue:43646|issue:44913", - "issue:42617|issue:43575", - "issue:43761|issue:44242", - "issue:41720|issue:43575", - "issue:44077|issue:44534", - "issue:43931|issue:44060", - "issue:44464|issue:44871" + "issue:43646|issue:44913" ], - "prepared_review_unit_hash": "a7bbec2d8ef31a89541061c3cbd84fe5e4ea2b5e5034c6e4e7ae6c7a62bb0f85", + "prepared_review_unit_hash": "df25ba1578700c1e50f3655e5e3aa9c4f8ae24607e259bb8b87aadb8c0288f72", "component_budget": { - "node_count": 390, - "item_count": 390, - "soft_pair_count": 1471, - "serialized_chars": 757027, - "estimated_input_tokens": 189257, - "estimated_eval_tokens": 378770 + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36313, - "estimated_input_tokens": 9079, - "estimated_eval_tokens": 18414 + "soft_pair_count": 28, + "serialized_chars": 36114, + "estimated_input_tokens": 9029, + "estimated_eval_tokens": 18314 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are broadly heterogeneous and do not collapse into one duplicate cluster. Most pairs share only a subsystem or release theme, not the same concrete bug or change, so all soft edges should be rejected.", - "confidence": 0.96, - "canonical_issue_reason": "issue:43295 is the clearest high-signal regression report in the set, but the overall cluster is too diverse for a true canonical duplicate anchor.", + "summary": "This cluster is a heterogeneous mix of unrelated Transformers bug reports and regressions. The soft pairs only share broad subsystem vocabulary, not the same concrete failure mode, so none should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out: the items span unrelated bugs across loading, generation, training, configs, and vision/video pipelines.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43295 is the best representative issue: it is concrete, reproducible, and has a well-scoped regression description. It is not a duplicate of the others.", + "best_issue_reason": "issue:41950 is the cleanest single bug report in the set, but it is not a duplicate hub for the other issues.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 import parsing error vs DeepSpeed ZeRO3 deque failure; unrelated bugs." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "OOM in Adafactor+DeepSpeed vs optimizer step called twice; different failure modes." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Gemma3TextConfig API mismatch vs strict granite_speech config loading; different config issues." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Video input ValueError in Qwen3OmniMoe vs batched chat template crash in Qwen2_5_VLProcessor." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity issue vs CLIP model bus error on macOS; unrelated." + }, { "left": "issue:43381", "right": "issue:43742", "accept": false, - "reason": "Different failures: eval-mode gradient checkpointing vs model load key error." + "reason": "Gradient checkpointing in eval mode vs key error loading MobileLLM-125M; no shared bug." }, { "left": "issue:42175", "right": "issue:43316", "accept": false, - "reason": "Unrelated topics: optional backend packaging vs Gemma3 config API mismatch." + "reason": "Packaging/backend dependency issue vs config API discrepancy; not the same defect." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "Different code paths and symptoms: deepspeed/Adafactor OOM vs model loading regression." + "reason": "DeepSpeed OOM with Adafactor vs Llama 3.2 Vision model-loading regression; unrelated." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Both touch Mistral-family models, but one is tied-weights initialization and the other is FlashAttention runtime failure." + "reason": "Weight-tying bug in Mistral3 vs FlashAttention failure in Ministral-3; different code paths." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "Completely different models and failures: ESM2 breakage vs Janus test regression." + "reason": "ESM2 model breakage vs janus image-generation test failure; no concrete overlap." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline output shape bug vs missing PyTorch ImportError; not the same issue." + "reason": "Pipeline top_k nesting bug vs missing PyTorch ImportError; unrelated." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs update after sync_gpus is unrelated to gather_for_metrics label handling." - }, - { - "left": "issue:43295", - "right": "issue:43825", - "accept": false, - "reason": "Both are v5-related pipeline regressions, but one is tokenizer/processor API breakage and the other is an error-message wording issue." + "reason": "Generation kwargs sync issue vs gather_for_metrics label truncation; different runtime paths." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Different video/SAM bugs: wrong processor lookup vs missing encoder attribute." + "reason": "Pipeline uses image processor incorrectly vs missing fpn_position_embeddings on Sam3 output; different models and failures." }, { - "left": "issue:44871", - "right": "issue:45584", + "left": "issue:43295", + "right": "issue:43825", "accept": false, - "reason": "Different generation edge cases: Gemma eos-token config mismatch vs Whisper empty-transcription failure." + "reason": "Processor/tokenizer regression vs misleading translation-task error message; both v5-related but not the same bug." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "Unrelated model-finetuning issues: LoRA merge collapse vs Gemma4 mm token defaults." + "reason": "LoRA merge collapse with tied embeddings vs Gemma 4 mm_token_type_ids defaulting; unrelated model issues." }, { - "left": "issue:43550", - "right": "issue:43701", + "left": "issue:44871", + "right": "issue:45584", "accept": false, - "reason": "torch.compile/SDPA OOM is unrelated to resume_from_checkpoint key mismatch." + "reason": "Gemma-3 eos_token_id inconsistency vs Whisper empty-transcription failure after align_special_tokens; different symptoms." }, { - "left": "issue:43606", + "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch and checkpoint key mismatch are different bugs." + "reason": "torch.compile/SDPA failure vs checkpoint resume key mismatch; no shared underlying defect." }, { - "left": "issue:43295", - "right": "issue:44871", + "left": "issue:43606", + "right": "issue:43701", "accept": false, - "reason": "Both are config/regression reports, but they affect different APIs and symptoms." + "reason": "CPU offload device mismatch vs checkpoint key mismatch; unrelated." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Dummy Conv2d placeholder issue vs SAM3 video OOM; not the same underlying bug." + "reason": "Dummy Conv2d implementation vs CUDA OOM in Sam3Video; one is architectural, the other memory-related." }, { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:43295", + "right": "issue:44871", "accept": false, - "reason": "Optimizer OOM and embedding reinitialization are unrelated." + "reason": "Processor/tokenizer regression vs eos_token_id mismatch; both tokenizer-adjacent but not duplicate." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "CLIP hidden_states regression is unrelated to Qwen VL video-input regression." + "reason": "CLIP hidden_states regression vs Qwen VL video-input regression; different models and failure modes." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "DeepSpeed OOM vs embedding reinitialization after resize; unrelated training vs model-init bugs." }, { "left": "issue:33290", "right": "issue:36331", "accept": false, - "reason": "OOM in deepspeed/Adafactor vs Trainer signature TypeError; different layers." + "reason": "Optimizer memory issue vs Trainer compute_loss signature breakage; different layers of the stack." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both involve cache/state, but one is GenerationMixin missing cache in v5 and the other is Qwen recurrent state reset logic." + "reason": "Generation cache missing in v5.0.0 vs Qwen3.5 recurrent-state reset; both cache-related but not the same bug." }, { "left": "issue:44936", "right": "issue:45698", "accept": false, - "reason": "Trainer evaluate-after-train failure is unrelated to loading the wrong custom module." + "reason": "train/evaluate lifecycle failure vs wrong custom module loaded after save/load; unrelated trainer vs serialization issues." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "Tokenizer/model gguf_file breakage is different from missing model_type config errors." + "reason": "gguf_file loading regression vs unrecognized model_type config issue; both loading-related but distinct causes." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "Large-model tensor-parallel OOM is unrelated to MobileLLM load key errors." + "reason": "tensor-parallel OOM vs model loading key error; not the same bug." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model init breakage and GPTNeoX rotary_pct reload bug are different code paths." - }, - { - "left": "issue:42617", - "right": "issue:43575", - "accept": false, - "reason": "3d_parallel.py execution problem is not the same as tensor-parallel OOM on model load." - }, - { - "left": "issue:43761", - "right": "issue:44242", - "accept": false, - "reason": "Vision-model hidden-state regression is unrelated to load-balancing loss omission." - }, - { - "left": "issue:41720", - "right": "issue:43575", - "accept": false, - "reason": "cudaErrorAssert on Qwen3 auto device mapping is different from OOM during tensor-parallel loading." - }, - { - "left": "issue:44077", - "right": "issue:44534", - "accept": false, - "reason": "PatchTSMixer post_init policy and non-persistent buffer junk are separate v5 issues." - }, - { - "left": "issue:43931", - "right": "issue:44060", - "accept": false, - "reason": "Model weight shape mismatch and tied-weights warning are different loading/config problems." - }, - { - "left": "issue:44464", - "right": "issue:44871", - "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is unrelated to Gemma eos_token_id configuration." + "reason": "Custom model initialization breakage in v5.0.0 vs rotary_pct not persisting on reload; different config/init defects." } ] }, @@ -8965,27 +8920,28 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-390", + "cluster_id": "cluster-15354-391", "nodes": [ "issue:41720", + "issue:42617", "issue:43065", - "issue:43116", - "issue:43295", "issue:43335", - "issue:43479", "issue:43540", "issue:43550", + "issue:43575", "issue:43644", - "issue:43650", "issue:43761", "issue:43827", + "issue:43873", "issue:43906", + "issue:43931", "issue:43976", "issue:43994", + "issue:44060", "issue:44077", - "issue:44112", "issue:44190", - "issue:44220", + "issue:44242", + "issue:44464", "issue:44479", "issue:44496", "issue:44521", @@ -8996,6 +8952,7 @@ "issue:44737", "issue:44792", "issue:44855", + "issue:44871", "issue:44877", "issue:44913", "issue:44938", @@ -9003,10 +8960,8 @@ "issue:44977", "issue:45127", "issue:45245", - "issue:45276", "issue:45290", "issue:45357", - "issue:45375", "issue:45381", "issue:45542", "issue:45584", @@ -9016,252 +8971,238 @@ "issue:45834" ], "soft_pairs": [ + "issue:42617|issue:43575", + "issue:43761|issue:44242", + "issue:43575|issue:43873", + "issue:44077|issue:44534", + "issue:43931|issue:44060", + "issue:44464|issue:44871", "issue:44479|issue:44734", "issue:44617|issue:45584", "issue:43827|issue:43994", - "issue:44792|issue:44977", "issue:43906|issue:45290", - "issue:44534|issue:44913", + "issue:44792|issue:44977", "issue:43065|issue:44610", - "issue:41720|issue:45245", + "issue:44534|issue:44913", "issue:44190|issue:44964", + "issue:41720|issue:45245", "issue:44792|issue:45600", "issue:44737|issue:45803", "issue:44855|issue:45588", "issue:44521|issue:45381", "issue:45127|issue:45357", - "issue:44938|issue:45542", "issue:43335|issue:44855", + "issue:44938|issue:45542", "issue:43976|issue:44855", - "issue:44077|issue:44877", "issue:43761|issue:45834", - "issue:43644|issue:44913", + "issue:44077|issue:44877", "issue:44496|issue:45803", "issue:43550|issue:44190", - "issue:43540|issue:44734", - "issue:43650|issue:44220", - "issue:45276|issue:45584", - "issue:44112|issue:45600", - "issue:43335|issue:44190", - "issue:43116|issue:44190", - "issue:43295|issue:45276", - "issue:45245|issue:45584", - "issue:43479|issue:45375" + "issue:43644|issue:44913", + "issue:43540|issue:44734" ], - "prepared_review_unit_hash": "d86657ae7a7a68960f8125b8ca1e566d5fa972cd8857fcd10989e4a385c34f6a", + "prepared_review_unit_hash": "5f177bf48ceadca8c9ed2b40561595ca439eef213ad096551d133928e81a27a5", "component_budget": { - "node_count": 390, - "item_count": 390, - "soft_pair_count": 1471, - "serialized_chars": 757027, - "estimated_input_tokens": 189257, - "estimated_eval_tokens": 378770 + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36434, - "estimated_input_tokens": 9109, - "estimated_eval_tokens": 18474 + "soft_pair_count": 29, + "serialized_chars": 35784, + "estimated_input_tokens": 8946, + "estimated_eval_tokens": 18148 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair appears to describe the same underlying bug or change closely enough to merge. The set is mostly unrelated issues with some superficial overlap in subsystem keywords (e.g. multimodal, pipeline, config, CI).", - "confidence": 0.97, - "canonical_issue_reason": "issue:44521 is the strongest representative issue in the set: it is active, well-scoped, has multiple inbound references, and clearly describes a reproducible multimodal chat-template bug.", + "summary": "The cluster is broad and mostly heterogeneous: the soft pairs cover different models, different failure modes, and in several cases different layers of the stack (docs, config, generation, quantization, processors, etc.). I would not merge any of the candidate edges; no clear duplicate issues or same-change PRs are present.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43873 is the most central active issue in the set by discussion and inbound references, and it describes a concrete runtime problem rather than a meta/config/doc-only report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best overall issue to keep as a representative entry because it is specific, actionable, and appears to be the most central/open problem among the listed items.", + "best_issue_reason": "issue:43873 is the strongest representative issue here: it is open, well-discussed, and has the highest external signal among the listed issues.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Both are loading/runtime failures, but one is a 3D parallel script problem and the other is tensor-parallel OOM for a specific Qwen2 model; different code paths and symptoms." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVision hidden-states regression and MoE load-balancing loss gating are unrelated bugs in different model families." + }, + { + "left": "issue:43575", + "right": "issue:43873", + "accept": false, + "reason": "Qwen2 TP OOM and offloading-with-quantization are both memory-related, but they are distinct mechanisms and not the same concrete bug." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "PatchTST post_init enforcement is unrelated to the non-persistent-buffer junk regression." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Shape-mismatch on Qwen3-VL loading is not the same as the Qwen3-Next tied-weights warning/config issue." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Chunked generation under compiled forward and Gemma eos_token configuration are separate problems with no shared failing code path." + }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Both mention video/serving behavior, but one is a multimodal video-input regression and the other is a KV-cache tensor-indexing crash in serve; different code paths and failure modes." + "reason": "A multimodal video-input regression and a serve KV-cache continuation indexing crash are different failures in different subsystems." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription generation failure after token alignment." + "reason": "Sam3Video CUDA OOM and Whisper empty-transcription handling after token alignment are unrelated bugs." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "One is documentation cleanup after pipeline removals; the other is a model/pipeline behavior bug for SigLIP2. Same word \"pipeline\" only, not same issue." - }, - { - "left": "issue:44792", - "right": "issue:44977", - "accept": false, - "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug are different models and different failure mechanisms." + "reason": "Docs still referencing pipeline() and SigLIP2 producing nonsensical outputs are not the same underlying issue." }, { "left": "issue:43906", "right": "issue:45290", "accept": false, - "reason": "A reproduction issue for an external report is not enough to equate it with a specific apply_chat_template crash on tool-call assistant messages." + "reason": "The former is only an isolated reproduction reference; the latter is a specific chat-template/tool-call crash. No concrete match is shown." }, { - "left": "issue:44534", - "right": "issue:44913", + "left": "issue:44792", + "right": "issue:44977", "accept": false, - "reason": "Non-persistent buffer initialization junk and GPTNeoXConfig rotary_pct reload behavior are separate config/runtime bugs." + "reason": "A janus image-generation test failure and Qwen3.5 flash-attention generation bug are different model-specific issues." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch are unrelated vision-model problems." + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo input-size mismatch are separate model/processor problems." }, { - "left": "issue:41720", - "right": "issue:45245", + "left": "issue:44534", + "right": "issue:44913", "accept": false, - "reason": "Qwen3 auto device-map cudaErrorAssert and category-count limit 2^24 are different errors with no shared code path." + "reason": "Non-persistent buffer initialization regression and GPTNeoX rotary_pct reload defaulting are different config/runtime bugs." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading in an example script and loading a Phi-4 multimodal model are unrelated failure reports." + "reason": "Local dataset loading in a training script is unrelated to loading a specific multimodal model checkpoint." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "A Qwen3 auto-device-map cudaErrorAssert and a category-count runtime limit are unrelated failure modes." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "A Janus generation test and stale auto_mappings references for Sam3LiteText are different subsystems and different bugs." + "reason": "Janus test failure and stale auto-mapping references to removed Sam3LiteText configs are not the same issue." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "CPU device placement bug in XLNet relative positions is unrelated to a bare except swallowing errors in Fuyu tensor conversion." + "reason": "XLNet CPU allocation regression and Fuyu bare-except exception masking are entirely different code defects." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 import parsing failure in DebertaV2 and flash-attention sink-less crash are unrelated." + "reason": "Python 3.13 indentation parsing failure in DebertaV2Model is unrelated to flash_attention handling of s_aux=None." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "assistant_masks being all-zero for multimodal inputs is not the same concrete bug as wrong vision_position_ids in qwen2.5-vl video input handling." + "reason": "All-zero assistant masks in apply_chat_template and wrong vision_position_ids in Qwen2.5-VL are different multimodal bugs." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "LoRA merge collapse with extended vocab and incorrect visual encoder keys on save_pretrained are different Qwen-related issues, not the same bug." - }, - { - "left": "issue:44938", - "right": "issue:45542", - "accept": false, - "reason": "Python 3.14 import/load failure and tensorboard-only TensorFlow backend error are unrelated environment/package issues." + "reason": "LoRA merge collapse with extended vocabulary is unrelated to incorrect visual-encoder keys saved by Qwen3.5." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and DebertaV2 import parsing are unrelated." + "reason": "SwitchTransformers sparse-layer construction and a DebertaV2 Python parsing error do not share a code path." }, { - "left": "issue:43976", - "right": "issue:44855", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "Python-version compatibility regression and a JIT/decorator parsing issue are not the same defect." + "reason": "Python 3.14 import failure and missing TensorFlow backend handling are unrelated environment/setup issues." }, { - "left": "issue:44077", - "right": "issue:44877", + "left": "issue:43976", + "right": "issue:44855", "accept": false, - "reason": "Optional post_init in patchtsmixer config and strict config blocking granite_speech loading are different config-validation problems." + "reason": "Python-version compatibility reporting and DebertaV2 script parsing are different bugs." }, { "left": "issue:43761", "right": "issue:45834", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Kosmos2.5 long-OCR index error are unrelated model bugs." + "reason": "CLIPVision hidden_states regression and Kosmos2.5 long-OCR index error are unrelated model-specific failures." }, { - "left": "issue:43644", - "right": "issue:44913", + "left": "issue:44077", + "right": "issue:44877", "accept": false, - "reason": "Non-persistent buffers filled with junk and GPTNeoX rotary_pct reset on reload are different failure classes." + "reason": "PatchTST post_init policy and granite_speech strict-config loading are separate config/validation issues." }, { "left": "issue:44496", "right": "issue:45803", "accept": false, - "reason": "Unrecognized model_type for a specific model repo and a bare except in Fuyu tensor conversion are unrelated." + "reason": "Unrecognized model-type loading and bare except swallowing interrupts are unrelated." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba and dataset loading in an example script are not the same underlying issue." - }, - { - "left": "issue:43540", - "right": "issue:44734", - "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and serve KV-cache continuation indexing crash affect different paths and models." - }, - { - "left": "issue:43650", - "right": "issue:44220", - "accept": false, - "reason": "Generic placeholder issue and an fbank feature extraction bug are unrelated." - }, - { - "left": "issue:45276", - "right": "issue:45584", - "accept": false, - "reason": "Gemma4 embedding resize mismatch and Whisper empty-transcription generation failure are different model-specific bugs." - }, - { - "left": "issue:44112", - "right": "issue:45600", - "accept": false, - "reason": "A stale GraniteSpeech CI test and broken auto_mappings references for removed Sam3LiteText configs are different CI failures." - }, - { - "left": "issue:43335", - "right": "issue:44190", - "accept": false, - "reason": "SwitchTransformers config bug and image-classification example local dataset loading bug are unrelated." + "reason": "Bamba torch.compile SDPA failure and local dataset loading in an image-classification script are unrelated." }, { - "left": "issue:43116", - "right": "issue:44190", - "accept": false, - "reason": "Text classification example always empty results and image classification local dataset loading are different example-script issues." - }, - { - "left": "issue:43295", - "right": "issue:45276", - "accept": false, - "reason": "Processor/tokenizer API regression and Gemma4 embedding resize behavior do not describe the same code path." - }, - { - "left": "issue:45245", - "right": "issue:45584", + "left": "issue:43644", + "right": "issue:44913", "accept": false, - "reason": "Category-count limit RuntimeError and Whisper empty transcription failure are unrelated." + "reason": "Non-persistent buffer junk and GPTNeoX rotary_pct reload behavior are different defects." }, { - "left": "issue:43479", - "right": "issue:45375", + "left": "issue:43540", + "right": "issue:44734", "accept": false, - "reason": "Incorrect default config initialization when None is passed and missing deepstack_visual_indexes in strict config are separate config bugs." + "reason": "Qwen3OmniMoe video processing ValueError and serve KV-cache continuation indexing are different bugs in different flows." } ] }, @@ -9283,34 +9224,33 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-390", + "cluster_id": "cluster-15354-391", "nodes": [ "issue:36246", "issue:38175", "issue:38617", "issue:41628", "issue:41950", - "issue:42175", "issue:42907", "issue:43065", + "issue:43116", "issue:43295", - "issue:43299", + "issue:43335", "issue:43388", "issue:43404", "issue:43441", - "issue:43526", - "issue:43531", + "issue:43479", "issue:43643", + "issue:43650", "issue:43673", "issue:43688", "issue:43854", - "issue:43901", "issue:44016", "issue:44112", "issue:44186", + "issue:44190", "issue:44220", "issue:44246", - "issue:44279", "issue:44336", "issue:44464", "issue:44466", @@ -9322,10 +9262,12 @@ "issue:44933", "issue:44964", "issue:45003", - "issue:45042", "issue:45216", + "issue:45245", + "issue:45276", "issue:45335", "issue:45362", + "issue:45375", "issue:45406", "issue:45446", "issue:45563", @@ -9334,6 +9276,14 @@ "issue:45632" ], "soft_pairs": [ + "issue:43650|issue:44220", + "issue:45276|issue:45584", + "issue:44112|issue:45600", + "issue:43335|issue:44190", + "issue:43116|issue:44190", + "issue:43295|issue:45276", + "issue:45245|issue:45584", + "issue:43479|issue:45375", "issue:36246|issue:41628", "issue:44933|issue:45362", "issue:44464|issue:45563", @@ -9341,9 +9291,9 @@ "issue:44186|issue:44734", "issue:44734|issue:45632", "issue:44683|issue:45446", + "issue:38175|issue:43065", "issue:44561|issue:45632", "issue:44466|issue:44913", - "issue:38175|issue:43065", "issue:44246|issue:45003", "issue:36246|issue:38617", "issue:43643|issue:44496", @@ -9356,223 +9306,223 @@ "issue:44112|issue:44964", "issue:43295|issue:45335", "issue:43854|issue:44964", - "issue:44016|issue:44220", - "issue:44496|issue:45042", "issue:43673|issue:44336", - "issue:43299|issue:45216", - "issue:43531|issue:45600", - "issue:43526|issue:43901", - "issue:42175|issue:44279", - "issue:45335|issue:45584" + "issue:44016|issue:44220" ], - "prepared_review_unit_hash": "6a20e8f7a6092f273e5bc0e4614408b970ec4f9920a9526b7badeea82762cac1", + "prepared_review_unit_hash": "e9b35b4e0c65c9f107f9c112bab4bec0fcd12f4c11c98a2398117d4306410277", "component_budget": { - "node_count": 390, - "item_count": 390, - "soft_pair_count": 1471, - "serialized_chars": 757027, - "estimated_input_tokens": 189257, - "estimated_eval_tokens": 378770 + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36122, - "estimated_input_tokens": 9031, - "estimated_eval_tokens": 18318 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37370, + "estimated_input_tokens": 9343, + "estimated_eval_tokens": 18942 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous: the soft-similar pairs mostly share broad keywords (imports, generation, model loading, save/load, vision, trust_remote_code) but not the same concrete bug or fix. I would not merge any of the suggested pairs as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "issue:41628 is the cleanest broad user-facing import regression in the set, but there is no true duplicate cluster here.", + "summary": "This cluster is very heterogeneous: mostly unrelated bug reports spanning import regressions, model-loading issues, generation/runtime failures, and CI/test problems. I would not merge any of the proposed soft edges; they are only superficially similar by subsystem or symptom.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 41628 is the best anchor because it is a direct public-API import break (`AutoImageProcessor` from `transformers`) and is broadly representative of the import/export regression subset in this cluster. That said, the cluster as a whole is not a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41628 is the best overall anchor if one must pick a representative, though it still does not subsume the other reports.", + "best_issue_reason": "41628 is the most canonical issue to keep because it describes a clear, user-facing top-level import failure with likely broad impact. It is more general and reusable as a reference than the model-specific or test-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Completely different problems: a vague data request vs. an audio feature extraction error." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Different models and code paths: Gemma token embedding resize vs. Whisper empty transcription generation." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both mention CI, but one is a stale GraniteSpeech test and the other is an auto_mappings config reference break." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Unrelated: SwitchTransformers config construction vs. local dataset loading in an image-classification script." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example-script failures with different causes; no shared code-path is evident." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "A processor/tokenizer regression is not the same as Gemma token embedding resize behavior." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "No concrete overlap: category-count limit vs. Whisper generation on empty transcription." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-related, but they affect different model families and different missing/default fields." + }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different code paths; not the same bug." + "reason": "Both are import errors, but they involve different missing symbols and different modules." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Different failures: missing image-utils import vs Qwen3.5 chat crash." + "reason": "An import-from-image_utils regression is unrelated to a Qwen chat/runtime crash." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "One is a generation correctness bug, the other a stale warning; not the same change." + "reason": "Different generation issues: compiled-forward inconsistency vs. a stale warning in paged generate." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Both involve tied weights/serialization, but they are different models and different failure modes." + "reason": "Tied-weight/serialization bugs on different models are not the same underlying defect." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "Tokenizer padding/NER crash versus serve KV-cache indexing crash; unrelated code paths." + "reason": "Tokenizer padding/NER crash is unrelated to serve KV-cache continuation indexing." }, { "left": "issue:44734", "right": "issue:45632", "accept": false, - "reason": "Serve cache indexing bug and trust_remote_code cache-path collision are separate problems." + "reason": "Serve tensor indexing and trust_remote_code cache-path collisions are unrelated." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both touch flex_attention, but one is a runtime failure on torch 2.9 and the other is a version-check/import issue." + "reason": "Both touch flex_attention, but one is a torch>=2.9 failure and the other is a version-check/import bug; not the same concrete issue." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Unrelated model behavior: unexpected probabilities vs. a dummy Conv2d in Sam3PixelDecoder." }, { "left": "issue:44561", "right": "issue:45632", "accept": false, - "reason": "Different trust_remote_code/cache behaviors; not the same defect." + "reason": "Different trust_remote_code regressions: removed helper API vs. local cache-path collision." }, { "left": "issue:44466", "right": "issue:44913", "accept": false, - "reason": "Serialization of tied weights and GPTNeoX config reload are unrelated bugs." - }, - { - "left": "issue:38175", - "right": "issue:43065", - "accept": false, - "reason": "Different vision-model issues with no shared concrete failure path." + "reason": "Serialization of tied weights and GPTNeoX config reload are distinct bugs." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import slowness is a performance issue; unsafe sys.modules access is a different implementation bug." + "reason": "Import taking long sometimes is not the same as unsafe sys.modules access, even if both relate to import-time behavior." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Both are ImportErrors, but for different missing APIs and modules." + "reason": "Both are import failures, but for different names and different modules; no shared root cause is shown." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "One is missing fields when using trust_remote_code; the other is a missing model_type in config." + "reason": "Both are config-loading issues, but one loses fields with trust_remote_code and the other lacks a model_type." }, { "left": "issue:45406", "right": "issue:45632", "accept": false, - "reason": "Gemma4Processor _tokenizer crash is unrelated to the local-model cache-path collision." + "reason": "Gemma4Processor missing `_tokenizer` in serve is unrelated to trust_remote_code cache collisions." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "A stale warning and an empty-transcription generation failure are not the same bug." + "reason": "A stale warning about `num_return_sequences` is not the same as Whisper failing on empty transcription." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Pipeline image-processor lookup bug versus a notebook syntax error." + "reason": "A video-classification pipeline bug is unrelated to a notebook syntax error." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Model-loading regression and auto_mappings CI breakage are separate issues." + "reason": "Different model-loading failures: Phi-4 multimodal loading vs. stale Sam3LiteText config references in CI." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Different training/evaluation bugs: dropped labels versus auxiliary-loss normalization." + "reason": "Different training/evaluation bugs affecting different loss or metric paths." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Saving dequantized checkpoints and FlashAttention load failure are different model-specific regressions." + "reason": "Same model family, but dequantized save failure and FlashAttention runtime failure are distinct code-path problems." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI stale-test failure is unrelated to Phi-4 multimodal loading." - }, - { - "left": "issue:43295", - "right": "issue:45335", - "accept": false, - "reason": "Processor/tokenizer regression and t5gemma embedding resize bug are distinct code paths." + "reason": "CI test flakiness in GraniteSpeech and Phi-4 multimodal load failures are unrelated." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Both are model-loading problems, but for different models and different root causes." - }, - { - "left": "issue:44016", - "right": "issue:44220", - "accept": false, - "reason": "Notebook syntax error versus audio feature extraction bug." - }, - { - "left": "issue:44496", - "right": "issue:45042", - "accept": false, - "reason": "Unrecognized model config and PIL/torchvision dependency regression are unrelated." + "reason": "Different model-specific loading failures; no evidence of a shared underlying bug." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Generation cache regression and ANSI logging output issue are unrelated." - }, - { - "left": "issue:43299", - "right": "issue:45216", - "accept": false, - "reason": "Different Qwen-related regressions: model loading versus save_pretrained checkpoint correctness." - }, - { - "left": "issue:43531", - "right": "issue:45600", - "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and removed Sam3LiteText configs are unrelated." + "reason": "Generation cache behavior and ANSI output formatting are unrelated." }, { - "left": "issue:43526", - "right": "issue:43901", - "accept": false, - "reason": "Image processor label reduction bug versus documentation mismatch." - }, - { - "left": "issue:42175", - "right": "issue:44279", - "accept": false, - "reason": "Dependency/package-install issue and vague dependency issue are not the same concrete bug." - }, - { - "left": "issue:45335", - "right": "issue:45584", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "Decoder embedding resize bug and Whisper empty-transcription failure are separate." + "reason": "A notebook syntax error has nothing to do with `_torch_extract_fbank_features()`." } ] }, @@ -9594,20 +9544,22 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-390", + "cluster_id": "cluster-15354-391", "nodes": [ "issue:32090", "issue:35141", "issue:38175", "issue:39692", "issue:41950", + "issue:42175", "issue:43295", "issue:43299", "issue:43381", "issue:43388", - "issue:43441", "issue:43479", "issue:43525", + "issue:43526", + "issue:43531", "issue:43577", "issue:43650", "issue:43824", @@ -9620,258 +9572,255 @@ "issue:44075", "issue:44242", "issue:44279", - "issue:44297", "issue:44351", "issue:44368", - "issue:44462", "issue:44496", "issue:44617", "issue:44683", "issue:44779", "issue:44933", - "issue:44987", "issue:45020", - "issue:45081", + "issue:45042", "issue:45200", "issue:45216", "issue:45278", + "issue:45335", "issue:45357", "issue:45405", "issue:45542", + "issue:45584", "issue:45593", "issue:45600", - "issue:45712", "issue:45759", - "issue:45823", - "issue:45834" + "issue:45823" ], "soft_pairs": [ + "issue:44496|issue:45042", + "issue:43299|issue:45216", + "issue:43531|issue:45600", + "issue:43526|issue:43901", + "issue:42175|issue:44279", + "issue:45335|issue:45584", "issue:44075|issue:44368", "issue:43381|issue:45593", "issue:43299|issue:45357", - "issue:44496|issue:45759", "issue:43901|issue:44496", + "issue:44496|issue:45759", "issue:44351|issue:45278", "issue:44242|issue:45200", "issue:44016|issue:44062", "issue:43388|issue:43827", - "issue:43976|issue:45405", "issue:41950|issue:45020", "issue:43479|issue:43525", + "issue:43976|issue:45405", "issue:43577|issue:45216", "issue:43824|issue:44933", "issue:41950|issue:45823", "issue:44683|issue:45542", "issue:43299|issue:43854", "issue:44279|issue:45405", - "issue:39692|issue:43901", "issue:38175|issue:44617", + "issue:39692|issue:43901", "issue:32090|issue:35141", - "issue:44462|issue:45081", "issue:41950|issue:43650", - "issue:43295|issue:44779", - "issue:44297|issue:44462", - "issue:43976|issue:44279", - "issue:45600|issue:45712", - "issue:43976|issue:44987", - "issue:43441|issue:45834" + "issue:43295|issue:44779" ], - "prepared_review_unit_hash": "c95be6db3523bd269f3dbd828c872f44040358db89e5f490f1db6d3b8020674d", + "prepared_review_unit_hash": "b51853ca65a81952fcad3a3fe19a2ffcfd527528eddd3922eff915a168d38965", "component_budget": { - "node_count": 390, - "item_count": 390, - "soft_pair_count": 1471, - "serialized_chars": 757027, - "estimated_input_tokens": 189257, - "estimated_eval_tokens": 378770 + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36498, - "estimated_input_tokens": 9125, - "estimated_eval_tokens": 18506 + "serialized_chars": 35807, + "estimated_input_tokens": 8952, + "estimated_eval_tokens": 18160 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly broad Transformers regressions and docs/model-loading bugs, but the soft pairs do not describe the same underlying defect closely enough to merge as duplicates. I would treat this cluster as largely non-duplicate and keep a broad umbrella issue only as a loose organizer, not a canonical duplicate.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45020 is the broadest representative report in the set, covering recent-version breakage for remote-code models. It is the best umbrella candidate, though it is not a true duplicate of the others.", + "summary": "The set is highly heterogeneous: loading regressions, config bugs, docs issues, dependency problems, and unrelated model-specific failures. Under strict duplicate triage, none of the soft pairs look like the same concrete bug/change.", + "confidence": 0.93, + "canonical_issue_reason": "No single issue cleanly subsumes the set; the items span unrelated problems rather than one duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the most general user-facing regression report and can serve as the cluster\u2019s loose anchor.", + "best_issue_reason": "No clear best issue for canonicalization because the cluster does not converge on one underlying defect.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Different failures: model loading/config validation vs PIL image processor dependency handling." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen, but one is a loading regression and the other is a save_pretrained checkpoint-key bug." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to stale auto_mappings references for Sam3LiteText configs." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "ImageProcessor label reduction bug vs documentation mismatch about return_all_scores." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Specific backend install omission vs a vague dependency complaint; not the same underlying bug." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Different code paths: token embedding resize propagation vs Whisper empty-transcription handling." + }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Different bugs: unused SGD args vs a tie_word_embeddings warning during Qwen3.5 LoRA fine-tuning." + "reason": "Optimizer argument usage bug is unrelated to a tie_word_embeddings warning." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Different code paths: gradient checkpointing in eval mode vs D-FINE auxiliary losses with denoising disabled." + "reason": "Gradient-checkpointing eval-mode restriction is unrelated to D-FINE auxiliary-loss behavior." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen-related, but one is a model-loading regression and the other is a save_pretrained serialization bug." + "reason": "Different Qwen3.5 regressions: model loading vs incorrect visual-encoder keys on save." }, { - "left": "issue:44496", - "right": "issue:45759", + "left": "issue:43901", + "right": "issue:44496", "accept": false, - "reason": "Different problems: tokenizer file selection vs from_config unwrapping of composite multimodal configs." + "reason": "Docs note about pipeline output options is unrelated to an unrecognized-model loading error." }, { - "left": "issue:43901", - "right": "issue:44496", + "left": "issue:44496", + "right": "issue:45759", "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to tokenizer loading behavior." + "reason": "Unrecognized model/config registration issue vs from_config text_config unwrapping for composite multimodal configs." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "Both mention imports, but one is a specific missing symbol and the other is a broad post-upgrade import breakage report." + "reason": "Specific missing HybridCache export vs broad post-upgrade import failures; too umbrella-like to be the same duplicate." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Unrelated training-loss bug vs Gemma 4 text-only fine-tuning token-type defaulting." + "reason": "Missing load-balancing loss and mm_token_type_ids defaulting are different Mixture-of-Experts/multimodal problems." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error and AddedToken argument handling are separate failures." + "reason": "Notebook syntax error is unrelated to tokenizers.AddedToken keyword duplication." }, { "left": "issue:43388", "right": "issue:43827", "accept": false, - "reason": "Metric gathering drops tuple labels; docs still referencing pipeline() is a separate documentation issue." - }, - { - "left": "issue:43976", - "right": "issue:45405", - "accept": false, - "reason": "Python compatibility issue vs unreleased dependency bump; not the same defect." + "reason": "Metric gathering bug vs documentation still mentioning removed pipeline APIs." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification processor lookup is a pipeline-specific bug, not the remote_code regression described in 45020." + "reason": "Video-classification processor lookup bug is not the same as remote_code compatibility regressions." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Different config initialization/attribute bugs in unrelated model classes." + "reason": "Multimodal config default initialization vs missing pad_token_id on Llama4Config are distinct issues." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python-version compatibility break vs unreleased PEFT version bump." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "BLIP2 dtype loading issue vs Qwen3.5 save_pretrained regression are distinct." + "reason": "BLIP2 dtype propagation bug is unrelated to Qwen3.5 save_pretrained checkpoint corruption." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Different missing-import problems affecting different modules/symbols." - }, - { - "left": "issue:41950", - "right": "issue:45823", - "accept": false, - "reason": "Pipeline processor lookup and Gemma4 PLE device mismatch are unrelated issues." + "reason": "Both are import errors, but they are for different missing symbols and different root causes." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 is unrelated to the tensorboard/tensorflow backend issue." + "reason": "Torch flex_attention compilation failure is unrelated to TensorBoard/TensorFlow backend installation." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Both are model-loading failures, but they involve different models and failure modes." + "reason": "Qwen3VL loading regression and GLM-4.7-Flash test-loading failure are different model-specific bugs." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Generic dependency issue vs PEFT version floor bump; no shared underlying bug." - }, - { - "left": "issue:39692", - "right": "issue:43901", - "accept": false, - "reason": "Doc example errors for SigLIP2 are unrelated to text-classification pipeline docs." + "reason": "Generic dependency issue is not the same as the specific MIN_PEFT_VERSION release problem." }, { "left": "issue:38175", "right": "issue:44617", "accept": false, - "reason": "Unexpected probabilities in SigLIP2 is unrelated to Sam3Video OOM." + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to Sam3Video CUDA out-of-memory." }, { - "left": "issue:32090", - "right": "issue:35141", + "left": "issue:39692", + "right": "issue:43901", "accept": false, - "reason": "Trainer GPU broadcast TypeError and embedding reinitialization after resize are different bugs." + "reason": "SigLIP2 example errors are unrelated to the TextClassificationPipeline docs mismatch." }, { - "left": "issue:44462", - "right": "issue:45081", + "left": "issue:32090", + "right": "issue:35141", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch failing on backend_tokenizer are separate tokenizer-loading defects." + "reason": "Trainer GPU broadcast NoneType error is unrelated to embedding reinitialization after resize_token_embeddings." }, { "left": "issue:41950", "right": "issue:43650", "accept": false, - "reason": "A real pipeline bug vs a non-informative issue title; no duplicate evidence." + "reason": "Video-classification processor bug is unrelated to the placeholder 'ADD THE DATA' issue." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Custom model code regression around processor.tokenizer/images-to-tokenizer differs from Deepseek tokenizer incorrect results." - }, - { - "left": "issue:44297", - "right": "issue:44462", - "accept": false, - "reason": "Tokenizer class metadata written on save vs AutoTokenizer ignoring tokenizer.json are related to tokenizers but not the same bug." - }, - { - "left": "issue:45600", - "right": "issue:45712", - "accept": false, - "reason": "Stale auto_mappings entries and leftover dummy classes are separate cleanup/CI failures." - }, - { - "left": "issue:43976", - "right": "issue:44987", - "accept": false, - "reason": "Python/dependency compatibility vs loading a specific model under 5.1.0 are not the same underlying issue." - }, - { - "left": "issue:43441", - "right": "issue:45834", - "accept": false, - "reason": "FlashAttention compatibility for Ministral-3 and an OCR index error in Kosmos2.5 are unrelated." + "reason": "Custom-model processor/tokenizer regression and Deepseek tokenizer regression affect different subsystems and code paths." } ] }, @@ -9893,27 +9842,23 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-390", + "cluster_id": "cluster-15354-391", "nodes": [ - "issue:42491", "issue:42994", "issue:43065", "issue:43122", "issue:43262", - "issue:43299", "issue:43317", "issue:43441", "issue:43450", - "issue:43525", - "issue:43643", "issue:43650", "issue:43653", "issue:43673", "issue:43723", "issue:43761", "issue:43784", - "issue:43881", "issue:43901", + "issue:43976", "issue:43994", "issue:44016", "issue:44162", @@ -9928,7 +9873,6 @@ "issue:44462", "issue:44466", "issue:44521", - "issue:44617", "issue:44623", "issue:44671", "issue:44683", @@ -9936,15 +9880,25 @@ "issue:44779", "issue:44898", "issue:44987", + "issue:45081", "issue:45276", "issue:45290", "issue:45325", "issue:45397", "issue:45542", "issue:45593", - "issue:45823" + "issue:45600", + "issue:45712", + "issue:45823", + "issue:45834" ], "soft_pairs": [ + "issue:44462|issue:45081", + "issue:44297|issue:44462", + "issue:43976|issue:44279", + "issue:45600|issue:45712", + "issue:43976|issue:44987", + "issue:43441|issue:45834", "issue:44521|issue:45325", "issue:44462|issue:44779", "issue:43450|issue:44279", @@ -9968,216 +9922,226 @@ "issue:44016|issue:44291", "issue:43262|issue:44521", "issue:43673|issue:43761", - "issue:43525|issue:43881", - "issue:44188|issue:44336", - "issue:43525|issue:43643", - "issue:44297|issue:45397", - "issue:43450|issue:44617", - "issue:42491|issue:43299" + "issue:44188|issue:44336" ], - "prepared_review_unit_hash": "1d7de83c187260c67fbbce4bad31886ef6cae4041632796c8d7732532ed2c8fc", + "prepared_review_unit_hash": "029288061b46e3b1f78f3cabf12aadd9131a49059ddb958092dcd2db90422d8d", "component_budget": { - "node_count": 390, - "item_count": 390, - "soft_pair_count": 1471, - "serialized_chars": 757027, - "estimated_input_tokens": 189257, - "estimated_eval_tokens": 378770 + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36286, - "estimated_input_tokens": 9072, - "estimated_eval_tokens": 18400 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36182, + "estimated_input_tokens": 9046, + "estimated_eval_tokens": 18348 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous, and none of the soft pairs look like true duplicates. The closest shared theme is a family of v5/Qwen3-MoE loading regressions, but the candidate pairs still differ in concrete code path and symptom.", - "confidence": 0.43, - "canonical_issue_reason": "issue:43299 is the clearest standalone regression report: it pins the breakage to v5.0.0.dev0 and a specific Qwen3VL MoE loading path, making it the best canonical issue target among the set.", + "summary": "Mostly a mixed issue set with one plausible tokenizer-loader duplicate pair; the rest are separate bugs across unrelated subsystems. No PRs were provided.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 44462 is the best anchor: it states a concrete tokenizer-loading regression in v5 and is broad enough to cover downstream incorrect-tokenization reports like model-specific failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43299 is the strongest representative issue: specific version regression, clear failure mode, and a concrete model-loading path that is likely to attract related reports.", + "best_issue_reason": "Issue 44462 is the strongest representative because it names a likely root cause, is actionable, and is more general than the model-specific symptom reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-related, but one is a general loading regression and the other is a Mistral regex patch crash; different code paths and failure modes." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Serialization of tokenizer_class metadata is distinct from AutoTokenizer ignoring tokenizer.json; related area, not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "One is a Python version compatibility issue, the other is a generic dependency complaint; too broad and not the same underlying problem." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both involve repo/CI hygiene, but one is stale auto_mappings references and the other is leftover dummy classes; separate fixes." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Different failures: interpreter support vs a specific model-loading regression." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Different model-specific bugs in unrelated paths; no shared underlying code defect is evident." + }, { "left": "issue:44521", "right": "issue:45325", "accept": false, - "reason": "Different bugs: multimodal assistant masks are all zero vs still-image temporal position scaling in Qwen2.5-VL." + "reason": "Both touch multimodal/chat-template behavior, but one is assistant masks and the other is temporal RoPE indexing; not the same bug." }, { "left": "issue:44462", "right": "issue:44779", - "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json is a loading bug; Deepseek tokenizer incorrect results is a tokenizer behavior bug." + "accept": true, + "reason": "This looks like the same tokenizer-loading regression manifesting on Deepseek: wrong tokenizer selection/ignoring tokenizer.json can plausibly explain incorrect tokenization." }, { "left": "issue:43450", "right": "issue:44279", "accept": false, - "reason": "Video batched-shape bug and a generic dependency issue are unrelated failure modes." + "reason": "Video processor batching shape bug is unrelated to a dependency issue." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized model saving failure is not the same as dequantized model loading with gpu+cpu offload." + "reason": "Both concern quantization/dequantization, but saving failure and offloaded loading failure are distinct code paths." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "MLA q_a_layernorm epsilon precision issue is unrelated to torch.split return values in GlmMoeDsaIndexer." + "reason": "Different model internals and symptoms; not a duplicate pair." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "lm_head.weight serialization inconsistency and Gemma4 embedding resize propagation are different bugs." + "reason": "Serialization of tied weights and Gemma4 resize_token_embeddings behavior are separate issues." }, { "left": "issue:43065", "right": "issue:44898", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and Perceiver non-default-resolution failure are different model-path issues." + "reason": "Unrelated vision-model bugs; same broad domain only." }, { "left": "issue:43441", "right": "issue:44683", "accept": false, - "reason": "Both mention attention, but one is Ministral-3 FlashAttention compatibility and the other is compiled flex_attention on torch>=2.9." + "reason": "Both are attention-kernel failures, but they hit different kernels and different triggering conditions." }, { "left": "issue:43650", "right": "issue:45290", "accept": false, - "reason": "The placeholder title issue is unrelated to apply_chat_template crashing on tool-call messages without content." + "reason": "Completely unrelated issues: one is a vague data request, the other is a chat-template crash." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Tokenizer loading in v5 and ESM2 model breakage are different subsystems and symptoms." + "reason": "A tokenizer-loading regression and an ESM2 model breakage are not the same underlying issue." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Missing files on processor.save_pretrained and slower filtering after upgrade are unrelated." + "reason": "Processor save_pretrained missing files is unrelated to a performance regression report." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "processor.save_pretrained missing files is not the same as gemma-4 zero3 from_pretrained failure." + "reason": "Different subsystems and failures; no duplicate evidence." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Tokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "CamemBERT masked-LM prediction errors and Deepseek tokenizer errors are different model families and bugs." + "reason": "Both are v5 regressions, but one is masked LM predictions and the other is tokenizer output; too different to merge." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Import-time NameError in sentence-transformers and a TensorBoard/TensorFlow backend issue are different dependency failures." + "reason": "Both are import/dependency flavored, but they concern different backends and different failure points." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error and Gemma4 device-mismatch forward bug do not share a concrete code path." + "reason": "Notebook syntax error and Gemma4 device mismatch are unrelated." }, { "left": "issue:44987", "right": "issue:45542", "accept": false, - "reason": "Loading physical-intelligence/fast on transformers>=5.1 and undefined tf backend are unrelated." + "reason": "Specific model-loading regression vs TensorFlow backend error; different problems." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "MLukeTokenizer task AttributeError and D-FINE loss handling are different areas." + "reason": "Different model-specific bugs with no shared code path evident." }, { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to SigLIP2 producing nonsensical outputs." + "reason": "Docs mismatch for a pipeline argument is not the same as a model producing bad results." }, { "left": "issue:43122", "right": "issue:43650", "accept": false, - "reason": "Tokenizer version drift and the unrelated placeholder issue are not duplicates." + "reason": "Different topics entirely." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error is unrelated to init_empty_weights receiving an unexpected argument." + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated." }, { "left": "issue:43262", "right": "issue:44521", "accept": false, - "reason": "Both involve chat templates, but one is audio sampling-rate defaults and the other is multimodal assistant masks." - }, - { - "left": "issue:43673", - "right": "issue:43761", - "accept": false, - "reason": "Chunked-prefill cache missing and CLIPVisionModel hidden_states omission are different code paths." - }, - { - "left": "issue:43525", - "right": "issue:43881", - "accept": false, - "reason": "Missing pad_token_id on Llama4Config and glm-4v-9b loading failure are not the same bug." + "reason": "Both involve apply_chat_template, but audio sampling-rate defaulting and multimodal assistant masks are distinct behaviors." }, { - "left": "issue:43525", - "right": "issue:43643", - "accept": false, - "reason": "A missing config attribute on Llama4Config is not the same as trust_remote_code returning incomplete AutoConfig fields." - }, - { - "left": "issue:44297", - "right": "issue:45397", - "accept": false, - "reason": "Tokenizer save metadata mismatch and gemma-4 zero3 loading failure are unrelated." - }, - { - "left": "issue:43450", - "right": "issue:44617", + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "Incorrect batched video shapes and CUDA OOM in Sam3Video are different failure modes." + "reason": "Generation cache handling and CLIPVisionModel hidden_states are unrelated." }, { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "They are related by Qwen3/MoE loading regression themes, but the concrete failures differ enough that they should not be merged as duplicates." + "reason": "Attention-kernel branching bug and ANSI-color logging are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is mostly conservative and grounded in the packet. The only accepted soft edge, issue:44462 with issue:44779, is a plausible tokenizer-regression match, and the other rejections are appropriately cautious. No PR pair mergeability issues apply since no PRs were provided." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -10192,20 +10156,23 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-390", + "cluster_id": "cluster-15354-391", "nodes": [ "issue:16998", "issue:22355", "issue:36246", "issue:41628", "issue:41950", + "issue:42491", "issue:42757", - "issue:43232", + "issue:43299", "issue:43352", - "issue:43526", - "issue:43596", + "issue:43450", + "issue:43525", + "issue:43643", "issue:43673", "issue:43824", + "issue:43881", "issue:43901", "issue:43976", "issue:44162", @@ -10213,6 +10180,7 @@ "issue:44242", "issue:44246", "issue:44295", + "issue:44297", "issue:44336", "issue:44351", "issue:44373", @@ -10220,32 +10188,34 @@ "issue:44496", "issue:44561", "issue:44589", + "issue:44617", "issue:44749", "issue:44779", "issue:44857", "issue:44871", "issue:44877", "issue:44964", - "issue:44987", - "issue:45003", "issue:45200", "issue:45250", "issue:45292", "issue:45362", "issue:45375", "issue:45397", - "issue:45459", "issue:45561", "issue:45563", "issue:45584", "issue:45593", - "issue:45701", - "issue:45759" + "issue:45701" ], "soft_pairs": [ + "issue:43525|issue:43881", + "issue:43525|issue:43643", + "issue:44297|issue:45397", + "issue:43450|issue:44617", + "issue:42491|issue:43299", "issue:44589|issue:45362", - "issue:41628|issue:43976", "issue:43901|issue:44246", + "issue:41628|issue:43976", "issue:44336|issue:44373", "issue:44242|issue:45593", "issue:43352|issue:45250", @@ -10263,246 +10233,227 @@ "issue:44242|issue:44857", "issue:45362|issue:45375", "issue:44162|issue:45200", - "issue:44779|issue:45292", "issue:44295|issue:44749", + "issue:44779|issue:45292", "issue:44877|issue:45375", "issue:45292|issue:45584", "issue:45292|issue:45701", - "issue:45561|issue:45563", - "issue:44987|issue:45459", - "issue:43901|issue:45003", - "issue:45375|issue:45759", - "issue:43232|issue:44336", - "issue:36246|issue:43596", - "issue:43526|issue:45003", - "issue:44496|issue:45003" + "issue:45561|issue:45563" ], - "prepared_review_unit_hash": "c4de05efbd22b3d964970fcb88b14b0001fe82faee546258bd16421f41eaad00", + "prepared_review_unit_hash": "ca213bd53244f9822ccd87d2f95ee4ee3ac802655f67a84f7d197b630493580c", "component_budget": { - "node_count": 390, - "item_count": 390, - "soft_pair_count": 1471, - "serialized_chars": 757027, - "estimated_input_tokens": 189257, - "estimated_eval_tokens": 378770 + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 36703, - "estimated_input_tokens": 9176, - "estimated_eval_tokens": 18608 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36541, + "estimated_input_tokens": 9136, + "estimated_eval_tokens": 18528 }, "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 bug reports, with a few surface-level overlaps around imports, configs, generation, and model-specific regressions. None of the soft edges look like true duplicates of the same underlying fix.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43824 is the clearest representative of the recurring top-level import/export regression theme and has the strongest user impact/engagement among the import-error reports.", + "summary": "The set is mostly a grab bag of unrelated transformer regressions and import/config issues. I don\u2019t see any strong duplicate PR candidates, and the soft issue pairs are mostly superficial overlaps (same subsystem or same model family, but different concrete failures), so I reject them all.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43824 is the clearest, high-signal bug report in the set: a concrete, reproducible import failure with multiple inbound references and broad user impact.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43824 is the best single issue to anchor the cluster because it is concrete, high-signal, and broadly representative of the import failure complaints.", + "best_issue_reason": "issue:43824 is the best anchor for duplicate triage because it is specific, actionable, and appears to have attracted the most downstream attention.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44589", - "right": "issue:45362", + "left": "issue:43525", + "right": "issue:43881", "accept": false, - "reason": "Different failures: Float8 storage lookup vs a Qwen chat runtime crash." + "reason": "Both are loading/import failures, but they hit different models and likely different code paths (Llama4 config vs GLM-4V load failure)." }, { - "left": "issue:41628", - "right": "issue:43976", + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "One is a missing config attribute on Llama4; the other is a trust_remote_code config field-loss bug. Similar theme, not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer config mismatch and ZeRO3 from_pretrained are unrelated failures." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Both mention video models, but one is a batched-shape bug and the other is CUDA OOM; different problems." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen MoE variants, but one is LoRA compatibility across versions and the other is a model-loading regression for Qwen3VL MoE." + }, + { + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "ImportError for AutoImageProcessor is unrelated to the Python-version compatibility regression." + "reason": "A Float8 storage import/storage error is not the same as a Qwen3.5 chat crash." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Docs mismatch for return_all_scores is not the same as intermittent slow imports." + "reason": "Docs mismatch for return_all_scores and intermittent import slowness are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import failure and Python-version compatibility regression are different issues." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "ANSI output bug and docstring typo are unrelated." + "reason": "ANSI escape handling in loading_report and a wrong docstring for position_ids are not the same bug." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Both mention losses, but they are different model-specific loss bugs." + "reason": "Both concern missing losses, but they affect different models/features and different loss terms." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "General Flash Attention support complaint vs a specific model limitation." + "reason": "Model-specific Flash Attention support error is not the same as a generic Flash Attention issue." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "Model_max_length question is unrelated to missing transformers.onnx." + "reason": "Model max length behavior and a missing transformers.onnx module are unrelated." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "position_ids buffer access bug is unrelated to ZeRO-3 from_pretrained loading." + "reason": "Buffer registration/position_ids error and ZeRO3 loading regression are different failures." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Slow import and unrecognized model config are different root causes." + "reason": "Import slowness and unrecognized model/config errors do not share the same underlying cause." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video pipeline image-processor lookup is unrelated to _torch_extract_fbank_features." + "reason": "Video-classification processor selection and audio feature extraction are unrelated." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Different missing imports in different modules." + "reason": "These are different missing-symbol import errors from different packages/modules." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Qwen2_5_VL export issue is distinct from HybridCache import failure." + "reason": "Both are import errors, but they expose different missing symbols and likely different export regressions." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "Loading-report ANSI codes and GLM-5 RoPE implementation are unrelated." + "reason": "Loading-report ANSI formatting and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "Generation cache regression is not the same as the removed helper breaking trust_remote_code models." + "reason": "Generation cache missing during chunked prefill and removal of is_torch_fx_available are distinct internal API breakages." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Missing exported symbol and Python support regression are different issues." + "reason": "A Qwen2.5-VL import error and a Python-version support issue are not the same underlying problem." }, { "left": "issue:43976", "right": "issue:44964", "accept": false, - "reason": "Python 3.9+ incompatibility is unrelated to loading a specific multimodal model." + "reason": "Different symptoms: one is version/platform incompatibility, the other is a specific multimodal model load failure." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import slowness and eos_token_id config inconsistency are unrelated." + "reason": "Import performance and Gemma eos_token_id inconsistency are unrelated." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Load-balancing loss omission is not the same as the float16 AMP crash." + "reason": "Load-balancing loss omission and LwDETR AMP crash are different model/training failures." }, { "left": "issue:45362", "right": "issue:45375", "accept": false, - "reason": "Qwen chat crash and missing config field are different bugs." + "reason": "Same Qwen3.5 family, but one is a chat crash and the other is a config-field/schema issue; too far apart to merge." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma 4 token-type defaulting are unrelated." + "reason": "ESM2 workflow breakage and Gemma 4 token-type defaults are unrelated." }, { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "Tokenizer regression and resize_token_embeddings output mismatch are different code paths." + "reason": "Position_ids buffer access and tokenizer slowdown after upgrade are unrelated." }, { - "left": "issue:44295", - "right": "issue:44749", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "IndexError on position_ids is unrelated to the post-upgrade filtering slowdown." + "reason": "Deepseek tokenizer regression and resize_token_embeddings not updating output embeddings are different bugs." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Strict granite_speech config loading and missing Qwen deepstack fields are different models/issues." + "reason": "Both touch strict config handling, but they affect different model configs and different failure modes; not enough to treat as the same bug." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "Embedding resize bug is unrelated to Whisper empty-transcription generation failure." + "reason": "Embedding resize behavior and Whisper empty-transcription generation are unrelated." }, { "left": "issue:45292", "right": "issue:45701", "accept": false, - "reason": "Embedding resize bug is unrelated to tokenizer changes across versions." + "reason": "Tokenizer-version changes and embedding resize behavior do not share a concrete code-path bug." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "pytest-xdist race on captured_info.txt is unrelated to a stale generation warning." - }, - { - "left": "issue:44987", - "right": "issue:45459", - "accept": false, - "reason": "Model-loading failure and tokenizer error masking are different problems." - }, - { - "left": "issue:43901", - "right": "issue:45003", - "accept": false, - "reason": "A docs issue is not the same as unsafe sys.modules access in modeling_utils." - }, - { - "left": "issue:45375", - "right": "issue:45759", - "accept": false, - "reason": "Missing config field and text_config unwrapping are different multimodal/model-loading bugs." - }, - { - "left": "issue:43232", - "right": "issue:44336", - "accept": false, - "reason": "Generation kwargs handling and ANSI report output are unrelated." - }, - { - "left": "issue:36246", - "right": "issue:43596", - "accept": false, - "reason": "Missing Qwen export and deepspeed/BertModel IndexError are unrelated." - }, - { - "left": "issue:43526", - "right": "issue:45003", - "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to sys.modules access." - }, - { - "left": "issue:44496", - "right": "issue:45003", - "accept": false, - "reason": "Unrecognized model config is unrelated to unsafe sys.modules access." + "reason": "A pytest-xdist race in testing utils and a stale generation warning are different issues entirely." } ] }, @@ -10524,58 +10475,64 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-390", + "cluster_id": "cluster-15354-391", "nodes": [ - "issue:28282", - "issue:30990", + "issue:36246", "issue:42886", - "issue:42994", "issue:43065", "issue:43232", "issue:43257", "issue:43262", "issue:43408", - "issue:43452", "issue:43475", - "issue:43482", + "issue:43526", "issue:43540", - "issue:43643", + "issue:43596", "issue:43646", "issue:43653", "issue:43673", - "issue:43827", + "issue:43901", "issue:43931", "issue:44060", "issue:44077", "issue:44162", "issue:44246", "issue:44297", - "issue:44361", + "issue:44336", "issue:44368", "issue:44466", + "issue:44496", "issue:44623", "issue:44734", - "issue:44749", "issue:44869", "issue:44933", "issue:44977", + "issue:44987", "issue:44995", "issue:45003", "issue:45137", "issue:45200", "issue:45229", - "issue:45310", "issue:45335", "issue:45356", + "issue:45375", "issue:45397", "issue:45459", "issue:45561", "issue:45563", "issue:45588", "issue:45600", - "issue:45656" + "issue:45656", + "issue:45759" ], "soft_pairs": [ + "issue:44987|issue:45459", + "issue:43901|issue:45003", + "issue:45375|issue:45759", + "issue:43232|issue:44336", + "issue:36246|issue:43596", + "issue:43526|issue:45003", + "issue:44496|issue:45003", "issue:43257|issue:45137", "issue:43065|issue:43408", "issue:44995|issue:45200", @@ -10589,232 +10546,218 @@ "issue:44368|issue:45563", "issue:45397|issue:45656", "issue:44060|issue:44077", - "issue:45003|issue:45561", "issue:43673|issue:44734", + "issue:45003|issue:45561", "issue:45137|issue:45600", "issue:43931|issue:44368", "issue:44869|issue:45356", "issue:44933|issue:45459", "issue:44297|issue:44623", "issue:43646|issue:44162", - "issue:43232|issue:43673", - "issue:44361|issue:44749", - "issue:43673|issue:43827", - "issue:43452|issue:45003", - "issue:28282|issue:30990", - "issue:44623|issue:45656", - "issue:42994|issue:43482", - "issue:43475|issue:43643", - "issue:44749|issue:45310" + "issue:43232|issue:43673" ], - "prepared_review_unit_hash": "cd2b6cc462cd565efdae892a81ea1645a257fed9036e8e0e29dba8156e43951e", + "prepared_review_unit_hash": "35a6b2bc05def2631ac5555e102f0398e95c70966fb2f877988d115500acdedf", "component_budget": { - "node_count": 390, - "item_count": 390, - "soft_pair_count": 1471, - "serialized_chars": 757027, - "estimated_input_tokens": 189257, - "estimated_eval_tokens": 378770 + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36631, - "estimated_input_tokens": 9158, - "estimated_eval_tokens": 18572 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36059, + "estimated_input_tokens": 9015, + "estimated_eval_tokens": 18286 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a loose collection of unrelated Transformers bug reports, mostly one-off regressions across different subsystems. The soft pairs are only superficially similar by broad topic and do not look like the same underlying bug/change.", - "confidence": 0.93, - "canonical_issue_reason": "issue:44466 is the best representative if one must choose: it describes a concrete, broadly impactful v5 regression around tied-weight serialization, with clearer generality than the more model-specific reports.", + "summary": "These are not duplicates overall: the soft pairs span unrelated bugs across tokenization, generation, model loading, SAM/Qwen, DeepSpeed, and docs/utilities. None of the candidate edges look like the same concrete underlying issue.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44466 is the strongest single issue to anchor the cluster because it is a well-scoped, reproducible v5 regression with broad downstream impact; the rest are mostly narrower or unrelated failures.", + "best_issue_reason": "issue:45003 is the most central node in the weak similarity graph, but it is still too generic to be a true duplicate anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Different failure modes: model import/config mismatch vs tokenizer error masking when protobuf is absent." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for `return_all_scores` is unrelated to unsafe `sys.modules` access in modeling internals." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal configs, but one is a missing config field and the other is `from_config` unwrapping; different bugs." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs update after `sync_gpus` is unrelated to ANSI codes emitted by loading report." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for a missing processor class and a DeepSpeed/BERT index error are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiT image processor label reduction bug is unrelated to `sys.modules` access in `modeling_utils`." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading failure is unrelated to the `sys.modules` access bug." + }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Different failures: Qwen3 MOE weight conversion/loading vs DeepSpeed ZeRO3 deque underflow. No shared code path." + "reason": "Both mention DeepSpeed, but one is Qwen3 MOE weight conversion and the other is a ZeRO3 deque underflow." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Both SAM3-related, but one is a dummy Conv2d design complaint and the other is a model-type/config mismatch warning." + "reason": "SAM3 pixel decoder dummy conv and sam3_video/sam3_tracker warning are different configuration/model-class issues." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "Stale cache/indexer crash vs Gemma4 text-only mm_token_type_ids defaulting. Unrelated mechanisms." + "reason": "GlmMoeDsa stale cache crash is unrelated to Gemma 4 `mm_token_type_ids` defaulting." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio processor sampling-rate default bug vs intermittent slow import. No common underlying defect." + "reason": "Audio chat-template sampling rate bug is unrelated to intermittent import latency." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache loading regression vs multi-GPU Gemma4 OOM. Different symptom and root cause." + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are unrelated." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Both video/SAM3/Qwen3Omni-adjacent, but the concrete attribute error and video input ValueError are different bugs." + "reason": "SAM3 vision encoder output attribute error and Qwen3OmniMoe video processing error are different bugs." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both involve embeddings/tied weights, but one is serialization inconsistency and the other is resize_token_embeddings not propagating to decoder.embed_tokens." + "reason": "Tied-weight serialization inconsistency and `resize_token_embeddings` not updating decoder embeddings are not the same code path." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Stale indexer cache crash vs flash_attention s_aux=None AttributeError. Not the same failure mode." + "reason": "Different failures: stale indexer cache on second forward vs flash-attention crash on `s_aux=None`." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "Tokenizer special-token decode bug vs broad ESM2 breakage. Too different to merge." + "reason": "BigBirdTokenizer special-token decode bug and ESM2 breakage are unrelated." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "Warning about tie_word_embeddings in Qwen3.5 fine-tuning vs flash-attention generation bug. Different concrete issue." + "reason": "Tie-word-embeddings warning and Qwen3.5 flash-attention generation failure are different bugs." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "Tie_word_embeddings warning vs stale num_return_sequences warning in paged generate. Only both are warnings." + "reason": "Stale `num_return_sequences` warning in paged generate is unrelated to the tie-word-embeddings warning." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Gemma-4 zero3 from_pretrained failure and optimizer.step called twice under deepspeed are separate training/runtime bugs." + "reason": "Gemma-4 ZeRO3 loading and duplicate optimizer steps under DeepSpeed are different problems." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Incorrect tied-weights warning in Qwen3-Next vs patchtsmixer post_init policy change. Not the same code path." + "reason": "Qwen3-Next tied-weights warning and patchtsmixer `post_init` policy are unrelated." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:43673", + "right": "issue:44734", "accept": false, - "reason": "sys.modules access bug in modeling_utils vs pytest-xdist race on captured_info.txt. Different layers entirely." + "reason": "Chunked-prefill cache handling and KV-cache continuation in `transformers serve` are different concrete paths." }, { - "left": "issue:43673", - "right": "issue:44734", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "Generation cache missing in v5 chunked_prefill vs serve KV-cache continuation tensor indexing crash. Both generation-related but distinct bugs." + "reason": "`sys.modules` access bug is unrelated to a pytest-xdist race in captured_info handling." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error vs auto_mappings referencing removed Sam3LiteText configs. One is runtime, the other CI/config cleanup." + "reason": "ZeRO3 deque underflow and removed Sam3LiteText auto-mapping references are unrelated." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch vs Qwen3.5 tie_word_embeddings warning. Same family only at a very broad level." - }, - { - "left": "issue:44869", - "right": "issue:45356", - "accept": false, - "reason": "Whisper timestamp decode crash vs Kimi-K2.5 tokenizer regression. Different models and failure surfaces." - }, - { - "left": "issue:44933", - "right": "issue:45459", - "accept": false, - "reason": "Missing/nonexistent image_utils import vs protobuf exception masking tokenizer errors. Both import-path related but not the same bug." - }, - { - "left": "issue:44297", - "right": "issue:44623", - "accept": false, - "reason": "Tokenizer.save_pretrained writes wrong tokenizer_class vs processor.save_pretrained missing files. Related persistence area, but different artifacts and fixes." - }, - { - "left": "issue:43646", - "right": "issue:44162", - "accept": false, - "reason": "Custom model initialization breaking in Transformers 5.0.0 vs ESM2 breakage. The latter is model-specific and not clearly the same regression." - }, - { - "left": "issue:43232", - "right": "issue:43673", - "accept": false, - "reason": "Post-sync_gpus generation kwargs update issue vs missing GenerationMixin cache in chunked_prefill. Different generation internals." - }, - { - "left": "issue:44361", - "right": "issue:44749", - "accept": false, - "reason": "MLukeTokenizer AttributeError on tasks vs Chinese report of slower filtering after upgrade. Not the same bug." - }, - { - "left": "issue:43673", - "right": "issue:43827", - "accept": false, - "reason": "Generation cache regression vs docs still referencing removed pipeline(). One is runtime code, the other documentation cleanup." - }, - { - "left": "issue:43452", - "right": "issue:45003", - "accept": false, - "reason": "gguf_file breaks tokenizer/model loading vs unsafe sys.modules access. Both loading-related, but not the same concrete defect." + "reason": "Qwen3-VL weight-shape mismatch and a tie-word-embeddings warning are not the same issue." }, { - "left": "issue:28282", - "right": "issue:30990", + "left": "issue:44869", + "right": "issue:45356", "accept": false, - "reason": "PyTorch missing ImportError for AutoModel vs Sentence Transformers getting stuck loading. Different environments and symptoms." + "reason": "Whisper trailing-replacement decode crash and Kimi-K2.5 tokenizer regression are different tokenizer bugs." }, { - "left": "issue:44623", - "right": "issue:45656", + "left": "issue:44933", + "right": "issue:45459", "accept": false, - "reason": "Missing files on processor.save_pretrained vs deepspeed optimizer step called twice. No shared underlying bug." + "reason": "Missing image_utils import and protobuf-related tokenizer error hiding are unrelated." }, { - "left": "issue:42994", - "right": "issue:43482", + "left": "issue:44297", + "right": "issue:44623", "accept": false, - "reason": "Quantized model saving failure vs Qwen2.5-GGUF loading failure in v5. Save vs load path; not mergeable." + "reason": "Tokenizer save metadata mismatch and processor save missing files are similar area but different serialization bugs." }, { - "left": "issue:43475", - "right": "issue:43643", + "left": "issue:43646", + "right": "issue:44162", "accept": false, - "reason": "SAM3 video encoder output missing attribute vs AutoConfig trust_remote_code missing fields. Different model/config layers." + "reason": "Transformers 5.0 custom model init regression and ESM2 breakage are too broad to be the same concrete bug." }, { - "left": "issue:44749", - "right": "issue:45310", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "Performance regression after upgrade vs Qwen3.5 MOE from_pretrained error in transformers>=5.4.0. Not the same failure." + "reason": "Generation kwargs update after `sync_gpus` and missing generation cache in v5.0.0 are distinct generation regressions." } ] }, @@ -10836,10 +10779,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-390", + "cluster_id": "cluster-15354-391", "nodes": [ + "issue:28282", "issue:30990", - "issue:35141", "issue:36010", "issue:41628", "issue:42175", @@ -10847,29 +10790,30 @@ "issue:42371", "issue:42673", "issue:42831", - "issue:42898", "issue:42994", - "issue:43232", "issue:43377", + "issue:43452", "issue:43475", + "issue:43482", "issue:43525", + "issue:43643", + "issue:43673", "issue:43704", - "issue:43784", "issue:43824", + "issue:43827", "issue:43901", "issue:44038", - "issue:44188", "issue:44222", "issue:44242", "issue:44351", + "issue:44361", "issue:44496", - "issue:44568", "issue:44623", "issue:44661", "issue:44749", - "issue:44792", "issue:44933", "issue:44964", + "issue:45003", "issue:45081", "issue:45092", "issue:45103", @@ -10884,10 +10828,17 @@ "issue:45561", "issue:45600", "issue:45656", - "issue:45712", - "issue:45812" + "issue:45712" ], "soft_pairs": [ + "issue:44361|issue:44749", + "issue:43673|issue:43827", + "issue:43452|issue:45003", + "issue:28282|issue:30990", + "issue:44623|issue:45656", + "issue:42994|issue:43482", + "issue:43475|issue:43643", + "issue:44749|issue:45310", "issue:42371|issue:45092", "issue:44749|issue:45656", "issue:43475|issue:45381", @@ -10910,221 +10861,245 @@ "issue:43377|issue:44242", "issue:44038|issue:45310", "issue:44496|issue:45561", - "issue:44964|issue:45137", "issue:45561|issue:45600", - "issue:43901|issue:45561", - "issue:30990|issue:35141", - "issue:42898|issue:44568", - "issue:43232|issue:44792", - "issue:43232|issue:44188", - "issue:42898|issue:45812", - "issue:43784|issue:43824" + "issue:44964|issue:45137", + "issue:43901|issue:45561" ], - "prepared_review_unit_hash": "3b6fa28564806d2a8ba76cbebd0623c2a4459456cbf8464b6da6a4e5f8691454", + "prepared_review_unit_hash": "fe0054fe36a6787e4e6633af71d8d48153e11fb779b90b5dfcc389e1d3ce0587", "component_budget": { - "node_count": 390, - "item_count": 390, - "soft_pair_count": 1471, - "serialized_chars": 757027, - "estimated_input_tokens": 189257, - "estimated_eval_tokens": 378770 + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36919, - "estimated_input_tokens": 9230, - "estimated_eval_tokens": 18716 + "soft_pair_count": 33, + "serialized_chars": 37395, + "estimated_input_tokens": 9349, + "estimated_eval_tokens": 18954 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous bundle of unrelated Transformers issues, but not a single unique duplicate island: there are at least two duplicate-like mini-clusters, the Qwen3ForCausalLM VRAM leak pair (42673/43704) and the identical-titled Qwen3.5 Moe from_pretrained error pair (45310/45478). The remaining soft-edge candidates still look distinct, so this is largely separate bugs with a couple of clear duplicates.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 42673 is a strong anchor because it has an exact duplicate counterpart (43704) and a specific, self-contained VRAM leak report. It is still one of the clearest representatives even though the cluster also contains another duplicate-like Qwen3.5 Moe pair elsewhere.", + "summary": "This cluster is mostly heterogeneous: a few import/export regressions and a couple of exact duplicate Qwen3.5-Moe issues, but most pairs are unrelated model-specific bugs, docs, or performance reports.", + "confidence": 0.41, + "canonical_issue_reason": "Issue 41628 is the broadest, most representative import-regression report in the set; several nearby issues are also import/export breakages. The rest of the cluster is too mixed for a stronger canonical choice.", "canonical_pr_reason": null, - "best_issue_reason": "42673 is the best single issue representative because it is concrete, well-scoped, and backed by an exact duplicate report. It is not the only duplicate-like topic in the packet, but it remains the cleanest canonical issue.", + "best_issue_reason": "41628 is the best single issue to anchor the cluster, but only loosely: it captures the general transformers import breakage theme better than the more model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer attribute error vs. a throughput regression; different failure modes and code paths." + }, + { + "left": "issue:43673", + "right": "issue:43827", + "accept": false, + "reason": "Runtime cache bug vs. documentation referencing removed pipeline APIs; not the same underlying change." + }, + { + "left": "issue:43452", + "right": "issue:45003", + "accept": false, + "reason": "gguf loading failure vs. unsafe sys.modules access; related area, but not the same concrete bug." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch missing dependency error vs. sentence-transformers hanging on load; different symptoms and causes." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save/export problem vs. deepspeed optimizer double-step; unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure vs. GGUF loading failure in v5; both serialization/loading related but not one bug." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 video output attribute mismatch vs. missing fields from trust_remote_code config loading; different defects." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Performance slowdown after upgrade vs. Qwen3.5-Moe from_pretrained error; not the same issue." + }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "Different problems: TF32 settings guidance vs an InternVL2/meta-init incompatibility." + "reason": "TF32 API guidance/docs issue vs. remote-code meta-init incompatibility; unrelated." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Unrelated bugs: tokenizer/filtering slowdown vs optimizer step being called twice under DeepSpeed." + "reason": "Data filtering slowdown vs. deepspeed optimizer stepping twice; different subsystems." }, { "left": "issue:43475", "right": "issue:45381", "accept": false, - "reason": "Both are vision-related, but they describe different model/code-path failures and different symptoms." + "reason": "Different multimodal model bugs: missing attribute vs. wrong video position ids." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Different issues: Qwen3-VL-Moe loading vs processor.save_pretrained missing files." + "reason": "Qwen3-VL-Moe upgrade bug vs. processor save_pretrained missing files; no concrete overlap." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "No shared underlying bug is evident; generic bug report vs Gemma-4 ZeRO3 loading failure." + "reason": "Generic bug report vs. Gemma-4 zero3 from_pretrained failure; too little evidence of sameness." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and likely different fixes." + "reason": "Both are import-related, but they refer to different missing symbols and different modules." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Tokenizer backend crash and auto-docstring future-annotations crash are unrelated." + "reason": "Tokenizer regex patch crash vs. auto-docstring annotation handling crash; different code paths." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Different failures: quantized model saving vs missing pad_token_id on Llama4Config." + "reason": "Quantized save failure vs. missing pad_token_id on Llama4Config; not the same bug." }, { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "Same model family, but one is a missing config field and the other is a generic from_pretrained error; not enough evidence they're the same bug." + "reason": "Related Qwen3.5-Moe family, but one is a missing config field and the other is a broader from_pretrained error." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Same title and same VRAM leak symptom for Qwen3ForCausalLM; this looks like the same underlying issue." + "reason": "Same title, same model, same VRAM leak in multiple dataloader threads; clear duplicate." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM 3 video encoder attribute issue vs. tokenizer mapping add-new-model-like failure; unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Broad Qwen3.5-Moe load error vs. missing deepstack_visual_indexes field; related family, but not the same defect." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both import errors, but different missing exports and likely different fixes." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "Both mention FP8, but one is an accuracy issue and the other is a save_pretrained failure." + "reason": "FP8 accuracy issue vs. FP8 save_pretrained failure; different symptom and scope." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Different model families and different bugs: VitPose breakage vs Gemma 4 token-type defaults." + "reason": "VitPose breakage vs. Gemma 4 token-type defaulting; unrelated models and behavior." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "Different bugs: FP8 save_pretrained failure vs Qwen3.5-Moe from_pretrained error." + "reason": "FP8 save_pretrained moe vs. Qwen3.5-Moe from_pretrained error; not the same underlying bug." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Unrelated: quantized saving failure vs missing Qwen2.5-VL import." + "reason": "Quantized model saving failure vs. missing Qwen2_5_VL symbol import; different issues." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Different concerns: backend dependency packaging vs leftover dummy classes in repo checks." + "reason": "TensorFlow backend packaging issue vs. leftover dummy class cleanup; unrelated." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they concern different missing APIs and likely different root causes." + "reason": "Both import-name failures, but for different symbols and regression surfaces." }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "Different model behaviors: batched-vs-single mismatch vs router loss calculation." + "reason": "Padding-mask correctness bug vs. router-logits auxiliary-loss bug; distinct model behaviors." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Related model family, but the titles point to different generations/version-specific load errors." + "reason": "Both involve Qwen MOE variants, but the reported failures are different and not mergeable as one fix." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Completely unrelated: model auto-detection failure vs xdist file-race in testing utils." - }, - { - "left": "issue:44964", - "right": "issue:45137", - "accept": false, - "reason": "Different subsystems and symptoms: multimodal model loading vs DeepSpeed ZeRO3 deque error." + "reason": "Model config recognition failure vs. xdist file race; unrelated." }, { "left": "issue:45561", "right": "issue:45600", "accept": false, - "reason": "Testing race condition vs CI breakage from stale auto_mappings references; not the same bug." - }, - { - "left": "issue:43901", - "right": "issue:45561", - "accept": false, - "reason": "Docs/behavior mismatch for pipeline output vs xdist file race are unrelated." - }, - { - "left": "issue:30990", - "right": "issue:35141", - "accept": false, - "reason": "Sentence Transformers loading hang and embedding reinit are unrelated regressions." - }, - { - "left": "issue:42898", - "right": "issue:44568", - "accept": false, - "reason": "Both are tokenizer regressions, but they affect different behaviors and different code paths." - }, - { - "left": "issue:43232", - "right": "issue:44792", - "accept": false, - "reason": "Generation kwargs bug vs Janus image-generation test failure; no clear shared underlying defect." - }, - { - "left": "issue:43232", - "right": "issue:44188", - "accept": false, - "reason": "Different issues in generation/attention internals; not the same concrete bug." + "reason": "Test-worker race condition vs. stale auto_mappings references; different root causes." }, { - "left": "issue:42898", - "right": "issue:45812", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "Both are tokenization regressions, but one is cleanup-space behavior and the other is wrong token IDs for Granite models." + "reason": "Model loading failure vs. DeepSpeed ZeRO3 deque underflow; unrelated." }, { - "left": "issue:43784", - "right": "issue:43824", + "left": "issue:43901", + "right": "issue:45561", "accept": false, - "reason": "Both are import regressions, but they are for different missing symbols and different packages/models." + "reason": "Docs mismatch vs. test-worker race; no shared bug." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The summary overstates uniqueness: the packet contains another obvious duplicate-like pair with identical titles, issue:45310 and issue:45478 (`[BUG] transformers>=5.4.0, Qwen3.5 Moe from_pretrained error`), so it is not grounded to say 42673/43704 is the only clear duplicate-like pair. The rest of the soft-edge rejections are generally conservative, but the omission makes the canonicality claim too strong." + "accept": true, + "feedback": "The summary is well grounded in the packet: it correctly characterizes the cluster as mixed, notes the exact duplicate Qwen3.5-Moe pair, and uses 41628 as a broad import-regression anchor without overstating it. The soft-edge verdicts are mostly conservative false negatives, with the one true duplicate (42673/43704) supported by identical titles." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -11140,10 +11115,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-390", + "cluster_id": "cluster-15354-391", "nodes": [ - "issue:28282", "issue:30333", + "issue:30990", "issue:33290", "issue:34689", "issue:35141", @@ -11157,7 +11132,8 @@ "issue:43278", "issue:43479", "issue:43723", - "issue:43873", + "issue:43784", + "issue:43824", "issue:43874", "issue:43976", "issue:44060", @@ -11165,19 +11141,17 @@ "issue:44188", "issue:44206", "issue:44222", - "issue:44263", "issue:44295", "issue:44297", "issue:44373", "issue:44448", - "issue:44484", "issue:44568", "issue:44623", "issue:44734", "issue:44779", + "issue:44792", "issue:44869", "issue:44933", - "issue:44945", "issue:44964", "issue:44977", "issue:45092", @@ -11189,10 +11163,17 @@ "issue:45405", "issue:45656", "issue:45712", + "issue:45812", "issue:45834" ], "soft_pairs": [ + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:43232|issue:44792", + "issue:43232|issue:44188", + "issue:42898|issue:45812", "issue:44188|issue:44373", + "issue:43784|issue:43824", "issue:43278|issue:45137", "issue:44623|issue:45310", "issue:44734|issue:45103", @@ -11204,13 +11185,13 @@ "issue:42898|issue:44779", "issue:45405|issue:45712", "issue:42898|issue:44448", - "issue:43479|issue:44079", "issue:44188|issue:44964", + "issue:43479|issue:44079", "issue:44295|issue:45656", "issue:44933|issue:45712", "issue:42175|issue:44933", - "issue:43976|issue:44933", "issue:44222|issue:44297", + "issue:43976|issue:44933", "issue:43479|issue:44869", "issue:44297|issue:45656", "issue:44206|issue:45103", @@ -11220,252 +11201,246 @@ "issue:41628|issue:42757", "issue:43232|issue:45834", "issue:30333|issue:34689", - "issue:43723|issue:44977", - "issue:43873|issue:44945", - "issue:44222|issue:44484", - "issue:28282|issue:30333", - "issue:44297|issue:45310", - "issue:30333|issue:35141", - "issue:44263|issue:45092" + "issue:43723|issue:44977" ], - "prepared_review_unit_hash": "76abcf35ebffda7a534fa5b9c3807424c1a65dcf782c86990b5c78496d69880f", + "prepared_review_unit_hash": "9296a468d961cd9fa12ee9f115f4e981bfe2b8a52c64ba32d186e983a5290e6b", "component_budget": { - "node_count": 390, - "item_count": 390, - "soft_pair_count": 1471, - "serialized_chars": 757027, - "estimated_input_tokens": 189257, - "estimated_eval_tokens": 378770 + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38117, - "estimated_input_tokens": 9530, - "estimated_eval_tokens": 19316 + "serialized_chars": 38195, + "estimated_input_tokens": 9549, + "estimated_eval_tokens": 19354 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous mix of unrelated Transformers bugs and regressions. The soft similarities are driven by shared vocabulary around v5, loading, tokenizers, and training rather than the same underlying defect. No PRs are present.", - "confidence": 0.94, - "canonical_issue_reason": "issue:30333 is the most connected node in this set and is broad enough to serve as the cluster anchor, though it is not a true duplicate of the others.", + "summary": "This cluster is broadly heterogeneous: mostly unrelated regressions around tokenizers, model loading, generation, imports, and DeepSpeed. No soft pair looks like a true duplicate, so there is no strong merge candidate among the listed artifacts.", + "confidence": 0.83, + "canonical_issue_reason": "issue:42898 is the most representative concrete bug in the set: a clear v5 tokenizer-behavior regression with broader relevance than the model-specific reports around it.", "canonical_pr_reason": null, - "best_issue_reason": "issue:30333 is the best representative issue for the cluster because it has the highest soft-edge connectivity and a broad training/workflow scope.", + "best_issue_reason": "issue:42898 is the best anchor issue because it describes a specific, user-visible regression and is broad enough to stand as a representative tokenizer bug, even though the cluster does not contain true duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Different failures: loading hangs for Sentence Transformers vs embedding reinitialization after resize. No shared code-path bug." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different behaviors and models: cleanup spacing vs BOS/EOS insertion." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation state update after sync_gpus is unrelated to a Janus image-generation test failure." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Different generation/attention paths; one is sync_gpus kwargs handling, the other is torch.compile branch divergence in attention kernels." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both concern tokenization regressions, but the concrete bug differs: cleanup spacing vs Granite token IDs across all models." + }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Attention-kernel branching under torch.compile is unrelated to a docstring typo for position_ids." + "reason": "Attention-kernel branching and a docstring typo are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different import errors in different packages/models; not the same underlying bug." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Embedding dtype drift in evaluation is not the same bug as a DeepSpeed ZeRO3 deque IndexError." + "reason": "BF16-to-FP32 dtype change in evaluation is unrelated to DeepSpeed ZeRO3 deque underflow." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Missing processor save files and a Qwen3.5 MoE from_pretrained failure are different code paths." + "reason": "Processor save_pretrained file omission is unrelated to Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "KV-cache continuation indexing in serve is unrelated to an auto_docstring annotations crash." + "reason": "KV-cache indexing crash in serve and auto_docstring future-annotations crash are different subsystems and bugs." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow reporting on failed jobs and adafactor OOM in DeepSpeed are distinct training issues." + "reason": "MLFlow job status reporting and an Adafactor/DeepSpeed OOM are unrelated." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Tokenizer loading in v5 and missing add_special_tokens behavior are separate tokenizer regressions." + "reason": "Tokenizer loading in v5 and add_special_tokens behavior for mdeberta are different issues." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "A tied-weights warning in Qwen3-Next is not the same as missing _tp_plan in Qwen3_5Moe." + "reason": "Tied-weights warning in Qwen3-Next is unrelated to missing _tp_plan in Qwen3.5 MoE." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "These are different tokenizer regressions affecting different models and failure modes." + "reason": "Both are tokenizer regressions, but they target different models and failures (spacing behavior vs codec handling/warning)." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "A missing image-patch method and meta-init incompatibility are unrelated multimodal loading bugs." + "reason": "Both are multimodal loading issues, but they involve different models and mechanisms; not the same bug." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer-related, but they describe different regressions in different tokenizers/models." + "reason": "Different tokenizer regressions for different model families; no shared concrete failure mode." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "A PEFT version pin issue is unrelated to leftover dummy classes in the repo." + "reason": "Package version bump problem and leftover dummy class cleanup are unrelated." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "These concern different output/behavior regressions and are not the same underlying tokenizer bug." + "reason": "Pegasus output differences are a separate model regression from clean_up_tokenization_spaces behavior changes." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:44188", + "right": "issue:44964", "accept": false, - "reason": "Phi4 multimodal config initialization and ModelOutput key assignment are different None-handling bugs." + "reason": "Attention kernel divergence and Phi-4 multimodal loading are unrelated." }, { - "left": "issue:44188", - "right": "issue:44964", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "Attention kernel divergence and Phi-4 multimodal loading failure do not share a concrete code path." + "reason": "Both mention None handling, but one is config initialization and the other is ModelOutput key assignment; different code paths." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Reading position_ids after buffer registration is unrelated to DeepSpeed calling optimizer.step twice." + "reason": "Position_ids buffer read error and double optimizer step under DeepSpeed are unrelated." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "A missing image_utils import and dummy-class cleanup are different repository maintenance issues." + "reason": "Missing image_utils import and dummy PT object cleanup are not the same issue." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Missing tensorflow backend in extras and a nonexistent image_utils import are separate import problems." + "reason": "TensorFlow extra/backend packaging and image_utils import exposure are unrelated." }, { - "left": "issue:43976", - "right": "issue:44933", + "left": "issue:44222", + "right": "issue:44297", "accept": false, - "reason": "Python version support regression and a missing image_utils symbol are not the same defect." + "reason": "Both involve save_pretrained, but one is FP8/MoE serialization and the other is tokenizer config class metadata; different bugs." }, { - "left": "issue:44222", - "right": "issue:44297", + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "FP8 save_pretrained behavior and tokenizer_class metadata mismatch affect different save paths." + "reason": "Python version compatibility and a missing import are unrelated." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Phi4 config defaults and Whisper word timestamp decoding crash are unrelated." + "reason": "Phi4Multimodal config defaults and Whisper timestamp decoding are unrelated." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer config mismatch is unrelated to DeepSpeed double optimizer steps." + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to DeepSpeed double-step behavior." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Unsupported center argument in LasrFeatureExtractor is unrelated to the auto_docstring annotations crash." + "reason": "Feature-extractor argument incompatibility and auto_docstring future-annotation crash are different bugs." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FineGrainedFP8 accuracy issues are not the same as missing files in processor.save_pretrained." + "reason": "FP8 accuracy concerns and processor.save_pretrained missing files are unrelated." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "FP8 MoE save issues and processor file export issues touch different save code paths." + "reason": "Different save_pretrained failures in different components; not mergeable as one fix." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "Failed-job MLflow reporting and compute_loss signature changes are separate trainer issues." + "reason": "MLFlow reporting failure and CustomTrainer compute_loss signature breakage are unrelated." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "These are both import errors, but for different symbols and dependency breakages." + "reason": "Two separate import errors from different dependencies; no common code-path." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation kwargs updates after sync_gpus are unrelated to Kosmos2.5 OCR index errors." + "reason": "Generation kwargs handling and Kosmos2.5 OCR long-input indexing are unrelated." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLflow reporting on failure is unrelated to a model-loading regression for Llama 3.2 Vision." + "reason": "Training-job MLFlow reporting and Llama 3.2 vision model loading are unrelated." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer load failures and flash-attention generation issues are different bugs." - }, - { - "left": "issue:43873", - "right": "issue:44945", - "accept": false, - "reason": "Quantization/offloading behavior and pipeline-parallel output mismatch are different runtime issues." - }, - { - "left": "issue:44222", - "right": "issue:44484", - "accept": false, - "reason": "FP8 save_pretrained MoE behavior is unrelated to the max_shard_size default question." - }, - { - "left": "issue:28282", - "right": "issue:30333", - "accept": false, - "reason": "PyTorch import availability and MLflow reporting on failed training jobs are unrelated." - }, - { - "left": "issue:44297", - "right": "issue:45310", - "accept": false, - "reason": "Tokenizer_class metadata mismatch and Qwen3.5 MoE from_pretrained failure are different problems." - }, - { - "left": "issue:30333", - "right": "issue:35141", - "accept": false, - "reason": "MLflow job reporting and embedding reinitialization in post_init are unrelated." - }, - { - "left": "issue:44263", - "right": "issue:45092", - "accept": false, - "reason": "GlmMoeDsaIndexer split semantics and InternVL2 meta-init compatibility are different bugs." + "reason": "Tokenizer loading regression and Qwen3.5 flash-attention generation bug are different problems." } ] }, @@ -11487,12 +11462,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-390", + "cluster_id": "cluster-15354-391", "nodes": [ "issue:22355", "issue:28282", + "issue:30333", "issue:30990", - "issue:33357", + "issue:35141", "issue:38175", "issue:39401", "issue:41628", @@ -11500,7 +11476,6 @@ "issue:42757", "issue:42831", "issue:42886", - "issue:42907", "issue:42994", "issue:43066", "issue:43232", @@ -11508,30 +11483,29 @@ "issue:43576", "issue:43644", "issue:43723", - "issue:43756", "issue:43784", "issue:43824", + "issue:43873", "issue:44038", - "issue:44060", - "issue:44117", + "issue:44222", "issue:44261", "issue:44263", "issue:44295", + "issue:44297", "issue:44360", "issue:44373", "issue:44483", + "issue:44484", "issue:44485", "issue:44514", "issue:44568", "issue:44623", - "issue:44704", "issue:44871", "issue:44913", "issue:44945", "issue:45092", "issue:45103", "issue:45278", - "issue:45290", "issue:45310", "issue:45357", "issue:45406", @@ -11539,10 +11513,16 @@ "issue:45753" ], "soft_pairs": [ + "issue:43873|issue:44945", + "issue:44222|issue:44484", + "issue:44297|issue:45310", + "issue:28282|issue:30333", + "issue:44263|issue:45092", + "issue:30333|issue:35141", "issue:44483|issue:45406", "issue:44263|issue:44360", - "issue:44514|issue:45103", "issue:44373|issue:44485", + "issue:44514|issue:45103", "issue:43479|issue:43644", "issue:44295|issue:44623", "issue:44261|issue:45092", @@ -11553,8 +11533,8 @@ "issue:42886|issue:42994", "issue:41628|issue:43824", "issue:22355|issue:28282", - "issue:39401|issue:44568", "issue:42831|issue:45310", + "issue:39401|issue:44568", "issue:44263|issue:44373", "issue:44945|issue:45753", "issue:42831|issue:44038", @@ -11562,215 +11542,216 @@ "issue:43576|issue:43784", "issue:42886|issue:43066", "issue:43232|issue:45593", - "issue:42371|issue:44263", - "issue:43756|issue:44060", - "issue:44117|issue:44704", - "issue:30990|issue:33357", - "issue:42907|issue:44945", - "issue:44704|issue:45290" + "issue:42371|issue:44263" ], - "prepared_review_unit_hash": "1ea5f8c2bea51c34c555464996d409cdfe66948f4e6b73b648ab69352a275f2d", + "prepared_review_unit_hash": "30be542d78a69878b91f4c1c4562e210f801a3b64d0a079daa04bd5fc8de812c", "component_budget": { - "node_count": 390, - "item_count": 390, - "soft_pair_count": 1471, - "serialized_chars": 757027, - "estimated_input_tokens": 189257, - "estimated_eval_tokens": 378770 + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36004, - "estimated_input_tokens": 9001, - "estimated_eval_tokens": 18258 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35689, + "estimated_input_tokens": 8923, + "estimated_eval_tokens": 18102 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous; the soft pairs mostly share only subsystem-level similarity (imports, tokenizers, save/load, multimodal, generation) but not the same concrete bug. No soft pair is a safe duplicate merge candidate.", - "confidence": 0.72, - "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set: it describes many import errors after upgrading to v5.5.0, so it is the most representative issue for this mixed regression cluster.", + "summary": "This cluster is heterogeneous: most pairs are superficially related by broad subsystem or v5 regression themes, but they do not describe the same concrete bug/change. I found no true duplicate pair to merge, though issue 45278 is the broadest umbrella candidate among the import-error reports.", + "confidence": 0.84, + "canonical_issue_reason": "No single issue cleanly represents the whole set; the cluster is not a true duplicate group. If an umbrella must be chosen, issue 45278 is the broadest because it covers multiple import failures after a 4.57.0\u21925.5.0 upgrade.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the strongest cluster anchor because it is open, broad, and directly captures a large class of upgrade-related import failures rather than a single narrow symptom.", + "best_issue_reason": "issue:45278 is the best global anchor because it is the most general, still-open report and plausibly subsumes several import-related regressions, but it is not a precise duplicate target for the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Different problems: quantization/offloading behavior vs incorrect output under pipeline parallelism." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "One is about FP8 MoE save_pretrained behavior; the other is about max_shard_size documentation/behavior. Not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer config mismatch on save vs Qwen3.5 MoE from_pretrained failure; different code paths and symptoms." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "PyTorch missing import error vs MLflow reporting after failed training. No shared underlying defect." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "DSA indexer torch.split issue vs remote-code checkpoint/meta-init incompatibility. Unrelated failures." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow failure reporting vs embedding resize reinitialization in post_init. Different subsystems and causes." + }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Different failures: chat/completions request validation vs Gemma4Processor missing _tokenizer during serve startup." + "reason": "API request rejection vs Gemma4Processor missing _tokenizer. Not the same failure mode." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Unrelated bugs in the same general area; one is torch.split return handling, the other is a missing ReLU in a DSA indexer." + "reason": "Both mention the DSA indexer, but one is about torch.split return values and the other about a missing ReLU. Different bugs." }, { - "left": "issue:44514", - "right": "issue:45103", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "Batched chat template crash is unrelated to the auto_docstring AttributeError from future annotations." + "reason": "Docstring mismatch for position_ids vs RoPE implementation bug. One is documentation, the other is code behavior." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:44514", + "right": "issue:45103", "accept": false, - "reason": "A docstring mistake is not the same bug as the GLM-5 RoPE implementation issue." + "reason": "Batched chat-template crash vs auto-docstring AttributeError with future annotations. Not the same code path." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Config defaulting when None and non-persistent buffer junk are different code paths and symptoms." + "reason": "Config default initialization bug vs non-persistent buffer corruption. Different model lifecycle issues." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Registering position_ids as a buffer is unrelated to processor.save_pretrained missing files." + "reason": "Buffer registration/read error for position_ids vs processor save_pretrained missing files. Not a duplicate." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "LayerNorm epsilon precision mismatch and remote-code meta-init incompatibility are distinct problems." + "reason": "RMS norm epsilon precision issue in MLA vs meta initialization incompatibility. Different underlying defects." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Meta-initialization incompatibility for old checkpoints is not the same as incorrect visual encoder keys on save_pretrained." + "reason": "Meta-init incompatibility for old checkpoints vs incorrect visual encoder keys on save_pretrained. Not the same bug." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Tokenizer loading regression and eos_token_id config inconsistency are different issues." + "reason": "AutoTokenizer load issue in v5 vs eos_token_id inconsistency for Gemma-3. Different tokenizer problems." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence-Transformers loading stall and zero-probabilities on SigLIP2 are unrelated behaviors." + "reason": "Stuck loading Sentence Transformers vs zero probabilities in a specific SigLIP2 model. No shared concrete defect." }, { "left": "issue:43479", "right": "issue:44913", "accept": false, - "reason": "Different model config bugs: Phi4 multimodal defaults vs GPTNeoX rotary_pct reload." + "reason": "Default config initialization on None vs rotary_pct not persisting on reload. Separate config bugs." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline tokenizer cache loading and quantized model saving are separate failure modes." + "reason": "Offline cache load failure for tokenizers vs quantized model saving failure. Different features and failure modes." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they concern different missing exports and likely different fixes." + "reason": "Both are import errors, but for different missing symbols and likely different breakages. Too broad to merge." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "onnx module import failure is not the same as missing PyTorch for AutoModel." + "reason": "Missing transformers.onnx module vs AutoModel requiring PyTorch. Different imports and causes." }, { - "left": "issue:39401", - "right": "issue:44568", + "left": "issue:42831", + "right": "issue:45310", "accept": false, - "reason": "Wrong offset_mapping and BOS/EOS insertion behavior are distinct tokenizer bugs." + "reason": "FineGrainedFP8 accuracy regression vs Qwen3.5 MoE from_pretrained error. Not the same issue." }, { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:39401", + "right": "issue:44568", "accept": false, - "reason": "FineGrainedFP8 accuracy and Qwen3.5 MoE from_pretrained errors are unrelated." + "reason": "Qwen3 offset_mapping bug vs mdeberta add_special_tokens regression. Both tokenizer-related, but not the same concrete bug." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "A runtime tensor split bug is not a docstring typo." + "reason": "DSA indexer runtime bug vs a wrong docstring. No shared underlying change." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline parallelism output corruption and an image-specific infinite loop are different LLM-generation problems." + "reason": "Pipeline-parallelism output bug vs Qwen3.5 infinite loop on a specific image. Different model behaviors and triggers." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FineGrainedFP8 accuracy regression and Qwen3-VL-Moe loading bug are not the same issue." + "reason": "FineGrainedFP8 accuracy issue vs Qwen3-VL-Moe bug in v5. Not the same concrete defect." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "A single missing huggingface_hub symbol and a broad multi-import regression after upgrade are related only at subsystem level, not the same bug." + "reason": "Specific missing import from huggingface_hub vs a broad 'many import errors after upgrade' report. Related theme, but not the same bug." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "The env command regression and the sentence-transformers import NameError are separate failures." + "reason": "Broken transformers env command vs sentence-transformers import NameError for nn. Different failure surfaces." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache loading failure and wrong tokenizer decoder type are different tokenizer regressions." + "reason": "Offline tokenizer cache loading bug vs wrong tokenizer decoder type in v5. Not a duplicate." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwargs handling after sync_gpus and D-FINE auxiliary loss behavior are unrelated." + "reason": "Generation kwargs/sync_gpus issue vs D-FINE auxiliary-loss behavior. Completely different functionality." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 settings API guidance and torch.split return handling do not share the same code-path bug." - }, - { - "left": "issue:43756", - "right": "issue:44060", - "accept": false, - "reason": "RoPE layer dropping in Smollm3 is not the same as an incorrect tied-weights warning in Qwen3-Next." - }, - { - "left": "issue:44117", - "right": "issue:44704", - "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor kwargs forwarding are different from_pretrained plumbing bugs." - }, - { - "left": "issue:30990", - "right": "issue:33357", - "accept": false, - "reason": "Loading stall in Sentence-Transformers is unrelated to a bus error on MacOS with a community CLIP model." - }, - { - "left": "issue:42907", - "right": "issue:44945", - "accept": false, - "reason": "Quantized model saving failure and pipeline-parallelism output corruption are different behaviors." - }, - { - "left": "issue:44704", - "right": "issue:45290", - "accept": false, - "reason": "AutoProcessor cached_file kwargs forwarding is unrelated to assistant-message chat template crashes with tool calls." + "reason": "TF32 settings warning/regression vs DSA indexer torch.split issue. Unrelated." } ] }, @@ -11792,12 +11773,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-390", + "cluster_id": "cluster-15354-391", "nodes": [ - "issue:22355", - "issue:28218", "issue:29127", "issue:30990", + "issue:33357", "issue:36296", "issue:39401", "issue:41628", @@ -11811,11 +11791,13 @@ "issue:43452", "issue:43475", "issue:43723", + "issue:43756", "issue:43784", "issue:43824", "issue:43937", - "issue:43992", "issue:44038", + "issue:44060", + "issue:44117", "issue:44222", "issue:44261", "issue:44295", @@ -11832,24 +11814,29 @@ "issue:44704", "issue:44779", "issue:44829", + "issue:44945", "issue:44964", - "issue:44977", "issue:45200", "issue:45216", "issue:45245", "issue:45278", - "issue:45446", + "issue:45290", "issue:45478", "issue:45600" ], "soft_pairs": [ + "issue:43756|issue:44060", + "issue:44117|issue:44704", + "issue:42907|issue:44945", + "issue:30990|issue:33357", + "issue:44704|issue:45290", "issue:43122|issue:44514", "issue:43232|issue:45245", - "issue:43784|issue:45600", - "issue:43723|issue:44779", "issue:44295|issue:44297", - "issue:42907|issue:43937", + "issue:43784|issue:45600", "issue:41628|issue:45278", + "issue:42907|issue:43937", + "issue:43723|issue:44779", "issue:43723|issue:44442", "issue:43408|issue:43475", "issue:44261|issue:44373", @@ -11863,257 +11850,248 @@ "issue:44038|issue:44297", "issue:42907|issue:43452", "issue:39401|issue:44488", - "issue:36296|issue:43116", "issue:44038|issue:44295", "issue:43824|issue:44351", + "issue:36296|issue:43116", "issue:44038|issue:44222", "issue:39401|issue:44521", "issue:45216|issue:45478", "issue:42757|issue:44351", - "issue:43066|issue:44779", - "issue:22355|issue:28218", - "issue:42907|issue:44222", - "issue:43992|issue:44704", - "issue:43122|issue:44977", - "issue:43784|issue:45446", - "issue:43937|issue:44485" + "issue:43066|issue:44779" ], - "prepared_review_unit_hash": "03524216562f09dad81a299959fac2f3becdc71175c9603e5e19af2ef5c29c21", + "prepared_review_unit_hash": "908d3496c4ea28fc67f2799ce0c85f982aed720ff5f565764f3798b4717cea55", "component_budget": { - "node_count": 390, - "item_count": 390, - "soft_pair_count": 1471, - "serialized_chars": 757027, - "estimated_input_tokens": 189257, - "estimated_eval_tokens": 378770 + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 34, - "serialized_chars": 36838, - "estimated_input_tokens": 9210, - "estimated_eval_tokens": 18676 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37265, + "estimated_input_tokens": 9317, + "estimated_eval_tokens": 18890 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidate pairs are only superficially similar (shared model family, tokenizer, import, or save/load wording) and do not look like the same underlying bug. The only reasonably strong duplicate pair is the AutoTokenizer loading regression in v5 (43723/44442).", - "confidence": 0.46, - "canonical_issue_reason": "Issue 43723 is the broadest and most representative report of the tokenizer-loading regression in v5; it cleanly captures the shared AutoTokenizer.from_pretrained failure mode.", + "summary": "This set is highly heterogeneous: most items are distinct transformers/model/tokenizer/import regressions rather than duplicates. None of the soft pairs looks like the same concrete bug or change, so all soft edges are rejected.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella report in the set (multiple import errors after an upgrade) and is the closest thing to a cluster representative.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43723 is the best umbrella issue because it describes the underlying AutoTokenizer loading problem at a higher level, while 44442 is a specific instance of that failure.", + "best_issue_reason": "Issue 45278 has the widest scope and is the most plausible representative for the overall upgrade/import-breakage theme, even though the set is not a tight duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model families and different bug shapes: RoPE-layer configuration vs tied-weights warning." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping fallback bug vs AutoProcessor/cached_file kwarg forwarding bug." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized models is unrelated to pipeline-parallelism output corruption." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Both involve loading, but one is a hang and the other is a MacOS bus error on a specific model." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Processor kwargs forwarding and chat-template tool-call handling are different code paths." + }, { "left": "issue:43122", "right": "issue:44514", "accept": false, - "reason": "Both are tokenizer-related, but one is about changed tokenization across versions and the other is a batched chat-template crash. Different failure modes and likely different fixes." + "reason": "Generic tokenizer regression vs batched chat-template crash with padding=False." }, { "left": "issue:43232", "right": "issue:45245", "accept": false, - "reason": "Unrelated bugs: generation state handling after sync_gpus versus a category-count limit error." + "reason": "Generation kwargs update bug and category-count runtime limit are unrelated." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "Different problems: sentence-transformers import NameError versus stale auto_mappings references to removed SAM3 configs." + "reason": "Reading a registered buffer is not the same bug as tokenizer_class mismatch on save_pretrained." }, { - "left": "issue:43723", - "right": "issue:44779", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "Both mention tokenizer regressions in v5, but one is a loading failure and the other is incorrect tokenizer output for Deepseek. Not clearly the same concrete defect." + "reason": "Import NameError in sentence-transformers vs stale auto_mappings references; different failures and fixes." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "Position_ids buffer access error and tokenizer_class metadata mismatch are unrelated." + "reason": "Specific missing AutoImageProcessor symbol vs broad post-upgrade import errors; not the same concrete bug." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Different model-specific issues: dequantized save_pretrained failure versus invalid GenerationConfig for GLM-5." + "reason": "Dequantized save failure and invalid GenerationConfig are unrelated." }, { - "left": "issue:41628", - "right": "issue:45278", + "left": "issue:43723", + "right": "issue:44779", "accept": false, - "reason": "The second is a broad report of many import errors; it is too vague to treat as the same specific AutoImageProcessor import bug." + "reason": "AutoTokenizer load failure vs incorrect Deepseek tokenization; different symptoms and likely different causes." }, { "left": "issue:43723", "right": "issue:44442", - "accept": true, - "reason": "Both describe the same AutoTokenizer.from_pretrained loading regression in v5; 44442 is a concrete tokenizer example of the broader issue in 43723." + "accept": false, + "reason": "Both affect AutoTokenizer, but they target different tokenizer classes and the titles do not indicate the same root cause." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Same model family, but one is a config/type warning and the other is a missing attribute in encoder output. Different code paths." + "reason": "SAM3 model-type mismatch warning is separate from missing fpn_position_embeddings on a vision output object." }, { "left": "issue:44261", "right": "issue:44373", "accept": false, - "reason": "MLA norm precision/config issue and a wrong docstring for position_ids are unrelated." + "reason": "Layernorm epsilon precision bug vs docstring typo for position_ids." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "No meaningful overlap: DSA indexer ReLU versus GLM-5 RoPE implementation." + "reason": "DSA indexer activation issue and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Both concern tokenization/chat-template behavior, but one is a tokenizer-version difference and the other is assistant_mask generation for multimodal inputs." + "reason": "Different chat/tokenization regressions: tokenization changes vs all-zero assistant masks for multimodal inputs." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "Different subsystems: Qwen3.5 num_labels propagation versus flash_attention_3 training degeneration." + "reason": "Config propagation bug for num_labels is unrelated to flash_attention_3 training degeneration." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "An example script returning empty multi-label results is unrelated to Gemma 4 mm_token_type_ids defaults." + "reason": "Example-script empty outputs and Gemma 4 mm_token_type_ids fine-tuning behavior are different issues." }, { "left": "issue:29127", "right": "issue:30990", "accept": false, - "reason": "LayoutLMv3 error-message clarity and Sentence Transformers loading stall are unrelated." + "reason": "Error-message clarity for LayoutLMv3 boxes is unrelated to Sentence Transformers loading hangs." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Different bugs: quantized dequantized save failure versus loading a specific multimodal model." + "reason": "Saving dequantized Ministrals/Devstrals is unrelated to loading Phi-4 multimodal models." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they affect different models and symptoms; not enough to \u0441\u0447\u0438\u0442\u0430\u0442\u044c them the same bug." + "reason": "Both mention tokenizer changes in v5, but one is a broad regression report and the other is Deepseek-specific incorrect output." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe bug and tokenizer save_pretrained metadata mismatch are unrelated." + "reason": "Qwen3-VL-Moe bug and tokenizer_class mismatch on save_pretrained are different failure modes." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "Wrong offset_mapping and failing to load cjvt/sleng-bert are distinct tokenizer issues." + "reason": "Dequantized save failure does not match gguf_file loading failures for tokenizer/model classes." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "Tensor parallel training bug versus empty results in an example script are unrelated." + "reason": "Wrong offset_mapping in Qwen3 tokenizer is unrelated to failure loading cjvt/sleng-bert." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "No clear shared failure mode: Qwen3-VL-Moe issue versus position_ids buffer error." + "reason": "Qwen3-VL-Moe behavior and position_ids buffer access are unrelated." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different root causes." + "reason": "Different missing imports from different modules; no shared concrete code path is evident." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug and multi-label classification example output are unrelated." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Both mention MoE, but the issues are about different model families and different save/load paths." + "reason": "Qwen3-VL-Moe bug and FP8 save_pretrained moe issue are separate model-path problems." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Wrong offset mapping and all-zero assistant masks are different tokenizer behaviors." + "reason": "Wrong offset_mapping and zero assistant masks are different tokenizer/chat-template bugs." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5 and version 5.4+, but one is save_pretrained output correctness and the other is from_pretrained loading; too different to merge." + "reason": "Both involve Qwen3.5 and 5.4.0+, but one is checkpoint saving corruption and the other is a from_pretrained error; not the same concrete bug." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Different import failures from different packages and symbols." + "reason": "Importing from huggingface_hub and importing from transformers are different libraries and different missing symbols." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Tokenizer decoder type mismatch and Deepseek incorrect results may be related at a high level, but the concrete problems are not clearly the same." - }, - { - "left": "issue:22355", - "right": "issue:28218", - "accept": false, - "reason": "Completely unrelated: missing transformers.onnx module versus added-token spacing behavior." - }, - { - "left": "issue:42907", - "right": "issue:44222", - "accept": false, - "reason": "Both concern saving quantized/MoE models, but they are model-specific and do not obviously share one concrete bug." - }, - { - "left": "issue:43992", - "right": "issue:44704", - "accept": false, - "reason": "UMT5 weight loading and AutoProcessor cached_file kwargs are unrelated." - }, - { - "left": "issue:43122", - "right": "issue:44977", - "accept": false, - "reason": "Tokenization regression versus flash-attention generation failure are unrelated." - }, - { - "left": "issue:43784", - "right": "issue:45446", - "accept": false, - "reason": "sentence-transformers import failure and flex_attention version check bug are unrelated." - }, - { - "left": "issue:43937", - "right": "issue:44485", - "accept": false, - "reason": "GLM-5 GenerationConfig validation and GLM-5 RoPE implementation are different issues." + "reason": "Tokenizer decoder type regression and Deepseek tokenization correctness are different tokenizer issues." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is conservative and grounded in the packet. The only accepted duplicate pair, issue:43723 vs issue:44442, is supported by the titles as the same AutoTokenizer.from_pretrained loading failure class. The remaining soft-edge rejections are appropriately cautious and do not overstate evidence." - }, - "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 }, @@ -12128,50 +12106,50 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-390", + "cluster_id": "cluster-15354-391", "nodes": [ "issue:22355", + "issue:28218", "issue:29127", "issue:33453", "issue:38617", "issue:39401", - "issue:41628", "issue:42222", "issue:42371", "issue:42673", "issue:42831", + "issue:42907", "issue:43064", "issue:43116", + "issue:43122", "issue:43381", "issue:43421", "issue:43441", "issue:43450", "issue:43493", "issue:43673", + "issue:43784", "issue:43825", "issue:43827", "issue:43874", "issue:43937", "issue:43976", "issue:43986", + "issue:43992", "issue:44038", "issue:44075", "issue:44117", "issue:44222", - "issue:44291", - "issue:44410", + "issue:44485", + "issue:44704", "issue:44779", - "issue:44829", "issue:44936", "issue:44945", "issue:44977", - "issue:45071", "issue:45072", "issue:45081", "issue:45083", - "issue:45216", "issue:45278", - "issue:45310", "issue:45405", "issue:45446", "issue:45478", @@ -12180,6 +12158,12 @@ "issue:45753" ], "soft_pairs": [ + "issue:22355|issue:28218", + "issue:42907|issue:44222", + "issue:43992|issue:44704", + "issue:43122|issue:44977", + "issue:43784|issue:45446", + "issue:43937|issue:44485", "issue:42222|issue:43441", "issue:42371|issue:43874", "issue:43976|issue:45446", @@ -12203,222 +12187,230 @@ "issue:43937|issue:44977", "issue:45405|issue:45446", "issue:43450|issue:43986", - "issue:44117|issue:45081", "issue:42673|issue:45072", - "issue:39401|issue:43421", - "issue:38617|issue:41628", - "issue:44410|issue:45310", - "issue:44829|issue:45216", - "issue:44291|issue:45071" + "issue:44117|issue:45081", + "issue:39401|issue:43421" ], - "prepared_review_unit_hash": "fdd12d30987d8f53a20444edbb2d8f6e0e350af7de367ed94fe78897b47420aa", + "prepared_review_unit_hash": "a37e36c4fc4b0b4ffc5370fcabffdd67896c0e0881021198f527a5281d470803", "component_budget": { - "node_count": 390, - "item_count": 390, - "soft_pair_count": 1471, - "serialized_chars": 757027, - "estimated_input_tokens": 189257, - "estimated_eval_tokens": 378770 + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36490, - "estimated_input_tokens": 9123, - "estimated_eval_tokens": 18502 + "soft_pair_count": 32, + "serialized_chars": 36913, + "estimated_input_tokens": 9229, + "estimated_eval_tokens": 18714 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated single-issue reports across different subsystems; I do not see a real duplicate cluster. All soft edges should be rejected. The broadest issue is the open import-regression report 45278, but it still does not subsume the rest.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue stands out because the set is heterogeneous. If a broad umbrella is needed, 45278 is the closest, but it only covers import errors after upgrading to 5.5.0, not the other bugs here.", + "summary": "These issue pairs are mostly soft-similarity false positives: they span unrelated model-specific regressions, tokenizer behavior changes, import errors, and training/runtime bugs rather than the same underlying defect.", + "confidence": 0.32, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report here: an update-triggered wave of import errors, making it the closest general duplicate target among the available issues.", "canonical_pr_reason": null, - "best_issue_reason": "453? No PRs are present. Among the issues, 45278 is the most general representative because it describes a broad import-regression class, but it is still not a true duplicate target for the other items.", + "best_issue_reason": "issue:45278 is the most suitable issue to anchor this cluster because it is open, broad, and can plausibly subsume nearby import-regression reports better than the highly specific model or tokenizer bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Different symptoms and code paths: missing module import vs tokenizer spacing after added tokens." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Both involve saving, but one is dequantized model saving and the other is FP8 MoE save_pretrained; not the same bug." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Loading missing weights vs AutoProcessor kwargs forwarding are unrelated failure modes." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer regression and flash-attention generation failure are different issues on different code paths." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Sentence-transformers import NameError vs an AuxRequest/PyTorch version check bug are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 config validation and GLM-5 RoPE implementation are distinct problems." + }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "Different models and failures: vitpose model breakage vs Ministral FlashAttention error." + "reason": "VitPose model breakage and Ministral flash-attention failure are unrelated." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API guidance vs missing image-patch method in GLM46V are unrelated." + "reason": "TF32 API warning and missing video-patch helper are different subsystems and bugs." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version support mismatch vs an AuxRequest PyTorch version check bug." + "reason": "Python support/version compatibility issue vs incorrect PyTorch version gating for a specific import." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "SigLIP2 implementation discrepancy vs Qwen3.5 image infinite loop are different bugs." + "reason": "SigLIP2 implementation discrepancy and Qwen3.5 image looping are not the same underlying bug." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "FineGrainedFP8 accuracy issue and Qwen3.5 infinite loop are unrelated." + "reason": "FP8 accuracy regression and infinite-loop generation bug are unrelated." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "SGD args not applied vs trainer.evaluate() failing after train() are separate trainer issues." + "reason": "Optimizer argument handling and trainer evaluate-after-train failure are different problems." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Multi-label classification example bug vs pipeline translation error message are different code paths." + "reason": "Example-script multi-label output bug and pipeline deprecation/error-message issue are unrelated." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Qwen3-VL-Moe issue vs Qwen3.5 Moe from_pretrained error involve different model families." + "reason": "Different Qwen variants and different failure modes: VL-Moe behavior vs Qwen3.5 MoE from_pretrained error." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "FP8 save_pretrained moe bug vs from_pretrained loading error are not the same symptom or path." + "reason": "FP8 save_pretrained on MoE is not the same as a from_pretrained loading error." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Example-script multi-label bug and SigLIP2 discrepancy are unrelated." + "reason": "Classification example failure and SigLIP2 implementation discrepancy are unrelated." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "Invalid GenerationConfig vs stale num_return_sequences warning are different generation issues." + "reason": "Invalid GenerationConfig and a stale warning about num_return_sequences are different issues." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption vs chunked_prefill cache absence are unrelated." + "reason": "FSDP/PEFT optimizer-state corruption and missing GenerationMixin cache are unrelated training vs generation bugs." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Feature-extraction output-length behavior vs a PyTorch version check bug do not match." + "reason": "Feature-extraction length behavior in qwen3_omni_moe vs a PyTorch version-check import bug are unrelated." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "Specific missing import of layer_type_validation is not clearly the same as the broader 'many import errors' report." + "reason": "45278 is broad, but this specific missing-symbol ImportError is not clearly the same underlying bug without stronger evidence." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Qwen3 tokenizer offset_mapping bug vs Deepseek tokenizer regression are different tokenizer models and failures." + "reason": "Different tokenizer regressions affecting different models and outputs." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Generic tokenizer-loading regression vs Qwen3 offset_mapping bug are not the same underlying defect." + "reason": "Tokenizer loading regression and wrong offset_mapping are different symptoms." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None handling and flash_attention s_aux=None crash are unrelated." + "reason": "Tokenizer mapping fallback bug and flash_attention crash on s_aux=None are unrelated." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "onnx import failure vs LayoutLMv3 error-message clarity are completely different issues." + "reason": "Missing transformers.onnx import and LayoutLMV3 box-validation messaging are unrelated." }, { "left": "issue:43381", "right": "issue:44945", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction vs incorrect pipeline-parallel LLM output are separate bugs." + "reason": "Gradient checkpointing in eval mode and incorrect output under pipeline parallelism are not the same bug." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing pipeline() vs a version-check bug are different kinds of problems." + "reason": "Documentation still referencing pipeline() and a flex_attention version-check bug are unrelated." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "Invalid GenerationConfig vs Qwen3.5 flash-attention generation failure are not the same bug." + "reason": "GenerationConfig validation and flash-attention generation failure are different issues." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "Released PEFT version mismatch and AuxRequest version check are unrelated dependency issues." + "reason": "PEFT minimum-version bump and a PyTorch import version check are unrelated dependency problems." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batched video processor shape bug vs torchvision-missing crash are different video-processing failures." - }, - { - "left": "issue:44117", - "right": "issue:45081", - "accept": false, - "reason": "Tokenizer mapping fallback bug vs Mistral regex patch crash are separate tokenizer internals." + "reason": "Batched video shape bug and missing torchvision crash are different video-processing failures." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in multi-threaded Qwen3.5 use vs bfloat16 dtype mismatch in CI are unrelated." - }, - { - "left": "issue:39401", - "right": "issue:43421", - "accept": false, - "reason": "Tokenizer offset_mapping regression vs runtime special-token post-processor update feature are different tokenizer behaviors." - }, - { - "left": "issue:38617", - "right": "issue:41628", - "accept": false, - "reason": "Missing layer_type_validation import and missing AutoImageProcessor import are different import regressions." + "reason": "VRAM leak across dataloader threads and dtype mismatch in bfloat16 inference are unrelated." }, { - "left": "issue:44410", - "right": "issue:45310", - "accept": false, - "reason": "Qwen3next projection omission vs Qwen3.5 Moe from_pretrained error are different model bugs." - }, - { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:44117", + "right": "issue:45081", "accept": false, - "reason": "FlashAttention 3 training degeneration vs save_pretrained checkpoint regression are unrelated." + "reason": "Tokenizer mapping None handling and Mistral regex patch crashing on backend_tokenizer are different code paths." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:39401", + "right": "issue:43421", "accept": false, - "reason": "init_empty_weights argument error vs PretrainedConfig type-checking breakage are distinct v5 compatibility issues." + "reason": "Wrong offset_mapping and runtime special-token post-processor update behavior are different tokenizer bugs." } ] }, @@ -12440,7 +12432,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-390", + "cluster_id": "cluster-15354-391", "nodes": [ "issue:38617", "issue:41628", @@ -12463,7 +12455,6 @@ "issue:43906", "issue:43931", "issue:43937", - "issue:43976", "issue:43986", "issue:44038", "issue:44075", @@ -12471,6 +12462,7 @@ "issue:44220", "issue:44261", "issue:44263", + "issue:44291", "issue:44410", "issue:44483", "issue:44484", @@ -12478,11 +12470,11 @@ "issue:44493", "issue:44496", "issue:44829", - "issue:44945", "issue:44964", "issue:44977", "issue:44987", "issue:45071", + "issue:45216", "issue:45278", "issue:45310", "issue:45459", @@ -12492,11 +12484,15 @@ "issue:45656" ], "soft_pairs": [ + "issue:38617|issue:41628", + "issue:44829|issue:45216", + "issue:44410|issue:45310", + "issue:44291|issue:45071", "issue:42222|issue:45542", "issue:44484|issue:45310", "issue:42175|issue:42222", - "issue:43408|issue:43742", "issue:43937|issue:44496", + "issue:43408|issue:43742", "issue:44483|issue:45464", "issue:44075|issue:45656", "issue:44964|issue:45278", @@ -12521,223 +12517,240 @@ "issue:43986|issue:44484", "issue:43335|issue:45071", "issue:44117|issue:44987", - "issue:43097|issue:43452", - "issue:43976|issue:44945" + "issue:43097|issue:43452" ], - "prepared_review_unit_hash": "a82fc3732cd1b0501e7d653ad3f1838a48ca67adde492c99bd3a567d0b734d33", + "prepared_review_unit_hash": "d021d25f88e8640c114bc78a6a38f277552c8ddb23e508d2f1265283b66111fe", "component_budget": { - "node_count": 390, - "item_count": 390, - "soft_pair_count": 1471, - "serialized_chars": 757027, - "estimated_input_tokens": 189257, - "estimated_eval_tokens": 378770 + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36711, - "estimated_input_tokens": 9178, - "estimated_eval_tokens": 18612 + "soft_pair_count": 34, + "serialized_chars": 37711, + "estimated_input_tokens": 9428, + "estimated_eval_tokens": 19112 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is broad and mostly noisy: most pairs are only loosely related Transformers v5 regressions or model-loading failures, not exact duplicates. I would keep them split; issue 45278 is the broadest representative of the import/regression subset.", - "confidence": 0.61, - "canonical_issue_reason": "Issue 45278 is the broadest umbrella in this set for version-upgrade import/regression breakage, whereas the others are mostly narrower model-specific failures.", + "summary": "This is a heterogeneous cluster, not one true duplicate set. Most soft edges are false positives across unrelated bugs; the only clear duplicate-like pair is the TensorFlow backend packaging regression for the torch extra.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45278 is the broadest current umbrella report about version-related import breakage after upgrading to 5.5.0, so it is the best representative issue for this mixed regression cluster.", "canonical_pr_reason": null, - "best_issue_reason": "45278 is the most representative single issue to anchor the cluster because it captures the widest release-regression surface.", + "best_issue_reason": "issue:45278 is the most umbrella-like and upstream-facing issue here; it best represents the cluster even though the cluster is too mixed to treat as one duplicate family.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import failures, but they involve different missing symbols and different code paths; not the same bug." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "One is a FlashAttention 3 training degeneration issue; the other is a save_pretrained checkpoint regression. Different failures." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen3-related failures: missing projections in a model layer versus a from_pretrained error." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "One is init_empty_weights argument handling; the other is PreTrainedConfig type checking. Different regressions." + }, { "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "Different failures: vitpose model breakage vs missing TensorFlow backend." + "reason": "Different model/package problems; vitpose breakage is unrelated to TensorFlow backend installation." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "Unrelated topics: save_pretrained shard size question vs Qwen3.5 loading error." + "reason": "max_shard_size behavior has no concrete overlap with the Qwen3.5 MoE from_pretrained regression." }, { "left": "issue:42175", "right": "issue:42222", "accept": false, - "reason": "TF installation/backend packaging issue vs vitpose model-specific breakage." + "reason": "TensorFlow backend packaging issue versus a vitpose model breakage; unrelated." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:43937", + "right": "issue:44496", "accept": false, - "reason": "Different model/config warnings; one is SAM type mismatch, the other a MobileLLM key error." + "reason": "GenerationConfig validation failure and unrecognized model/config.json failure are different loading errors." }, { - "left": "issue:43937", - "right": "issue:44496", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "Both are load-time ValueErrors, but for different model/config problems." + "reason": "A model-type warning for sam3_tracker is unrelated to the MobileLLM key error." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Chat/completions API request handling is unrelated to streaming inference on Qwen3.5." + "reason": "Both involve chat/completions-style failures, but one is an API acceptance issue and the other is streaming inference on a specific model; not the same concrete bug." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "Optimizer SGD args issue is not the same as deepspeed calling step twice." + "reason": "Both concern optimizers, but one is ignored SGD args while the other is double optimizer stepping with deepspeed." }, { "left": "issue:44964", "right": "issue:45278", "accept": false, - "reason": "Different breakages: multimodal model loading vs broad import errors after upgrade." + "reason": "A specific multimodal model load failure is not the same as a broad report of import errors after upgrade." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "Precision warning on compile is unrelated to Blip2 dtype propagation." + "reason": "One is a PyTorch compile precision warning; the other is a dtype propagation bug on BLIP2. Different issues." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Related tokenizer regressions, but not clearly the same concrete defect." + "reason": "Both are tokenizer regressions, but the reports describe different symptoms and no shared concrete failure mode is established." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 control warning is unrelated to MLA q_a_layernorm epsilon precision mismatch." + "reason": "TF32 configuration warnings and MLA layernorm epsilon precision errors are unrelated." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Image-patch API missing method is unrelated to MLA layernorm epsilon handling." + "reason": "Missing image-patch method in GLM46V is unrelated to the MLA q_a_layernorm epsilon issue." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "Different import/helper failures: configuration_utils symbol missing vs fbank feature extraction." + "reason": "An import error for configuration_utils versus an audio feature extraction bug are unrelated." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Missing qkv/gate projections in qwen3next is not the same as Qwen3.5 MoE from_pretrained failure." + "reason": "Different Qwen3-family loading bugs; missing projections is not the same as a from_pretrained error." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "save_pretrained shard-size question is unrelated to Qwen3.5 MoE loading errors." + "reason": "max_shard_size behavior and Qwen3.5 MoE loading errors are unrelated." }, { "left": "issue:42222", "right": "issue:45459", "accept": false, - "reason": "vitpose model breakage is unrelated to protobuf-hidden tokenizer errors." + "reason": "vitpose model breakage is unrelated to tokenizer protobuf error masking." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removed config flag vs unexpected key/position-id warnings are different issues." + "reason": "Removed tie_embeddings_and_encoder_decoder API and unexpected position-id keys are different regression classes." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "torch.split return-value issue is unrelated to GLM-5 RoPE implementation." + "reason": "torch.split return values in an indexer and a RoPE implementation issue are unrelated." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Ministral FlashAttention failure and FA3 degenerate training are different code-path problems." + "reason": "Both mention FlashAttention, but they are different model-specific failures and not the same code-path bug." }, { "left": "issue:43012", "right": "issue:43408", "accept": false, - "reason": "Precision-warning compile issue is unrelated to SAM model-type warning." + "reason": "A dtype/compile warning and a sam3 model-type warning are unrelated." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "AutoImageProcessor import failure is not the same as PretrainedConfig type-checking breakage." + "reason": "AutoImageProcessor import failure and PreTrainedConfig type-check regression are unrelated." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Config type-checking regression and missing TF backend are unrelated." + "reason": "PreTrainedConfig type checking and TensorFlow backend installation are different problems." }, { "left": "issue:42673", "right": "issue:44977", "accept": false, - "reason": "VRAM leak in dataloader threads is unrelated to flash-attention generation issues." + "reason": "VRAM leak in Qwen3ForCausalLM under multithreaded dataloaders is unrelated to Qwen3.5 flash-attention generation issues." }, { "left": "issue:42371", "right": "issue:42831", "accept": false, - "reason": "TF32 behavior settings and FineGrainedFP8 accuracy are different precision concerns." + "reason": "TF32 settings and FineGrainedFP8 accuracy are different numerical issues." }, { "left": "issue:42673", "right": "issue:43906", "accept": false, - "reason": "VRAM leak report is unrelated to an isolated reproduction of another issue." + "reason": "A Qwen3ForCausalLM VRAM leak and a reproduction of another issue are not the same bug." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Weight-shape mismatch for Qwen3-VL differs from Qwen3.5/VL-Moe bug report." + "reason": "Weight-shape mismatch for Qwen3-VL-30B and a Qwen3-VL-Moe bug are different model-loading failures." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "AutoProcessor torchvision crash is unrelated to save_pretrained shard sizing." + "reason": "AutoProcessor without torchvision and max_shard_size have no overlap." }, { "left": "issue:43335", "right": "issue:45071", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to PretrainedConfig type checking." + "reason": "SwitchTransformers sparse-layer creation and PreTrainedConfig type checking are unrelated." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Tokenizer mapping None bug is unrelated to fast model loading failure." + "reason": "TOKENIZER_MAPPING_NAMES returning None and a model-loading failure for physical-intelligence/fast are different bugs." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Removed encoder-decoder tie flag is unrelated to gguf_file loading failures." - }, - { - "left": "issue:43976", - "right": "issue:44945", - "accept": false, - "reason": "Python version support issue is unrelated to pipeline-parallelism output corruption." + "reason": "Removed tie_embeddings API and gguf_file breaking AutoTokenizer/AutoModel loading are unrelated." } ] }, @@ -12759,19 +12772,17 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-390", + "cluster_id": "cluster-15354-391", "nodes": [ "issue:38617", "issue:42617", "issue:42673", "issue:42757", - "issue:42886", "issue:43012", "issue:43064", "issue:43066", "issue:43097", "issue:43208", - "issue:43381", "issue:43408", "issue:43502", "issue:43550", @@ -12782,6 +12793,7 @@ "issue:43901", "issue:43906", "issue:43931", + "issue:43976", "issue:43986", "issue:43992", "issue:44038", @@ -12798,6 +12810,7 @@ "issue:44655", "issue:44704", "issue:44829", + "issue:44945", "issue:44964", "issue:45071", "issue:45103", @@ -12810,8 +12823,9 @@ "issue:45588" ], "soft_pairs": [ - "issue:43408|issue:44368", + "issue:43976|issue:44945", "issue:43874|issue:44263", + "issue:43408|issue:44368", "issue:44829|issue:45245", "issue:38617|issue:42757", "issue:43064|issue:44315", @@ -12820,8 +12834,8 @@ "issue:44062|issue:44117", "issue:42673|issue:43577", "issue:43097|issue:45588", - "issue:44038|issue:44410", "issue:44704|issue:45103", + "issue:44038|issue:44410", "issue:44964|issue:45071", "issue:43931|issue:44410", "issue:44964|issue:45341", @@ -12833,237 +12847,236 @@ "issue:43986|issue:45290", "issue:45341|issue:45561", "issue:43986|issue:45372", - "issue:43097|issue:43901", "issue:43986|issue:45341", + "issue:43097|issue:43901", "issue:42617|issue:45341", "issue:43825|issue:44655", "issue:43992|issue:44484", "issue:45341|issue:45588", "issue:43012|issue:43550", - "issue:43012|issue:44368", - "issue:42886|issue:43381", - "issue:43208|issue:43550" + "issue:43208|issue:43550", + "issue:43012|issue:44368" ], - "prepared_review_unit_hash": "209d8ab379a1e7607f46e7921cf0b7cf2f6eac99a2d75575c84baf22132515ff", + "prepared_review_unit_hash": "e022333c89b9288531bc3b04aa4d01da2c711ed4d99203527dc0ff9bd63461e8", "component_budget": { - "node_count": 390, - "item_count": 390, - "soft_pair_count": 1471, - "serialized_chars": 757027, - "estimated_input_tokens": 189257, - "estimated_eval_tokens": 378770 + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 33, - "serialized_chars": 37026, - "estimated_input_tokens": 9257, - "estimated_eval_tokens": 18770 + "serialized_chars": 37020, + "estimated_input_tokens": 9255, + "estimated_eval_tokens": 18766 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items do not look like a duplicate cluster; they span many unrelated transformer bugs across imports, tokenizer loading, model config, training, and processor paths. I rejected all soft-edge pairs because none appear to be the same underlying bug or change.", + "summary": "This cluster is heterogeneous: the soft pairs are mostly superficial title similarity across different subsystems (imports, model loading, training, quantization, docs, and testing). I would not merge any of the proposed soft edges as duplicates or same-change PRs.", "confidence": 0.94, - "canonical_issue_reason": "issue:43873 is the best issue anchor here: it is open, has the most discussion/inbound attention, and describes a concrete user-facing regression with clear impact.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest standalone issue to keep as the cluster representative because it is active, substantive, and broadly scoped compared with the other narrowly targeted reports.", + "best_issue_reason": "issue:43986 is the clearest self-contained regression report, but the set is too diverse for a true canonical duplicate representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43408", - "right": "issue:44368", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "Both are warnings, but they concern different models and different causes: sam3 tracker type mismatch vs tie_word_embeddings config advice." + "reason": "Both are runtime problems, but one is Python-version compatibility and the other is pipeline-parallel inference correctness; different bugs." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Different GLM bugs: missing image-patch method in a processor vs unexpected torch.split return handling." + "reason": "Same broad GLM area, but one is a missing processor method and the other is a torch.split indexing issue; not the same code-path." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Both mention warnings, but one is a model-type mismatch and the other is a tie-word-embeddings config warning; distinct issues." }, { "left": "issue:44829", "right": "issue:45245", "accept": false, - "reason": "Unrelated failures: flash_attention_3 training degeneration vs a category-count limit error." + "reason": "Training degeneration with flash_attention_3 is unrelated to the 2^24 category limit runtime error." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are ImportErrors, but they are for different missing symbols from different modules." + "reason": "Both are import errors, but for different missing symbols in different modules; not duplicates." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Different training-path problems: optimizer state corruption on nonzero ranks vs Liger Kernel not being applied with model_init." + "reason": "Different training stack failures: wrong optimizer state on FSDP2/PEFT vs Liger Kernel not applied with model_init." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Both are Qwen-related, but one is missing attention projections and the other is a missing config field silently dropped." + "reason": "Both touch Qwen config/model structure, but one is missing attention projections and the other is a dropped config field." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Different missing exports: layer_type_validation vs HybridCache." + "reason": "ImportError in unrelated symbols/modules; no shared underlying bug." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "Tokenizer-related, but one is an AddedToken constructor conflict and the other is TOKENIZER_MAPPING_NAMES returning None." + "reason": "Tokenizer construction TypeError vs mapping lookup assuming non-None; different failure points." }, { "left": "issue:42673", "right": "issue:43577", "accept": false, - "reason": "Unrelated model issues: VRAM leak across dataloader threads vs dtype not propagating in BLIP-2 loading." + "reason": "VRAM leak under dataloader threads is unrelated to BLIP2 dtype staying float32." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Different code paths: removed config behavior in v5 vs a flash_attention crash on sink-less models." + "reason": "A removed config attribute warning is unrelated to the flash_attention crash on s_aux=None." }, { - "left": "issue:44038", - "right": "issue:44410", + "left": "issue:44704", + "right": "issue:45103", "accept": false, - "reason": "Both mention Qwen, but one is a broader v5/Qwen3-VL-Moe issue and the other is a specific Qwen3Next layer-projection bug." + "reason": "One is kwargs not forwarded in AutoProcessor, the other is an auto_docstring annotations crash; different code paths." }, { - "left": "issue:44704", - "right": "issue:45103", + "left": "issue:44038", + "right": "issue:44410", "accept": false, - "reason": "Different subsystems: AutoProcessor kwargs forwarding vs auto_docstring parsing with future annotations." + "reason": "Different Qwen families and different breakages: model loading regression vs missing layer projections." }, { "left": "issue:44964", "right": "issue:45071", "accept": false, - "reason": "A model loading failure is not the same as a generic PretrainedConfig type-checking regression." + "reason": "Model loading mismatch and PretrainedConfig type-checking are separate regressions." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Different Qwen model failures: weight-shape mismatch vs missing projections in a different architecture." + "reason": "Weight-shape mismatch for Qwen3-VL is not the same as missing qwen3next projections." }, { "left": "issue:44964", "right": "issue:45341", "accept": false, - "reason": "A model load regression is unrelated to a testing_utils bug." + "reason": "A multimodal model load failure and a testing_utils bug are unrelated." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Different numerical/model issues: missing rms_norm_eps precision error vs RoPE implementation discussion." + "reason": "Precision/eps handling in MLA is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Offline/local_files_only request leakage is unrelated to a missing embed_tokens.weight load issue." + "reason": "Local-files-only network leak and missing embed_tokens.weight are different loading bugs." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Different failures: video AutoProcessor needing torchvision vs tokenizer mapping assumptions." + "reason": "Video processor dependency crash vs tokenizer mapping None assumption; unrelated." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "No shared bug: one is a v5 API/config removal warning, the other is a quantization offloading bug." + "reason": "Config deprecation/warning issue is unrelated to offloading/quantization behavior." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "The titles point to different tokenizer problems; the reproduction issue is not enough to equate them." + "reason": "Wrong tokenizer decoder type and the linked reproduction issue do not describe the same bug." }, { "left": "issue:43986", "right": "issue:45290", "accept": false, - "reason": "Video processor import/loading failure is unrelated to chat-template tool-call crashes." + "reason": "One is a video-model torchvision dependency crash; the other is a chat-template tool-call crash." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "A generic testing_utils bug is not the same as the xdist race on captured_info.txt." + "reason": "Both mention testing utils, but one is a generic bug report and the other is a pytest-xdist file race; not enough evidence of the same bug." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Different dependency/import failures: missing torchvision vs missing ReasoningEffort from mistral_common." + "reason": "Video model loading without torchvision is unrelated to the mistral_common ReasoningEffort import failure." }, { - "left": "issue:43097", - "right": "issue:43901", + "left": "issue:43986", + "right": "issue:45341", "accept": false, - "reason": "Config removal and docstring warning changes are unrelated to a docs-behavior mismatch in TextClassificationPipeline." + "reason": "Completely different areas: video-model loading vs testing_utils." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "A 3d_parallel.py execution failure is unrelated to a testing_utils bug." + "reason": "3d_parallel.py execution failure is unrelated to the testing_utils bug." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Different pipeline issues: incorrect translation-task messaging vs save_pretrained serialization of Pipeline objects." + "reason": "Pipeline translation-task messaging and save_pretrained Pipeline serialization are different issues." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing encoder weights during load is unrelated to the max_shard_size default question." + "reason": "Missing encoder weights on load is unrelated to the max_shard_size default question." }, { "left": "issue:45341", "right": "issue:45588", "accept": false, - "reason": "Testing utilities and flash_attention are different code paths with different failures." + "reason": "Testing utils bug and flash_attention s_aux=None crash are unrelated." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A precision-warning regression is not the same as a torch.compile SDPA training failure." - }, - { - "left": "issue:43012", - "right": "issue:44368", - "accept": false, - "reason": "These are different warnings with different root causes and model contexts." + "reason": "A PyTorch warning about float32 precision is not the same as a torch.compile SDPA failure." }, { - "left": "issue:42886", - "right": "issue:43381", + "left": "issue:43208", + "right": "issue:43550", "accept": false, - "reason": "Offline tokenizer cache loading is unrelated to gradient checkpointing in eval mode." + "reason": "xLSTM training blockers and Bamba SDPA compile failure are distinct problems." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "xLSTM small-model training bugs and Bamba SDPA compile failure are different model-specific problems." + "reason": "Different warning classes and different subsystems; not the same bug." } ] }, @@ -13085,12 +13098,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-390", + "cluster_id": "cluster-15354-391", "nodes": [ "issue:36010", "issue:36683", "issue:38617", "issue:42757", + "issue:42886", "issue:42907", "issue:42994", "issue:43012", @@ -13099,6 +13113,7 @@ "issue:43208", "issue:43299", "issue:43352", + "issue:43381", "issue:43441", "issue:43475", "issue:43502", @@ -13115,7 +13130,6 @@ "issue:43906", "issue:43937", "issue:43976", - "issue:43992", "issue:44038", "issue:44220", "issue:44230", @@ -13129,14 +13143,13 @@ "issue:44683", "issue:45216", "issue:45290", - "issue:45310", "issue:45341", "issue:45381", "issue:45440", - "issue:45479", "issue:45753" ], "soft_pairs": [ + "issue:42886|issue:43381", "issue:42907|issue:45753", "issue:42907|issue:44655", "issue:43531|issue:45341", @@ -13144,12 +13157,12 @@ "issue:44483|issue:44514", "issue:43012|issue:44683", "issue:42757|issue:43824", + "issue:44038|issue:44230", "issue:43618|issue:43761", "issue:38617|issue:43502", - "issue:44038|issue:44230", "issue:44483|issue:45290", - "issue:43299|issue:43867", "issue:44483|issue:45381", + "issue:43299|issue:43867", "issue:43064|issue:44380", "issue:43901|issue:44655", "issue:36683|issue:43475", @@ -13165,252 +13178,237 @@ "issue:43618|issue:45216", "issue:43906|issue:45753", "issue:36683|issue:44242", - "issue:36683|issue:43881", "issue:43299|issue:45753", + "issue:36683|issue:43881", "issue:43352|issue:43976", - "issue:43992|issue:45310", - "issue:43441|issue:44380", - "issue:43352|issue:44380", - "issue:44380|issue:45479" + "issue:43441|issue:44380" ], - "prepared_review_unit_hash": "a936051c6890f59a08921674ffe62bff5fb1f1aa01521141659656d1386d7240", + "prepared_review_unit_hash": "fedaa05fdf25d9f19964b46a3279392bc6b2654d50058a96d6a5499b8932ba89", "component_budget": { - "node_count": 390, - "item_count": 390, - "soft_pair_count": 1471, - "serialized_chars": 757027, - "estimated_input_tokens": 189257, - "estimated_eval_tokens": 378770 + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 37731, - "estimated_input_tokens": 9433, - "estimated_eval_tokens": 19122 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36487, + "estimated_input_tokens": 9122, + "estimated_eval_tokens": 18500 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: import errors, model config/weight-loading regressions, save_pretrained issues, attention/backend bugs, and chat/pipeline behavior changes. None of the soft pairs look like the same underlying bug or change, so they should stay separate.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is not a duplicate set: it spans many unrelated Transformers regressions and API changes (imports, model config attributes, saving/loading, chat templating, attention backends, MoE, and offline behavior). All soft-similarity edges look superficial rather than the same underlying bug.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the items describe distinct bugs across different subsystems and models, so merging the cluster around one issue would be misleading.", "canonical_pr_reason": null, - "best_issue_reason": "If a single issue had to represent the cluster, issue 42907 is the clearest self-contained bug report, but it is not a duplicate center for the rest of the items.", + "best_issue_reason": "No global best issue stands out; even the broadest reports are model- or subsystem-specific and do not represent the rest of the cluster well.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline tokenizer cache loading and gradient-checkpointing eval-mode behavior are unrelated bugs." + }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Different bugs: quantized/dequantized model saving vs an image-specific Qwen3.5 generation loop." + "reason": "Both are model-specific failures, but dequantized model saving and a Qwen3.5 image loop are different problems." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Both involve saving, but one is about dequantized model saving and the other about Pipeline.save_pretrained; different code paths." + "reason": "Saving dequantized models and saving Pipeline objects touch the same verb but not the same code path or bug." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Unrelated: Qwen3-MoE sliding_window bug vs a testing_utils.py issue." + "reason": "Qwen3-MoE sliding-window handling and a testing_utils bug are unrelated." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "Different models and failures: xLSTM training bugs vs BeitImageProcessorFast reduce_labels behavior." + "reason": "xLSTM training bugs and BEiTImageProcessorFast label reduction are separate issues in different components." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Different layers and symptoms: OpenAI-style /v1/chat/completions rejection vs Qwen2_5_VLProcessor chat template crash." + "reason": "Chat-completions request validation and batched apply_chat_template padding crashes are different layers and failures." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "Both mention compilation/precision, but one is a PyTorch warning on bfloat16 compile and the other is a torch>=2.9 flex_attention failure." + "reason": "A PyTorch warning during bfloat16 compile is not the same as compiled flex_attention failing on torch>=2.9." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different symbols from different packages/modules." + "reason": "These are both import errors, but they concern different missing symbols from different modules." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-MoE breakage and fp8 support for Qwen3-VL/Qwen3.5-MoE are not the same concrete bug." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Same broad CLIP area, but different regressions: attentions missing vs hidden_states=None." + "reason": "Both involve CLIP, but one drops attentions and the other returns hidden_states=None; different regressions." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Different problems: import failure for layer_type_validation vs network requests despite local_files_only=True." + "reason": "An import error in configuration_utils and unexpected network calls despite local_files_only=True are unrelated." }, { - "left": "issue:44038", - "right": "issue:44230", + "left": "issue:44483", + "right": "issue:45290", "accept": false, - "reason": "Different bug classes: Qwen3-VL-Moe loading breakage vs fp8 inference support request/feature." + "reason": "Both are chat-related, but request acceptance and tool-call templating crashes are different code paths." }, { "left": "issue:44483", - "right": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "Different APIs: /v1/chat/completions request handling vs tokenizer chat-template crash with tool calls." + "reason": "Chat request handling and Qwen2.5-VL video position ids are unrelated bugs." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Both are loading failures, but one is Qwen3.5-VL-MoE-specific and the other is a generic state_dict sorting issue." - }, - { - "left": "issue:44483", - "right": "issue:45381", - "accept": false, - "reason": "Unrelated: chat/completions request acceptance vs Qwen2.5-VL video position_ids bug." + "reason": "Both are loading failures, but Qwen3-VL-MoE loading and sorted-state_dict load errors are different root causes." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "Different subsystems: distributed training optimizer state bug vs GPT2 attention scaling ignored under SDPA/FlashAttention." + "reason": "FSDP2/PEFT optimizer-state corruption and GPT2 attention scaling under SDPA/FlashAttention are unrelated." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Docs mismatch for return_all_scores vs inability to save Pipeline objects; not the same bug." + "reason": "Outdated docs for return_all_scores and inability to save Pipeline objects are not the same bug." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Both are missing-attribute errors, but they affect different model configs/outputs and different fields." + "reason": "Missing vocab_size on Gemma3Config and missing fpn_position_embeddings on Sam3VisionEncoderOutput are different attribute errors." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Related to saving/loading, but one is a load failure with sorted state_dict and the other is a save_pretrained regression for Qwen3.5." + "reason": "A load error with sorted state_dict is not the same as a save_pretrained regression for Qwen3.5 checkpoints." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Both involve saving, but quantized model saving failure and pipeline save_pretrained are distinct code paths." + "reason": "Quantized model saving failure and Pipeline save_pretrained failure are different save paths and failures." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Different failures: FlashAttention unsupported for Nemotron vs invalid GenerationConfig for GLM-5." + "reason": "FlashAttention support for Nemotron and invalid GenerationConfig for GLM-5 are unrelated." }, { "left": "issue:43066", "right": "issue:45381", "accept": false, - "reason": "Unrelated tokenizer-decoder typing issue vs Qwen2.5-VL video input position_ids bug." + "reason": "Tokenizer decoder type mismatch and Qwen2.5-VL video position-id errors are unrelated." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for unrelated symbols from different packages." + "reason": "Both are import errors, but they involve different public symbols and modules with no shared bug." }, { "left": "issue:44220", "right": "issue:44655", "accept": false, - "reason": "Audio feature extraction bug vs saving Pipeline objects; no shared underlying defect." + "reason": "Audio feature extraction and Pipeline serialization are unrelated subsystems." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Different model-specific RoPE/implementation problems; not the same bug." + "reason": "RoPE-layer dropping in Smollm3 and GLM-5 RoPE implementation concerns are different model-specific issues." }, { "left": "issue:44263", "right": "issue:45440", "accept": false, - "reason": "Different model families and code paths: GlmMoeDsaIndexer split handling vs DeepseekV3MoE divergence." + "reason": "A torch.split result issue in one MoE indexer and DeepSeekV3 implementation divergence are not the same defect." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Both are missing config attributes, but they are different models and different missing fields." + "reason": "Different model configs missing different attributes; no shared underlying bug." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP attentions regression and Qwen3.5 checkpoint corruption are unrelated." + "reason": "CLIP attentions regression and Qwen3.5 save_pretrained corruption are unrelated." }, { "left": "issue:43906", "right": "issue:45753", "accept": false, - "reason": "A reproduction of a prior issue is not the same bug as a Qwen3.5 image-specific infinite loop." + "reason": "An isolated reproduction of an earlier issue and a specific Qwen3.5 image loop are not duplicates." }, { "left": "issue:36683", "right": "issue:44242", "accept": false, - "reason": "Gemma3Config attribute error vs MoE load-balancing loss omission; different defects." - }, - { - "left": "issue:36683", - "right": "issue:43881", - "accept": false, - "reason": "Both are model-loading/config issues, but for different models and failures." + "reason": "Gemma3Config attribute loss and missing load-balancing loss for MoE are different problems." }, { "left": "issue:43299", "right": "issue:45753", "accept": false, - "reason": "Different Qwen3-related problems: MoE loading breakage vs generation infinite loop on a specific image." + "reason": "Qwen3-VL-MoE loading failure and a Qwen3.5 infinite loop on one image are different bugs." }, { - "left": "issue:43352", - "right": "issue:43976", + "left": "issue:36683", + "right": "issue:43881", "accept": false, - "reason": "FlashAttention support issue vs Python version compatibility problem; unrelated." + "reason": "Gemma3Config missing vocab_size and glm-4v-9b loading failure are unrelated." }, { - "left": "issue:43992", - "right": "issue:45310", + "left": "issue:43352", + "right": "issue:43976", "accept": false, - "reason": "Different from_pretrained failures on different models and versions." + "reason": "FlashAttention support for Nemotron and Python-version incompatibility are unrelated." }, { "left": "issue:43441", "right": "issue:44380", "accept": false, - "reason": "Both involve attention backends, but one is a Ministral FlashAttention failure and the other is GPT2 attention scaling being ignored." - }, - { - "left": "issue:43352", - "right": "issue:44380", - "accept": false, - "reason": "Unrelated backend/attention bugs affecting different models and failure modes." - }, - { - "left": "issue:44380", - "right": "issue:45479", - "accept": false, - "reason": "GPT2 attention scaling bug and zero-loss sequence-classification bug are unrelated." + "reason": "Ministral FlashAttention failure and GPT2 attention scaling being ignored are different attention-backend bugs." } ] }, @@ -13432,7 +13430,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-390", + "cluster_id": "cluster-15354-391", "nodes": [ "issue:28282", "issue:33453", @@ -13464,32 +13462,35 @@ "issue:44360", "issue:44380", "issue:44484", - "issue:44485", "issue:44492", "issue:44655", - "issue:44749", "issue:44855", "issue:44857", "issue:44938", "issue:44964", "issue:44977", "issue:45125", + "issue:45310", "issue:45341", "issue:45357", "issue:45375", "issue:45440", "issue:45478", + "issue:45479", "issue:45561", "issue:45588", "issue:45600" ], "soft_pairs": [ + "issue:43992|issue:45310", + "issue:43352|issue:44380", + "issue:44380|issue:45479", "issue:43867|issue:45375", "issue:41669|issue:44246", "issue:43618|issue:44380", "issue:43064|issue:44492", - "issue:44355|issue:44855", "issue:43352|issue:45478", + "issue:44355|issue:44855", "issue:36683|issue:44117", "issue:42890|issue:45561", "issue:43097|issue:43352", @@ -13514,250 +13515,247 @@ "issue:43010|issue:44075", "issue:42890|issue:45341", "issue:44222|issue:45125", - "issue:42548|issue:44351", - "issue:43502|issue:44485", - "issue:44355|issue:44749", - "issue:45125|issue:45478" + "issue:42548|issue:44351" ], - "prepared_review_unit_hash": "3200ac9c6afe46eda2e2016bdb0a71a0c0738dfb946f0503f36025378c13beeb", + "prepared_review_unit_hash": "8d3f8611329a49b7bb89e2710bfd628a0524a4a9b8aa38fbf9092f0445b4eb49", "component_budget": { - "node_count": 390, - "item_count": 390, - "soft_pair_count": 1471, - "serialized_chars": 757027, - "estimated_input_tokens": 189257, - "estimated_eval_tokens": 378770 + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37423, - "estimated_input_tokens": 9356, - "estimated_eval_tokens": 18968 + "serialized_chars": 37453, + "estimated_input_tokens": 9364, + "estimated_eval_tokens": 18984 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose grab bag of unrelated issues across loading, training, testing, and model-specific regressions. None of the soft pairs look safe to merge as true duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "issue:43867 is a clear, concrete core loading failure and the most broadly representative user-facing bug among this set.", + "summary": "Only one pair looks like the same underlying bug: slow `transformers` import due to model-module `import *` usage. The rest are distinct issues across unrelated models, loading paths, or test flakes. No PRs were provided.", + "confidence": 0.74, + "canonical_issue_reason": "issue:41669 is the better canonical issue because it names the likely root cause of the import-time slowdown and covers the broader symptom reported by issue:44246.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43867 is a strong standalone issue to anchor the cluster because it describes a specific model-loading error with likely broad impact.", + "best_issue_reason": "issue:41669 is the strongest representative issue in this set: it is root-cause oriented, broader than the symptom-only report, and the only clear duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both are `from_pretrained` failures, but they involve different models and different failure modes (`embed_tokens.weight` vs Qwen3.5 MoE load error)." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Different concrete problems: unsupported Flash Attention for one model versus GPT-2 attention scaling being ignored in backends." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Unrelated bugs: attention backend config handling versus a sequence-classification loss bug." + }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Sorted state_dict loading error is unrelated to missing Qwen3.5 vision config fields." + "reason": "Different code paths: sorted `state_dict` load error versus a Qwen3.5 vision config field being dropped by `@strict`." }, { "left": "issue:41669", "right": "issue:44246", - "accept": false, - "reason": "Both mention import performance, but one is about removing import * and the other is an intermittent slowdown with different root cause." + "accept": true, + "reason": "Same underlying issue: import-time slowdown in `transformers`, with 41669 pointing to the likely root cause and 44246 reporting the symptom." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "Different models and different bugs: missing CLIPOutput attentions vs GPT2 attention scaling ignored in backend paths." + "reason": "Different models and failures; one is a missing attentions assignment, the other is GPT-2 attention-scaling behavior." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to a cache-strategy typo." - }, - { - "left": "issue:44355", - "right": "issue:44855", - "accept": false, - "reason": "Both are import-time failures, but one concerns compiled Python files generally and the other is a Python 3.13 torch.jit.script parsing issue." + "reason": "Completely unrelated: distributed optimizer state corruption versus a cache-strategy typo." }, { "left": "issue:43352", "right": "issue:45478", "accept": false, - "reason": "Nemotron Flash Attention 2 support and Qwen3.5 MoE from_pretrained errors are different model-specific problems." + "reason": "Same broad area only; the specific bugs differ (`Flash Attention 2.0` unsupported vs Qwen3.5 MoE `from_pretrained` error)." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both mention import/runtime errors, but one is about compiled Python files generally and the other is a specific `torch.jit.script` parsing issue in DebertaV2Model." }, { "left": "issue:36683", "right": "issue:44117", "accept": false, - "reason": "A missing config attribute is not the same as TOKENIZER_MAPPING_NAMES returning None during from_pretrained." + "reason": "Different loading bugs: missing `vocab_size` on one config versus tokenizer mapping returning `None`." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "SamHQ seeding flakiness and xdist race on captured_info.txt are different test failures." + "reason": "Test flakiness in a model integration test is not the same as an xdist race writing `captured_info.txt`." }, { "left": "issue:43097", "right": "issue:43352", "accept": false, - "reason": "Removed tie_embeddings behavior is unrelated to Flash Attention support errors." + "reason": "Different topics: a removed config method versus Flash Attention support for Nemotron." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Loading a sorted state_dict and saving incorrect visual encoder keys are different serialization bugs." + "reason": "Both concern loading/saving, but one is a `state_dict` load failure and the other is incorrect visual encoder keys on save." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "These are separate Python-version compatibility failures with no shared code-path evidence." + "reason": "Both are Python-version compatibility reports, but they are different versions and different failure causes." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 MoE from_pretrained failure are unrelated model-loading bugs." + "reason": "Same family of `from_pretrained` issues, but different models and different missing/invalid fields." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "A missing ReLU in the DSA indexer is unrelated to DeepseekV3MoE diverging from remote implementation." + "reason": "Unrelated subsystems: a DSA-indexer activation question versus a DeepSeekV3 implementation divergence." }, { "left": "issue:43064", "right": "issue:44655", "accept": false, - "reason": "Optimizer-state corruption during training is not the same as Pipeline.save_pretrained failing." + "reason": "Different areas: FSDP/PEFT optimizer state handling versus saving `Pipeline` objects." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bug and TP OOM while loading a large model are different problems." + "reason": "Both mention tensor parallelism, but one is a training bug and the other is an OOM while loading a specific model." }, { "left": "issue:44077", "right": "issue:44380", "accept": false, - "reason": "A patchtsmixer post_init policy change is unrelated to GPT2 attention scaling under SDPA/FlashAttention." + "reason": "Different model/config behavior: `patchtsmixer` post-init policy versus GPT-2 attention scaling under SDPA/FlashAttention." }, { "left": "issue:43867", "right": "issue:44484", "accept": false, - "reason": "Sorted state_dict loading failure is not the same as a question about the default max_shard_size in save_pretrained." + "reason": "Load failure versus a question about the default `max_shard_size`; not the same bug." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "PyTorch-missing ImportError and tokenizer-loading regression are different failure modes." + "reason": "Different symptoms and subsystems: missing PyTorch dependency versus tokenizer-loading regression." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "Missing CLIPOutput attentions is unrelated to LwDetrImageLoss crashing under float16 AMP." + "reason": "Different model failures: missing CLIP attentions assignment versus an AMP/CUDA crash in LwDetrImageLoss." }, { "left": "issue:43618", "right": "issue:45588", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to flash_attention.py crashing on s_aux=None." + "reason": "Both touch attention-related code, but the failures are different (`CLIPOutput.attentions` vs `s_aux=None` in flash_attention.py)." }, { "left": "issue:43618", "right": "issue:44977", "accept": false, - "reason": "These concern different models and different flash-attention-related bugs." + "reason": "Different concrete issues: CLIP attentions output assignment versus Qwen3.5 generation failing with flash-attention." }, { "left": "issue:44655", "right": "issue:44938", "accept": false, - "reason": "Pipeline save_pretrained failure is unrelated to Python 3.14 import/load breakage." + "reason": "Different problems: saving `Pipeline` objects versus Python 3.14 import compatibility." }, { "left": "issue:43901", "right": "issue:44938", "accept": false, - "reason": "A documentation mismatch in TextClassificationPipeline is not the same as Python 3.14 loading failure." + "reason": "Documentation mismatch in a pipeline API versus a runtime failure on Python 3.14." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "SamHQ test seeding flakiness is unrelated to Phi-4 multimodal model loading failure." + "reason": "Different model-specific failures; one is a flaky test, the other is a latest-transformers load regression for Phi-4 multimodal." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Both are test-related, but one is missing seeding and the other is a stale CI device-override test." + "reason": "Both are CI/test-related, but they describe different failures and causes." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "SamHQ test seeding and auto_mappings references to removed configs are different issues." + "reason": "Different issues in test/auto-mapping code; no evidence they share the same root cause." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Local_files_only still making API requests and AddedToken duplicate special arg are unrelated." + "reason": "Different bug classes: offline loading still making API requests versus tokenizer `AddedToken` argument duplication." }, { "left": "issue:43010", "right": "issue:44075", "accept": false, - "reason": "Cache update no_grad decoration and SGD args not used are unrelated training/runtime issues." + "reason": "Cache update decoration and SGD optimizer arguments are unrelated." }, { "left": "issue:42890", "right": "issue:45341", "accept": false, - "reason": "SamHQ seeding flakiness is not the same as a generic bug in testing_utils.py." + "reason": "The titles suggest unrelated test issues; no clear shared bug." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained for MoE and missing _tp_plan for Qwen3_5Moe are different code paths." + "reason": "Different Qwen3.5 MoE problems: FP8 save-pretrained behavior versus missing `_tp_plan` for tensor parallelism." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Cannot import PreTrainedModel and cannot import HybridCache are different missing-export problems." - }, - { - "left": "issue:43502", - "right": "issue:44485", - "accept": false, - "reason": "Local_files_only network requests and GLM-5 RoPE implementation are unrelated." - }, - { - "left": "issue:44355", - "right": "issue:44749", - "accept": false, - "reason": "Compiled Python import errors and a data-filtering slowdown after upgrade are not the same bug." - }, - { - "left": "issue:45125", - "right": "issue:45478", - "accept": false, - "reason": "Both involve Qwen3.5 MoE, but one is missing tensor-parallel plan support and the other is a from_pretrained regression." + "reason": "Both are import-related, but one is a `PreTrainedModel` export issue and the other is a missing `HybridCache` import." } ] }, "evaluator_result": null, - "evaluator_used": false, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -13772,7 +13770,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-390", + "cluster_id": "cluster-15354-391", "nodes": [ "issue:30333", "issue:30990", @@ -13786,7 +13784,6 @@ "issue:42757", "issue:42831", "issue:43010", - "issue:43232", "issue:43299", "issue:43502", "issue:43526", @@ -13802,329 +13799,342 @@ "issue:44261", "issue:44273", "issue:44315", - "issue:44351", "issue:44355", "issue:44360", "issue:44368", "issue:44387", + "issue:44485", "issue:44556", - "issue:44623", "issue:44655", + "issue:44749", "issue:44908", + "issue:44938", "issue:44961", "issue:45003", "issue:45071", "issue:45125", - "issue:45230", "issue:45278", "issue:45375", "issue:45468", + "issue:45478", "issue:45542", - "issue:45656" + "issue:45656", + "issue:45850" ], "soft_pairs": [ + "issue:43502|issue:44485", + "issue:44355|issue:44749", + "issue:45125|issue:45478", "issue:30990|issue:31795", "issue:45125|issue:45375", "issue:44387|issue:44556", - "issue:43010|issue:45278", "issue:30333|issue:33453", + "issue:43010|issue:45278", "issue:43723|issue:44556", - "issue:43010|issue:44368", "issue:43502|issue:44222", + "issue:43010|issue:44368", "issue:44315|issue:44360", + "issue:43010|issue:45850", "issue:43502|issue:44961", "issue:42831|issue:43874", "issue:30333|issue:36296", "issue:44355|issue:45071", - "issue:44355|issue:44655", "issue:44222|issue:44230", + "issue:44355|issue:44655", "issue:43827|issue:44961", "issue:33453|issue:34689", - "issue:43010|issue:45656", - "issue:43299|issue:44556", "issue:42757|issue:43576", + "issue:43299|issue:44556", + "issue:43010|issue:45656", "issue:33453|issue:36296", "issue:43576|issue:45071", "issue:43576|issue:43824", "issue:44961|issue:45468", "issue:31795|issue:38617", "issue:38617|issue:43576", - "issue:43010|issue:43976", "issue:41628|issue:42548", - "issue:43576|issue:44351", + "issue:43010|issue:43976", + "issue:43576|issue:44938", "issue:44908|issue:44961", "issue:36296|issue:43901", - "issue:43010|issue:43232", "issue:41628|issue:44355", "issue:36296|issue:43526", "issue:44261|issue:44360", "issue:44273|issue:45003", - "issue:44273|issue:45542", - "issue:44623|issue:45230" + "issue:44273|issue:45542" ], - "prepared_review_unit_hash": "83117f6a01803c198e801d79f1f56d1e58f0e7ca4c27932488d4df3555f67695", + "prepared_review_unit_hash": "f48612d951c09736a9ad9293a490860ae7e78622e09b3ba41ee4d5cbf97ca822", "component_budget": { - "node_count": 390, - "item_count": 390, - "soft_pair_count": 1471, - "serialized_chars": 757027, - "estimated_input_tokens": 189257, - "estimated_eval_tokens": 378770 + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 38, - "serialized_chars": 37903, - "estimated_input_tokens": 9476, - "estimated_eval_tokens": 19208 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 39145, + "estimated_input_tokens": 9787, + "estimated_eval_tokens": 19830 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly related by broad Transformers v5 regression themes, but they describe different concrete failures: import/export breakages, tokenizer/model loading, quantization, training, docs, and CLI behavior. I do not see any soft pair that is clearly the same underlying bug/change.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45278 is the broadest and most representative open report of the upgrade/import-regression class, covering multiple failures after moving from 4.57.0 to 5.5.0.", + "summary": "This cluster is mostly a loose collection of Transformers v5 regression reports, centered on import/loading/model-compatibility breakages rather than one single duplicate bug. There is one plausible lazy-loading subcluster, but most soft links are too broad or too model-specific to merge.", + "confidence": 0.67, + "canonical_issue_reason": "45278 is the best umbrella issue: it is broad enough to represent the recurring post-v5 import/loading breakage theme without being as vague as the most generic complaints.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best single issue to anchor this cluster because it is explicit, broad, and closest to the repeated v5 import/loading regressions seen across the set.", + "best_issue_reason": "45278 is the most representative issue for the cluster overall because it captures the shared upgrade-regression pattern seen across many of the other reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Different bugs: local_files_only network leakage vs GLM-5 RoPE implementation." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Unrelated failures: compiled Python file handling vs a Chinese report about slower filtering after upgrade." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is tensor-parallel plan support and the other is from_pretrained loading; not the same concrete bug." + }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Different problems: a loading hang in Sentence Transformers vs docs confusion about forward args." + "reason": "Sentence-Transformers loading hang and documentation wording are unrelated." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Both touch Qwen3.5 MoE, but one is tensor-parallel plan support and the other is a config field being dropped by strict parsing." + "reason": "Same model family, but missing _tp_plan and missing deepstack_visual_indexes are distinct configuration/support issues." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Int4 quantization OOM is a runtime memory regression; checkpoint reload after upgrade is a separate loading failure." + "reason": "Both are upgrade regressions, but one is int4 memory/OOM behavior and the other is checkpoint reload compatibility." }, { - "left": "issue:43010", - "right": "issue:45278", + "left": "issue:30333", + "right": "issue:33453", "accept": false, - "reason": "Cache/layer no_grad behavior is unrelated to the broad import-error regression report." + "reason": "MLflow reporting after failed training is unrelated to tokenizer loading regressions." }, { - "left": "issue:30333", - "right": "issue:33453", + "left": "issue:43010", + "right": "issue:45278", "accept": false, - "reason": "MLFlow reporting after failed training is unrelated to tokenizer loading regression." + "reason": "Decorator/no_grad cache-update issue is unrelated to broad import failures." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer loading in v5 and checkpoint reload after upgrade are different loading paths and likely different bugs." + "reason": "Tokenizer loading in v5 and checkpoint reload failures are different code paths." }, { - "left": "issue:43010", - "right": "issue:44368", + "left": "issue:43502", + "right": "issue:44222", "accept": false, - "reason": "No-grad cache updates and a tie_word_embeddings warning are unrelated." + "reason": "local_files_only API leakage and FP8 save_pretrained issues are unrelated." }, { - "left": "issue:43502", - "right": "issue:44222", + "left": "issue:43010", + "right": "issue:44368", "accept": false, - "reason": "Local_files_only network leakage and FP8 save_pretrained moE are different code paths." + "reason": "Cache update no_grad behavior and tie_word_embeddings warning are different bugs." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Applying Liger Kernel via model_init is unrelated to a DSA indexer ReLU omission." + "reason": "Liger kernel application and DSA indexer activation are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "One is a specific cache-update decorator bug; the other is a generic complaint about many models breaking." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "API calls despite local_files_only and an unrelated placeholder issue are not the same bug." + "reason": "No overlap beyond being general issues; 'racoon' is not a loading regression." }, { "left": "issue:42831", "right": "issue:43874", "accept": false, - "reason": "FineGrainedFP8 accuracy drift and a missing image-patch-count method are different issues." + "reason": "FineGrainedFP8 accuracy and GLM46V image processor token counting are unrelated." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLFlow failure reporting and tensor-parallel training are unrelated." + "reason": "MLflow reporting and tensor-parallel training are different failures." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled Python file errors and PretrainedConfig type checking are different regressions." + "reason": "Compiled-file errors and PretrainedConfig type-checking are unrelated." }, { - "left": "issue:44355", - "right": "issue:44655", + "left": "issue:44222", + "right": "issue:44230", "accept": false, - "reason": "Compiled-file execution errors are unrelated to saving Pipeline objects." + "reason": "Both mention FP8 and Moe, but save_pretrained failure and inference support are different changes." }, { - "left": "issue:44222", - "right": "issue:44230", + "left": "issue:44355", + "right": "issue:44655", "accept": false, - "reason": "Save_pretrained on FP8 MoE and FP8 inference support are different change requests." + "reason": "Compiled Python file errors and Pipeline.save_pretrained are not the same bug." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still referencing pipeline() and a placeholder issue are unrelated." + "reason": "Docs still mentioning pipeline() is unrelated to 'racoon'." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer-loading regression and Llama 3.2 model-loading breakage are different failures." + "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading are different symptoms and code paths." }, { - "left": "issue:43010", - "right": "issue:45656", + "left": "issue:42757", + "right": "issue:43576", "accept": false, - "reason": "Cache update no_grad behavior is unrelated to double optimizer-step calls under deepspeed." + "reason": "Missing is_offline_mode import and the transformers env command are not the same issue." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Qwen3VL MoE model loading and checkpoint reload-after-upgrade are not the same concrete bug." - }, - { - "left": "issue:42757", - "right": "issue:43576", - "accept": false, - "reason": "Missing huggingface_hub symbol import and the transformers env CLI are different surfaces." + "reason": "Both are v5 upgrade loading regressions, but on different model/loading paths; too broad to merge confidently." }, { - "left": "issue:33453", - "right": "issue:36296", + "left": "issue:43010", + "right": "issue:45656", "accept": false, - "reason": "Tokenizer loading regression and tensor-parallel training bug are unrelated." + "reason": "Cache update no_grad and duplicate optimizer.step under deepspeed are unrelated." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "CLI env command breakage and PretrainedConfig type-checking are separate regressions." + "reason": "Broken env command and PretrainedConfig type checking are unrelated." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "CLI env command breakage and missing Qwen2_5_VL export are different import surfaces." + "reason": "Env command breakage and Qwen2.5-VL import failure are different issues." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Placeholder racoon issue is unrelated to Gemma4 audio positional encoding." + "reason": "No shared bug; 'racoon' is unrelated to Gemma4AudioRelPositionalEncoding." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Docs confusion in model.forward is unrelated to an ImportError for layer_type_validation." + "reason": "Documentation wording and an ImportError for layer_type_validation are unrelated." }, { "left": "issue:38617", "right": "issue:43576", "accept": false, - "reason": "ImportError for a missing utility symbol is not the same as the env CLI breakage." + "reason": "Different failure modes: missing import vs env command breakage." }, { - "left": "issue:43010", - "right": "issue:43976", + "left": "issue:41628", + "right": "issue:42548", "accept": false, - "reason": "No-grad cache update behavior is unrelated to Python version compatibility failure." + "reason": "Both are top-level import errors, but they concern different missing symbols and are not clearly the same concrete bug." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:43010", + "right": "issue:43976", "accept": false, - "reason": "Both are import errors, but for different exported symbols and likely different breakages." + "reason": "No overlap between cache-update behavior and Python version support." }, { "left": "issue:43576", - "right": "issue:44351", + "right": "issue:44938", "accept": false, - "reason": "CLI env command and HybridCache import failure are different issues." + "reason": "Broken env command and Python 3.14 loading failure are different problems." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Inverse_sqrt scheduler kwargs handling is unrelated to the placeholder issue." + "reason": "Scheduler kwargs handling is unrelated to 'racoon'." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bug and documentation of text-classification outputs are unrelated." - }, - { - "left": "issue:43010", - "right": "issue:43232", - "accept": false, - "reason": "Cache/layer update no_grad and generation sync_gpus model-kwargs handling are different code paths." + "reason": "Tensor-parallel training bug and pipeline docs mentioning return_all_scores are unrelated." }, { "left": "issue:41628", "right": "issue:44355", "accept": false, - "reason": "AutoImageProcessor import failure and compiled Python file errors are unrelated." + "reason": "AutoImageProcessor import failure and compiled Python file errors are different bugs." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor-parallel training and BeitImageProcessorFast label reduction are different bugs." + "reason": "Tensor parallel training and BeitImageProcessorFast reduce_labels are unrelated." }, { "left": "issue:44261", "right": "issue:44360", "accept": false, - "reason": "MLA q_a_layernorm precision/config issue is unrelated to the DSA indexer ReLU bug." + "reason": "MLA q_a_layernorm precision/config issue and DSA indexer activation issue are unrelated." }, { "left": "issue:44273", "right": "issue:45003", - "accept": false, - "reason": "Lazy loading failure and unsafe sys.modules access are related in theme but not clearly the same concrete bug." + "accept": true, + "reason": "These look like the same lazy-loading bug: a generic report that lazy loading is broken and a more specific root-cause report about unsafe sys.modules access in modeling_utils." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading behavior and TensorBoard-without-TF backend handling are separate problems." - }, - { - "left": "issue:44623", - "right": "issue:45230", - "accept": false, - "reason": "Missing processor save_pretrained files is too specific to merge with a generic bug report." + "reason": "Lazy loading problems and a TensorFlow/tensorboard backend error are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the cluster is indeed dominated by v5-era import/loading/compatibility regressions, and the lone accepted soft edge (44273\u219445003) is plausibly the same lazy-loading bug. The other pair judgments are conservative and mostly rest on clearly different titles or code paths. No overstatement stands out." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -14139,29 +14149,26 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-390", + "cluster_id": "cluster-15354-391", "nodes": [ "issue:31795", "issue:33453", - "issue:34689", - "issue:37428", "issue:41669", "issue:42371", "issue:42890", "issue:43352", "issue:43408", - "issue:43502", "issue:43519", + "issue:43525", + "issue:43572", "issue:43576", - "issue:43606", "issue:43673", - "issue:43704", "issue:43827", + "issue:43874", "issue:43976", "issue:44038", "issue:44077", "issue:44246", - "issue:44263", "issue:44273", "issue:44295", "issue:44297", @@ -14184,21 +14191,28 @@ "issue:45092", "issue:45125", "issue:45230", + "issue:45278", "issue:45310", "issue:45341", + "issue:45362", "issue:45468", "issue:45478", - "issue:45753" + "issue:45753", + "issue:45850" ], "soft_pairs": [ + "issue:44623|issue:45230", "issue:44393|issue:45753", - "issue:43576|issue:44556", "issue:44038|issue:45125", + "issue:43576|issue:44556", "issue:44393|issue:45071", + "issue:43525|issue:45850", "issue:41669|issue:43673", "issue:44556|issue:45092", "issue:44373|issue:44961", + "issue:43572|issue:45850", "issue:44704|issue:44908", + "issue:45362|issue:45850", "issue:42890|issue:44908", "issue:44246|issue:44273", "issue:43408|issue:44315", @@ -14211,358 +14225,308 @@ "issue:44295|issue:45230", "issue:43673|issue:44492", "issue:41669|issue:45341", + "issue:45278|issue:45850", "issue:44393|issue:45478", + "issue:43874|issue:45850", "issue:41669|issue:44492", "issue:44315|issue:44829", - "issue:44077|issue:44861", "issue:43827|issue:44908", + "issue:44077|issue:44861", "issue:31795|issue:33453", "issue:41669|issue:44908", "issue:42371|issue:44492", - "issue:44655|issue:44861", "issue:43576|issue:44273", + "issue:44655|issue:44861", "issue:44360|issue:45468", + "issue:44492|issue:45850", "issue:44273|issue:44908", - "issue:43827|issue:44492", "issue:45230|issue:45310", - "issue:43519|issue:44485", - "issue:41669|issue:43704", - "issue:43519|issue:44908", - "issue:31795|issue:34689", - "issue:31795|issue:37428", - "issue:44315|issue:45092", - "issue:43704|issue:44485", - "issue:44485|issue:45468", - "issue:42371|issue:43704", - "issue:43502|issue:43519", - "issue:43519|issue:44623", - "issue:43519|issue:43704", - "issue:44263|issue:45468", - "issue:43606|issue:45468" + "issue:43519|issue:44485" ], - "prepared_review_unit_hash": "109b2890f00cfd2d3e96c25ec4c1965b5eb03a53ba37ea062b2122f300bd2685", + "prepared_review_unit_hash": "a80c074130ef56dfddd1772ff873e8a65195c21fa8bfba5f4afbbb19093cb9fa", "component_budget": { - "node_count": 390, - "item_count": 390, - "soft_pair_count": 1471, - "serialized_chars": 757027, - "estimated_input_tokens": 189257, - "estimated_eval_tokens": 378770 + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 48, - "serialized_chars": 41368, - "estimated_input_tokens": 10342, - "estimated_eval_tokens": 20940 + "soft_pair_count": 41, + "serialized_chars": 39212, + "estimated_input_tokens": 9803, + "estimated_eval_tokens": 19862 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft links are mostly title similarity across unrelated docs, loading regressions, model-specific bugs, and perf issues. I would not merge any of the soft pairs as duplicates.", - "confidence": 0.92, - "canonical_issue_reason": "No clear canonical issue emerges because the items do not share one underlying bug or change; they span distinct subsystems and symptoms.", + "summary": "This cluster is mostly a grab bag of Transformers v5 regression reports, with a few import/lazy-loading issues and many unrelated model-specific breakages. Only one pair looks like the same underlying import/lazy-loading problem; the rest are too distinct to merge.", + "confidence": 0.43, + "canonical_issue_reason": "issue:45850 is the broadest umbrella for the cluster\u2019s recurring \u201cv5 breaks things\u201d reports, even though it is vague.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative here; the set is too broad and inconsistent to center on one bug report.", + "best_issue_reason": "issue:45850 is the best single representative of the cluster because it captures the general v5 regression theme across many of the items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44393", - "right": "issue:45753", + "left": "issue:44623", + "right": "issue:45230", "accept": false, - "reason": "Both are Qwen3 vision-model problems, but one is a 2D bbox hallucination/error and the other is an infinite-loop case on a specific image; different bugs." + "reason": "One is a concrete `processor.save_pretrained` bug; the other is just a generic bug report." }, { - "left": "issue:43576", - "right": "issue:44556", + "left": "issue:44393", + "right": "issue:45753", "accept": false, - "reason": "One is a broken `transformers env` command and the other is a checkpoint reload regression after upgrading to v5; separate code paths." + "reason": "Different Qwen3-VL failure modes: 2D bbox output corruption vs an infinite loop on a specific image." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "These are both Qwen3-MoE related, but one is a from_pretrained error and the other is a missing tensor-parallel plan; not the same defect." + "reason": "Both mention Qwen3.5-MoE, but one is a Flash Attention support/error issue and the other is missing tensor-parallel metadata." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 upgrade complaints, but one is about the `transformers env` command and the other about checkpoint reload compatibility." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "A vision-model bbox output bug is unrelated to a `PretrainedConfig` type-checking regression." + "reason": "Unrelated problems: Qwen3-VL output errors vs `PretrainedConfig` type-checking breakage." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Specific `Llama4Config` attribute error versus a broad, unspecific v5 breakage complaint." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-star cleanup/perf concerns do not match the chunked_prefill cache regression." + "reason": "Import-time slowdown from `import *` usage is not the same bug as missing generation cache support during chunked prefill." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both involve v5 loading regressions, but one is generic checkpoint reload and the other is remote-code meta-initialization incompatibility for InternVL2." + "reason": "Both concern upgrade/reload incompatibility, but they describe different code paths and model situations." }, { "left": "issue:44373", "right": "issue:44961", "accept": false, - "reason": "A wrong docstring for `position_ids` is unrelated to a placeholder `racoon` issue." + "reason": "Docstring typo vs an unrelated placeholder issue." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "A missing `pad_token_idx` in `StableLmConfig` is a model-specific config regression, not the same as the generic v5 complaint." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "Forwarding kwargs to `cached_file` and scheduler `lr_scheduler_kwargs` are unrelated API bugs." + "reason": "Different APIs and failures: `AutoProcessor.from_pretrained` kwargs forwarding vs scheduler kwargs handling." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Qwen3.5 chat crash is a specific model/runtime bug, not the same as a broad v5 breakage report." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "A flaky integration test due to missing seeds is unrelated to an inverse-sqrt scheduler kwargs regression." + "reason": "Test flakiness due to missing seeds is unrelated to scheduler kwarg handling." }, { "left": "issue:44246", "right": "issue:44273", - "accept": false, - "reason": "Import-time slowness and lazy-loading failure are different symptoms without a shared concrete bug." + "accept": true, + "reason": "Both point to the same lazy-loading/import regression around `import transformers` being unexpectedly slow or broken." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "A sam3_video/sam3_tracker type mismatch is unrelated to `patchtsmixer` and `model_init`/`post_init` handling." + "reason": "Model-type warning during instantiation is unrelated to Liger Kernel application with `model_init`." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version support regression and Qwen3-VL bbox output issues are unrelated." + "reason": "Python version compatibility and Qwen3-VL output errors are unrelated." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 support for Nemotron and a Qwen3-VL output bug are different problems." + "reason": "Flash Attention 2 support gating is unrelated to Qwen3-VL bounding-box hallucinations/errors." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "A broken CLI env command and scheduler keyword handling are unrelated." + "reason": "One is a broken CLI command; the other is a scheduler configuration bug." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs handling and `PretrainedConfig` type checking do not share the same root cause." + "reason": "Scheduler kwargs being ignored is unrelated to `PretrainedConfig` type-checking failures." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save metadata mismatch and a vague generic bug report are not enough to establish a duplicate." + "reason": "Tokenizer save metadata mismatch is a specific serialization bug; the other issue is generic." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star cleanup/perf work is unrelated to the missing `HybridCache` import failure." + "reason": "Import performance regression from lazy-loading changes is not the same as missing `HybridCache` export/import failure." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Position-ids buffer handling and a generic bug report are unrelated." + "reason": "Buffer access error for `position_ids` is unrelated to the generic bug report." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Missing cache in chunked_prefill and a typo in cache strategy docs are not the same issue." - }, - { - "left": "issue:41669", - "right": "issue:45341", - "accept": false, - "reason": "Import performance work is unrelated to a small `testing_utils.py` bug." - }, - { - "left": "issue:44393", - "right": "issue:45478", - "accept": false, - "reason": "A Qwen3-VL bbox output bug and a Qwen3.5 MoE from_pretrained regression are different model failures." - }, - { - "left": "issue:41669", - "right": "issue:44492", - "accept": false, - "reason": "Import-star cleanup/perf and a cache-strategy typo are unrelated." - }, - { - "left": "issue:44315", - "right": "issue:44829", - "accept": false, - "reason": "`model_init`/`post_init` behavior with Liger Kernel is unrelated to Flash Attention 3 degenerate training." - }, - { - "left": "issue:44077", - "right": "issue:44861", - "accept": false, - "reason": "A `post_init` restriction and `_get_tied_weight_keys` crashing on a list are different issues." - }, - { - "left": "issue:43827", - "right": "issue:44908", - "accept": false, - "reason": "Docs still mentioning `pipeline()` and scheduler kwargs are unrelated." - }, - { - "left": "issue:31795", - "right": "issue:33453", - "accept": false, - "reason": "Confusing forward-docs for `input_ids`/`past_key_values` is unrelated to a tokenizer loading regression." + "reason": "Generation cache missing and a typo in cache strategies are different problems." }, { "left": "issue:41669", - "right": "issue:44908", - "accept": false, - "reason": "Import performance and scheduler kwargs handling are unrelated." - }, - { - "left": "issue:42371", - "right": "issue:44492", - "accept": false, - "reason": "TF32 API guidance and cache-strategy typos do not describe the same bug." - }, - { - "left": "issue:44655", - "right": "issue:44861", - "accept": false, - "reason": "Saving Pipeline objects and `_get_tied_weight_keys` AttributeError are unrelated." - }, - { - "left": "issue:43576", - "right": "issue:44273", - "accept": false, - "reason": "A broken env command and lazy loading not working are different bugs." - }, - { - "left": "issue:44360", - "right": "issue:45468", + "right": "issue:45341", "accept": false, - "reason": "A DSA indexer discussion about ReLU is unrelated to Gemma-4 audio positional encoding." + "reason": "Import-time slowdown and a testing_utils bug are unrelated." }, { - "left": "issue:44273", - "right": "issue:44908", + "left": "issue:45278", + "right": "issue:45850", "accept": false, - "reason": "Lazy loading behavior and inverse-sqrt scheduler kwargs are unrelated." + "reason": "Both are broad v5 complaints, but one is specifically about import errors after upgrade while the other is a generic model-breakage report." }, { - "left": "issue:43827", - "right": "issue:44492", + "left": "issue:44393", + "right": "issue:45478", "accept": false, - "reason": "Pipeline-removal docs and cache-strategy typos are unrelated." + "reason": "Different Qwen families and different failure modes; not the same underlying bug." }, { - "left": "issue:45230", - "right": "issue:45310", + "left": "issue:43874", + "right": "issue:45850", "accept": false, - "reason": "The generic bug report is too vague to match the Qwen3.5 MoE from_pretrained regression." + "reason": "A missing multimodal-token helper is a concrete API regression, not the same as a generic breakage report." }, { - "left": "issue:43519", - "right": "issue:44485", + "left": "issue:41669", + "right": "issue:44492", "accept": false, - "reason": "Qwen3-VL timestamp calculation and GLM-5 RoPE implementation are different model-specific bugs." + "reason": "Import performance regression is unrelated to a cache-strategy typo." }, { - "left": "issue:41669", - "right": "issue:43704", + "left": "issue:44315", + "right": "issue:44829", "accept": false, - "reason": "Import-star cleanup/perf and a VRAM leak in Qwen3ForCausalLM are unrelated." + "reason": "`model_init`/Liger-Kernel application and Flash Attention 3 training degeneration are different issues." }, { - "left": "issue:43519", + "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Qwen3VL timestamp math and scheduler kwargs handling are unrelated." + "reason": "Docs still referencing `pipeline()` is unrelated to scheduler kwargs handling." }, { - "left": "issue:31795", - "right": "issue:34689", + "left": "issue:44077", + "right": "issue:44861", "accept": false, - "reason": "Forward-doc confusion for `input_ids`/`past_key_values` is unrelated to the Llama 3.2 Vision model-loading regression." + "reason": "A model config validation change and a tied-weights helper crash are different code paths." }, { "left": "issue:31795", - "right": "issue:37428", + "right": "issue:33453", "accept": false, - "reason": "A documentation issue and a flash-attention import error are unrelated." + "reason": "Doc confusion about `input_ids`/`past_key_values` is unrelated to tokenizer loading regression." }, { - "left": "issue:44315", - "right": "issue:45092", + "left": "issue:41669", + "right": "issue:44908", "accept": false, - "reason": "`model_init`/Liger Kernel behavior and InternVL2 meta-init incompatibility are different problems." + "reason": "Import/lazy-loading performance issues are unrelated to scheduler configuration." }, { - "left": "issue:43704", - "right": "issue:44485", + "left": "issue:42371", + "right": "issue:44492", "accept": false, - "reason": "A VRAM leak in Qwen3ForCausalLM is unrelated to GLM-5 RoPE implementation." + "reason": "TF32 settings guidance is unrelated to a cache-strategy typo." }, { - "left": "issue:44485", - "right": "issue:45468", + "left": "issue:43576", + "right": "issue:44273", "accept": false, - "reason": "GLM-5 RoPE implementation and Gemma-4 audio positional encoding are unrelated." + "reason": "Broken `transformers env` command and lazy-loading/import slowness are different symptoms and code paths." }, { - "left": "issue:42371", - "right": "issue:43704", + "left": "issue:44655", + "right": "issue:44861", "accept": false, - "reason": "TF32 API guidance and a Qwen3ForCausalLM VRAM leak are unrelated." + "reason": "Saving Pipeline objects and tied-weights helper crashes are unrelated." }, { - "left": "issue:43502", - "right": "issue:43519", + "left": "issue:44360", + "right": "issue:45468", "accept": false, - "reason": "Unexpected API requests with `local_files_only=True` and Qwen3VL timestamp calculation are different bugs." + "reason": "DSA indexer/ReLU discussion is unrelated to Gemma-4 audio positional encoding." }, { - "left": "issue:43519", - "right": "issue:44623", + "left": "issue:44492", + "right": "issue:45850", "accept": false, - "reason": "Qwen3VL timestamp computation and missing files in `processor.save_pretrained` are unrelated." + "reason": "A typo in cache strategy docs/code is not the same as broad v5 breakage." }, { - "left": "issue:43519", - "right": "issue:43704", + "left": "issue:44273", + "right": "issue:44908", "accept": false, - "reason": "Timestamp calculation in Qwen3VL and a VRAM leak in Qwen3ForCausalLM are different defects." + "reason": "Lazy loading problems are unrelated to inverse_sqrt scheduler kwargs handling." }, { - "left": "issue:44263", - "right": "issue:45468", + "left": "issue:45230", + "right": "issue:45310", "accept": false, - "reason": "A `torch.split()` return-value issue in GlmMoeDsaIndexer is unrelated to Gemma-4 audio positional encoding." + "reason": "Generic bug report vs a specific Qwen3.5 MoE `from_pretrained` error." }, { - "left": "issue:43606", - "right": "issue:45468", + "left": "issue:43519", + "right": "issue:44485", "accept": false, - "reason": "CPU offload device mismatch in Bark is unrelated to Gemma-4 audio positional encoding." + "reason": "Qwen3VL timestamp math and GLM-5 RoPE implementation are different model-specific bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The clustering summary is grounded in the packet: most items are indeed v5-era regression reports, with a few import/lazy-loading items and many clearly model- or API-specific bugs. The single accepted soft-edge pair, issue:44246 and issue:44273, is a conservative match on the same import/lazy-loading theme. No pair is overstated, and the broad canonical issue choice is reasonable as an umbrella for the vague v5-breakage reports." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -14577,44 +14541,67 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-390", + "cluster_id": "cluster-15354-391", "nodes": [ "issue:30333", "issue:31515", "issue:31795", "issue:33453", + "issue:34689", "issue:36296", + "issue:37428", "issue:38617", "issue:41669", + "issue:42371", "issue:42913", "issue:43066", "issue:43298", + "issue:43502", + "issue:43519", "issue:43525", "issue:43572", + "issue:43606", "issue:43704", "issue:44230", "issue:44261", + "issue:44263", + "issue:44315", "issue:44360", + "issue:44485", "issue:44623", "issue:44861", "issue:44908", "issue:44998", + "issue:45092", "issue:45290", "issue:45310", "issue:45341", "issue:45468" ], "soft_pairs": [ + "issue:41669|issue:43704", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:43606|issue:45468", "issue:44261|issue:45468", "issue:43704|issue:45341", "issue:42913|issue:43066", "issue:44908|issue:44998", "issue:44861|issue:45290", - "issue:43525|issue:44861", "issue:43704|issue:44998", "issue:41669|issue:44998", - "issue:43572|issue:44861", + "issue:43525|issue:44861", "issue:43066|issue:44998", + "issue:43572|issue:44861", "issue:31515|issue:38617", "issue:44360|issue:44998", "issue:44230|issue:44623", @@ -14625,148 +14612,226 @@ "issue:31515|issue:33453", "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "0402f14e9110bbbc279ca0ced579c476daaa9a2350bc85290cd379d132406361", + "prepared_review_unit_hash": "e59629260307b2507cba2e2f9bf42cc3b41d5f6a6e6fbc0ab0137b6a9ff7140e", "component_budget": { - "node_count": 390, - "item_count": 390, - "soft_pair_count": 1471, - "serialized_chars": 757027, - "estimated_input_tokens": 189257, - "estimated_eval_tokens": 378770 + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 }, "budget": { - "node_count": 24, - "item_count": 24, - "soft_pair_count": 19, - "serialized_chars": 19156, - "estimated_input_tokens": 4789, - "estimated_eval_tokens": 9834 + "node_count": 34, + "item_count": 34, + "soft_pair_count": 32, + "serialized_chars": 28733, + "estimated_input_tokens": 7184, + "estimated_eval_tokens": 14624 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft-similarity links mostly connect unrelated bugs that only share broad subsystem vocabulary (loading, tokenizer, configs, training). No pair looks like the same underlying issue, so I would not merge any of them as duplicates.", - "confidence": 0.9, - "canonical_issue_reason": null, + "summary": "The set is mostly heterogeneous with no true duplicate pair; the closest thematic overlap is around tokenizer/model-loading regressions, but the soft matches are still too coarse to merge.", + "confidence": 0.38, + "canonical_issue_reason": "Issue 33453 is the strongest representative bug report here: it is concrete, user-facing, and has substantial discussion around a loading regression, making it the best stand-in for the noisy loading-related subset.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 33453 is the most suitable issue to anchor this set because it is a clear, substantive regression report rather than a doc nit, feature request, or highly model-specific edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Different problems: import-time wildcard usage/perf vs a Qwen3 VRAM leak in multithreaded dataloaders." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Unrelated subsystems: Qwen3VL timestamp calculation vs inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion is not the same as a model-loading regression for Llama 3.2." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Doc wording issue vs an ImportError from flash attention utils; no shared bug." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Both concern loading paths, but one is Liger kernel application in model_init and the other is remote-code/meta-init incompatibility." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in dataloader threads is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Both are model-specific encoding bugs, but they affect different models and different code paths." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 configuration guidance is unrelated to a Qwen3 memory leak." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network leakage is unrelated to timestamp computation in a processor." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Different processor bugs: timestamp math vs missing files on save_pretrained." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Processor timestamp bug is unrelated to a VRAM leak." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "Different model internals: torch.split return behavior vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch is not the same bug as Gemma-4 audio positional encoding." + }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Both are model/config-related, but they concern different components and failure modes: MLA RMS norm epsilon precision vs Gemma4 audio positional encoding." + "reason": "MLA q_a_layernorm precision/config issue is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:43704", "right": "issue:45341", "accept": false, - "reason": "A VRAM leak in Qwen3ForCausalLM is unrelated to a testing_utils bug; no shared code-path or concrete fix target." + "reason": "A VRAM leak and a small testing_utils bug are not the same underlying change." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both mention tokenizer changes in v5, but one is about behavioral differences across versions and the other about the wrong decoder type; too different to be the same bug." + "reason": "Both involve tokenizer v5 behavior, but one is a broad regression report and the other is a specific decoder-type mismatch; not the same concrete bug." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs handling and an unrelated placeholder issue are not the same underlying change." + "reason": "Scheduler kwargs handling has nothing to do with an unrelated low-signal issue." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight key handling and chat template tool-call crashes affect different code paths and error surfaces." - }, - { - "left": "issue:43525", - "right": "issue:44861", - "accept": false, - "reason": "Missing pad_token_id on Llama4Config is unrelated to _get_tied_weight_keys crashing on list-typed _tied_weights_keys." + "reason": "Tied-weights key handling is unrelated to apply_chat_template crashes on tool-call messages." }, { "left": "issue:43704", "right": "issue:44998", "accept": false, - "reason": "No substantive overlap; a memory leak bug is not related to the placeholder issue." + "reason": "A real Qwen3 memory leak is unrelated to the unrelated low-content issue." }, { "left": "issue:41669", "right": "issue:44998", "accept": false, - "reason": "Import-star performance regression and the placeholder issue are clearly unrelated." + "reason": "Import-star performance regression is unrelated to the unrelated low-content issue." }, { - "left": "issue:43572", + "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "StableLmConfig missing pad_token_idx is a config-field regression, not a tied-weights attribute error." + "reason": "pad_token_id missing in Llama4Config is not the same as tied-weight key crashes." }, { "left": "issue:43066", "right": "issue:44998", "accept": false, - "reason": "Wrong tokenizer decoder type is unrelated to the placeholder issue." + "reason": "Tokenizer v5 decoder-type bug is unrelated to the unrelated low-content issue." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is unrelated to tied-weight key handling." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow checkpoint loading and an ImportError for layer_type_validation are different failure modes with no shared fix." + "reason": "Checkpoint loading slowness and an ImportError from configuration_utils are distinct issues." }, { "left": "issue:44360", "right": "issue:44998", "accept": false, - "reason": "A DSA indexer activation-function discussion is unrelated to the placeholder issue." + "reason": "DSA indexer missing ReLU is unrelated to the unrelated low-content issue." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 Qwen3-VL/MoE inference support and processor.save_pretrained missing files are distinct feature/bug areas." + "reason": "fp8 inference support is not the same bug as missing processor save files." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow job status reporting on training failure is unrelated to slow from_pretrained checkpoint loading." + "reason": "MLFlow status reporting failure is unrelated to slow from_pretrained checkpoint loading." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Slow checkpoint loading and a tensor-parallel training bug are different problems and would not be fixed by one PR." + "reason": "Slow checkpoint loading is unrelated to a tensor-parallel training bug." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Checkpoint loading performance and documentation confusion about input_ids/past_key_values are not the same underlying issue." + "reason": "Checkpoint loading performance and documentation confusion are different classes of issues." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "Both involve Qwen3/MoE model loading/inference, but one is fp8 support and the other is a from_pretrained regression; too different to merge as duplicates." + "reason": "fp8 support/inference and a Qwen3.5 MoE from_pretrained error are not the same concrete bug." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Slow checkpoint loading and a tokenizer-loading regression are superficially related but not the same concrete bug." + "reason": "Both are loading-related, but one is slowness and the other is a tokenizer loading regression; not the same failure mode." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching support for audio models and fp8 Qwen3-VL/Qwen3.5 MoE inference are distinct feature gaps." + "reason": "Audio continuous batching support and Qwen3 fp8 support are different feature areas." } ] }, @@ -14796,40 +14861,40 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "9e2a8079ad7609ae8131c254c0c41bdaf0de2012b6182768b2366f97caa9ad84", + "prepared_review_unit_hash": "58c47de5b36a4bf733d1b52246dcb4a7c369e3678ea1926eefb811244a533dee", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, - "estimated_input_tokens": 398, - "estimated_eval_tokens": 1052 + "serialized_chars": 1588, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, - "estimated_input_tokens": 398, - "estimated_eval_tokens": 1052 + "serialized_chars": 1588, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one requests Flash Attention 2 support for more architectures, the other requests GGUF support for more architectures. They share a phrasing pattern but describe different feature areas and different underlying changes.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the requests target different features (Flash Attention 2 vs GGUF) and are not the same bug or change.", + "summary": "These are similar in form but not in substance: one requests Flash Attention 2 support for more architectures, the other requests GGUF support for more architectures. They are related feature-expansion ideas, not the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a duplicate of the other; if a representative is needed, issue 26350 is slightly more established by discussion activity, but the cluster should really be kept separate.", + "best_issue_reason": "No canonical issue applies because the requests are for different capabilities; if one must be chosen as the cluster representative, issue 26350 is older and has more discussion, but it is not a duplicate of 33260.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different requested capabilities and code paths: Flash Attention 2 support vs GGUF support. Similar wording, but not the same underlying change." + "reason": "Different feature requests touching different formats/subsystems (Flash Attention 2 vs GGUF); they do not describe the same underlying bug or change." } ] }, @@ -14846,7 +14911,7 @@ "component_count": 16, "review_unit_index": 1, "review_unit_count": 1, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, @@ -14866,12 +14931,12 @@ "issue:43834|issue:44365", "issue:44365|issue:44370" ], - "prepared_review_unit_hash": "0724cc51aed38e8269fa5b11920a43d7a35de3cb2dd0e2ddba4f3ab849f2564e", + "prepared_review_unit_hash": "880a630ad9de1d4aeee9caa49170291aa4fe7528be674c7c1f672099d415ee62", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4455, + "serialized_chars": 4453, "estimated_input_tokens": 1114, "estimated_eval_tokens": 2484 }, @@ -14879,7 +14944,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4455, + "serialized_chars": 4453, "estimated_input_tokens": 1114, "estimated_eval_tokens": 2484 }, @@ -14887,59 +14952,11 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": { - "summary": "Three of the issues are near-verbatim duplicates of the same i18n translation template, while the Turkish-specific issue is similar but not clearly the same request. No PRs are present.", - "confidence": 0.73, - "canonical_issue_reason": "issue:43834 is the cleanest representative of the clearly duplicate template trio: it matches the other placeholder issues almost exactly and is the earliest of that set.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:43834 is the best canonical representative because its title/body are essentially identical to the other duplicate template issues and it is the earliest instance.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:27088", - "right": "issue:44370", - "accept": false, - "reason": "The Turkish-specific title differs from the placeholder template issues; similarity alone is not enough to prove the same underlying request." - }, - { - "left": "issue:27088", - "right": "issue:44365", - "accept": false, - "reason": "Same reason: this is a language-specific issue versus a generic template variant, so the match is too weak to merge confidently." - }, - { - "left": "issue:27088", - "right": "issue:43834", - "accept": false, - "reason": "The content is highly similar, but the concrete Turkish issue is not clearly the same underlying request as the generic placeholder issue." - }, - { - "left": "issue:43834", - "right": "issue:44370", - "accept": true, - "reason": "These two are near-verbatim duplicates with the same generic i18n translation template wording and almost identical body size." - }, - { - "left": "issue:43834", - "right": "issue:44365", - "accept": true, - "reason": "Near-identical placeholder issue text; they look like the same underlying template issue." - }, - { - "left": "issue:44365", - "right": "issue:44370", - "accept": true, - "reason": "These are effectively the same issue text/body and clearly duplicate each other." - } - ] - }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet: 43834 is the earliest of the three near-identical template issues, the template trio is supported by the identical titles and very high similarity scores, and the Turkish issue is conservatively kept separate. No PRs are present, and the soft-edge verdicts do not overstate the evidence." - }, - "evaluator_used": true, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -15009,244 +15026,250 @@ "issue:37015|issue:45027", "issue:43837|issue:45177" ], - "prepared_review_unit_hash": "e66e00a9b79eb67d78a35a0d698423c3baecf01753195ccb91c5958b9c760912", + "prepared_review_unit_hash": "fef203f7476cd19461d08af90d8a191b596aa6f0e3181f4eea411af0f6bd9663", "component_budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 35, - "serialized_chars": 20708, - "estimated_input_tokens": 5177, - "estimated_eval_tokens": 10610 + "serialized_chars": 20710, + "estimated_input_tokens": 5178, + "estimated_eval_tokens": 10612 }, "budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 35, - "serialized_chars": 20708, - "estimated_input_tokens": 5177, - "estimated_eval_tokens": 10610 + "serialized_chars": 20710, + "estimated_input_tokens": 5178, + "estimated_eval_tokens": 10612 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This is a loose cluster of model-support requests that share topical wording ('add/support model') but not the same underlying change. None of the soft edges look like true duplicates, so all are rejected. If a single representative issue is needed, the broadest umbrella-style request is the BERT-family/RoPE item.", - "confidence": 0.42, - "canonical_issue_reason": "issue:42738 is the broadest, most umbrella-like request in the set ('BERT-like models with RoPE'), so it best represents the BERT-family subset without being tied to one narrow model name.", + "summary": "These are all model-support request issues, but they refer to different models, architectures, and sometimes different modalities (text, ASR, TTS, OCR, vision). I don\u2019t see true duplicates or a single underlying bug/change; the cluster is only loosely similar by topic.", + "confidence": 0.96, + "canonical_issue_reason": "issue:42738 is the broadest and most general request in the set ('BERT-like models with RoPE'), so it is the most reasonable anchor if one issue must represent the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42738 is the most general and reusable representative among the issues; the others are mostly model-specific requests spanning unrelated modalities and architectures.", + "best_issue_reason": "issue:42738 is the best representative issue because it is broader than the other model-specific requests and fits the shared theme without overfitting to one exact model.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different model families; only the generic 'add model' wording overlaps." + "reason": "Different model requests: EuroBert config support vs DEIMv2 architecture support." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert and Qwen3-TTS are unrelated model requests and code paths." + "reason": "EuroBert config support and Qwen3-TTS support are unrelated models and modalities." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "Both are model-add requests, but for different concrete models and domains." + "reason": "EuroBert and RF-DETR are different model families; not the same change." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are distinct detection models, not the same change." + "reason": "RF-DETR and DEIMv2 are separate vision-model requests." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "Object detection vs audio model support; unrelated implementations." + "reason": "RF-DETR is an object-detection model; LFM2.5 Audio is an audio model request." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "Different architectures and product goals; not the same concrete fix." + "reason": "RF-DETR and OpenAI weight-sparse transformer are unrelated architectures." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "Different tasks (detection vs ASR) and different model families." + "reason": "RF-DETR and Qwen3-ASR target different model types and tasks." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "Detection model request vs TTS request; no shared code path." + "reason": "RF-DETR and Qwen3-TTS are distinct model requests with different modalities." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are unrelated models and modalities." + "reason": "NeoBERT and Qwen3-ASR are different models; no shared bug/change." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "Different model families; only broad transformer overlap." + "reason": "NeoBERT support and circuit-sparsity transformer support are unrelated requests." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "BERT-style encoder request vs audio model support." + "reason": "NeoBERT is a text encoder model; LFM2.5 Audio is an audio model request." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "Related naming pattern, but these are separate model additions, not one bug/change." + "reason": "NeoBERT and ModernVBERT are different model additions, not the same request." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "Different specific model requests; no evidence of the same underlying change." + "reason": "RF-DETR and NeoBERT are unrelated model families." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 and Qwen3-ASR address different model support paths." + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model/task requests." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "Different model architectures; not mergeable as one PR-style fix." + "reason": "MiniCPM3 support and weight-sparse transformer support are not the same code-path change." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "Both are model requests, but for distinct models with separate integration work." + "reason": "MiniCPM3 and ModernVBERT are separate model requests." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 vs Voxtral TTS are different model families and tasks." + "reason": "MiniCPM3 is a general model architecture request; Voxtral TTS support is a different audio-model request." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated requests." + "reason": "DEIMv2 and Qwen3-TTS are unrelated model additions." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are distinct model additions." + "reason": "ModernVBERT and Qwen3-ASR are different models and different tasks." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "Different families and tasks; no shared concrete implementation." + "reason": "ModernVBERT and Qwen3-TTS are distinct model requests." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT is a specific model request, while 42738 is a broader family-level request." + "reason": "ModernVBERT is a specific model request; 'BERT-like models with RoPE' is a broad category request." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE models and Voxtral TTS are different domains." + "reason": "BERT-like models with RoPE and Voxtral TTS support are not the same underlying change." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Same base family name (Qwen3) but different modalities/tasks: TTS vs ASR." + "reason": "Qwen3-TTS and Qwen3-ASR are related by family name but target different modalities and fixes." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Both are TTS-related, but they target different model families and integration paths." + "reason": "Qwen3-TTS and Voxtral TTS are different model-specific support requests." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Speech synthesis vs OCR are unrelated changes." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Different model families and code paths; not the same change." + "reason": "Qwen3-TTS support and circuit-sparsity transformer support are not the same change." + }, + { + "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:45322", "accept": false, - "reason": "ASR support and EUPE are unrelated model requests." + "reason": "Qwen3-ASR and EUPE are different model requests with different purposes." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Both are audio-related, but they request different models and tasks." + "reason": "Qwen3-ASR and LFM2.5 Audio are distinct audio-model support requests." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "Audio model request vs segmentation/text model request; unrelated." + "reason": "LFM2.5 Audio and SAM3-LiteText are different multimodal model requests." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Different audio model families and different concrete support work." + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model support requests." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "OpenAI sparse transformer and EUPE are different architectures with no shared fix." + "reason": "OpenAI weight-sparse transformer and EUPE are unrelated model additions." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "ASR model support and sparse transformer support are unrelated." + "reason": "Qwen3-ASR and circuit-sparsity transformer support do not describe the same code-path change." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different speech tasks and model integrations." + "reason": "Qwen3-ASR and Voxtral TTS are different speech-model support requests." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated model families/tasks." + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Speech recognition vs OCR; not the same underlying request." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different tasks and model families." } ] }, @@ -15287,82 +15310,82 @@ "issue:43668|issue:44031", "issue:43668|issue:43813" ], - "prepared_review_unit_hash": "ce14def5214907f448c730130aa08696445b4647727e2c946cc1cc0b1a7fd98b", + "prepared_review_unit_hash": "16dfdefcb4a424862aa464d7297d6cb7845cfdca03626deb866d9b1043d9f7e4", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6292, - "estimated_input_tokens": 1573, - "estimated_eval_tokens": 3402 + "serialized_chars": 6293, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6292, - "estimated_input_tokens": 1573, - "estimated_eval_tokens": 3402 + "serialized_chars": 6293, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are thematically similar only at a very broad level (model/config/runtime bugs), but they describe distinct bugs in different components and code paths. I do not see any true duplicates in this cluster.", - "confidence": 0.96, - "canonical_issue_reason": "No single duplicate stands out; issue 43668 is the most self-contained and concrete report, so it is the best anchor if one must be chosen.", + "summary": "These issues are not duplicates of one another; they span unrelated models, configs, typos, and tokenizer warnings. No issue/PR canonical cluster emerges from the provided titles alone.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical issue: the set covers distinct bugs/questions in different components (Llama4, Mask2Former, ModernBERT, quantization, tokenizers) with no shared underlying fix.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43668 is the clearest standalone bug report in the set (a specific ModernBERT config typing problem), but the cluster is too heterogeneous for a real canonical duplicate.", + "best_issue_reason": "Issue 44031 is the strongest standalone representative because it describes a concrete, user-visible regression with broader impact and clear reproduction context implied by the version-specific tokenizer warning.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Different models and different defects: Llama4TextL2Norm/RMS-norm semantics vs ModernBERTConfig type-hint mismatch." + "reason": "Different components and problems: a Llama4 normalization design question versus a ModernBERT config type-hint issue." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value not being used is unrelated to kwargs not being forwarded into a loss function." + "reason": "Mask2Former ignore_value being unused is unrelated to kwargs not being forwarded into a loss function." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former loss handling and tokenizer regex warnings are unrelated subsystems and bugs." + "reason": "These concern different subsystems and failure modes: Mask2Former loss handling versus tokenizer regex warnings." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Unused ignore_value in Mask2Former is not the same as a typo in a quantization-operation attribute name." + "reason": "A Mask2Former loss-parameter bug is not the same underlying issue as a typo in a quantization attribute name." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Different component and failure mode: Mask2Former target handling vs ModernBERT config typing." + "reason": "Both mention model config/loss-adjacent topics, but the concrete bugs are unrelated and would not be fixed by one patch." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Forwarding kwargs to a loss function is a runtime wiring bug; the other is a config type annotation issue." + "reason": "Passing kwargs to a loss function is a behavior bug, while ModernBERTConfig norm_eps is a type annotation problem." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "A config type hint bug is unrelated to tokenizer regex pattern warnings." + "reason": "A config type-hint mismatch and a tokenizer regex warning regression are unrelated issues." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "ModernBERTConfig norm_eps typing and a quantization-operation typo are distinct, non-overlapping issues." + "reason": "ModernBERT norm_eps typing and a quantization typo are distinct, non-overlapping fixes." } ] }, @@ -15392,7 +15415,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "5c48b6205293bc4587f63b433d2fab725ed4f1ce19b00dfcdbe2c3be6247370e", + "prepared_review_unit_hash": "df808b98ceeda2c6ef33bfc35a4e8b5bd0ecbf87a2e897998d183170618a8512", "component_budget": { "node_count": 2, "item_count": 2, @@ -15414,18 +15437,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: one asks for a general \"Set Block Decoding\" capability, while the other requests support for a specific model version (DeepSeek v3.2). They describe different features and likely different implementation work.", - "confidence": 0.95, - "canonical_issue_reason": "No canonical duplicate issue: the titles and likely scopes are too different to treat as the same underlying request.", + "summary": "The two issues are about different feature requests and do not look like duplicates: one is for block decoding, the other for DeepSeek v3.2 support.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the titles and likely scopes are unrelated, so neither issue cleanly subsumes the other.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43037 is the better standalone issue because it is more specific and actionable (a concrete model-support request).", + "best_issue_reason": "Neither issue is a good cluster representative for a duplicate set because they describe different underlying requests; if forced, #43037 is more specific, but it is not a duplicate of #41084.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different feature requests with no clear shared code-path or identical bug/change; one is about block decoding generally, the other about DeepSeek v3.2 support." + "reason": "Different topics and no shared code-path evidence; this looks like two separate feature requests, not the same underlying bug or change." } ] }, @@ -15455,7 +15478,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "10b2486a99e5b29bafe09c4fa0ae9485521586c7b0bd7f8629a172db6ee7cbcd", + "prepared_review_unit_hash": "fad4c255a15ba146e429de201108d42c070e8fc7b311032e8b2718735a29546f", "component_budget": { "node_count": 2, "item_count": 2, @@ -15477,18 +15500,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are only loosely related by Trainer customization, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers.", - "confidence": 0.88, - "canonical_issue_reason": "#43598 is the better anchor if one must be chosen because it is the more direct Trainer customization request; #43600 is a separate accounting/metrics concern rather than the same bug.", + "summary": "These two issues are related only at a very high level (custom trainers / Trainer behavior) but they describe different problems and different code paths, so they should not be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #43598 is the better representative of the cluster because it is a concrete Trainer customization request centered on `remove_unused_column`; it has the clearest, most generalizable framing of the shared theme.", "canonical_pr_reason": null, - "best_issue_reason": "#43598 is the strongest representative issue in this cluster due to its clearer, broader customization focus; #43600 appears orthogonal and should not be treated as a duplicate.", + "best_issue_reason": "Issue #43598 is the strongest single representative for the cluster, but it should not be treated as the same bug as #43600.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "They share a general Trainer/custom trainer theme, but the underlying changes differ: unused-column removal customization vs FLOPS estimation logic. They would not plausibly be merged as one duplicate fix." + "reason": "They both mention custom trainers, but #43598 is about making `remove_unused_column` more customizable in `Trainer`, while #43600 is about accounting for custom trainers when estimating FLOPS. Different functionality, different failure modes, and not plausibly one merged fix." } ] }, @@ -15518,7 +15541,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "308762975b97f4f6e474a961da303294953cddc3225a45a725b0802d627a5579", + "prepared_review_unit_hash": "6ef2a09e2bc8a74def6e854d4f788412aec0fca355139c61879a19488643b278", "component_budget": { "node_count": 2, "item_count": 2, @@ -15540,18 +15563,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a very broad level (Qwen model AutoModel support), but they target different model families and different heads/tasks, so they do not look like the same bug/change.", + "summary": "These are related only at a broad transformer-model support level, but they target different model families and different AutoModel entry points, so they are not duplicates.", "confidence": 0.93, - "canonical_issue_reason": "Issue 43684 is the broader and more central request: registering Qwen3-Omni with AutoModel/AutoModelForConditionalGeneration. It reads like the more general model-registration gap.", + "canonical_issue_reason": "Issue 43684 is the broader registration request and covers a core AutoModel / AutoModelForConditionalGeneration gap for Qwen3-Omni, making it the better canonical issue for this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "43684 is the best representative issue for the cluster because it covers the general AutoModel registration problem rather than a narrower task-specific variant.", + "best_issue_reason": "43684 is the best representative because it describes a clear library registration deficiency affecting generic model loading, whereas 44405 is a narrower task for a different config and a different task head.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying requests: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs. Qwen3.5 sequence-classification support. They touch different configs and different auto classes, so they are not duplicates." + "reason": "Different underlying requests: one is about registering Qwen3-Omni for AutoModel/AutoModelForConditionalGeneration, the other is about adding AutoModelForSequenceClassification support for Qwen3.5. They involve different configs and API surfaces, so they should not be merged as duplicates." } ] }, @@ -15588,12 +15611,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "5bd6c832b9dd168e0ae24ca6643a782b2f7cf41e7e424271eeb0ce6561e98aad", + "prepared_review_unit_hash": "bb4e6ec27fbd7e1456e7ce86fc840e8aea730d072af661a711173902499a45eb", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4265, + "serialized_chars": 4267, "estimated_input_tokens": 1067, "estimated_eval_tokens": 2390 }, @@ -15601,7 +15624,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4265, + "serialized_chars": 4267, "estimated_input_tokens": 1067, "estimated_eval_tokens": 2390 }, @@ -15610,48 +15633,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is dominated by low-information, likely unrelated issues with generic titles; there is no strong evidence of a shared underlying bug. The two identical \"huggingface\" issues are the closest pair, but still too underspecified to confidently treat as duplicates.", - "confidence": 0.41, - "canonical_issue_reason": "Issue 43845 is the best available issue representative because it is one of the repeated \"huggingface\" reports, is earlier than 43846/43859, and is more on-theme than the outlier titled \"Fett\".", + "summary": "Three issues share the exact title \"huggingface \" and look like duplicates, but there is no body detail to prove they describe the same underlying bug. \"Fett\" appears unrelated. With only title-level similarity, I would not merge any pair.", + "confidence": 0.33, + "canonical_issue_reason": "issue:43845 is the earliest of the near-identical \"huggingface \" issues, so it is the best representative if this cluster is deduplicated.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the strongest cluster representative by title similarity and recency among the repeated reports, though the evidence is weak due to the lack of substantive body text.", + "best_issue_reason": "issue:43845 is the cleanest issue to keep as the canonical duplicate target because it is earliest and matches the repeated title exactly.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Titles are different and there is no body/detail evidence showing the same bug." + "reason": "Different titles and no shared body/detail; title overlap is too weak to infer the same bug." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Titles are different and there is no body/detail evidence showing the same bug." + "reason": "Different titles and no evidence beyond generic similarity." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Titles are different and there is no body/detail evidence showing the same bug." + "reason": "Different titles and no concrete indicator they report the same problem." }, { "left": "issue:43845", "right": "issue:43846", "accept": false, - "reason": "Identical generic titles are not enough; there is no description or issue-target evidence that they report the same underlying problem." + "reason": "Same short title, but no description or issue target to confirm they are the same underlying report." }, { "left": "issue:43845", "right": "issue:43859", "accept": false, - "reason": "Similar generic titles, but insufficient substantive evidence to confirm the same bug." + "reason": "Identical title alone is insufficient; the bodies are too sparse to verify the same bug or change." }, { "left": "issue:43846", "right": "issue:43859", "accept": false, - "reason": "Similar generic titles, but insufficient substantive evidence to confirm the same bug." + "reason": "Identical title alone does not establish a duplicate without supporting details." } ] }, @@ -15692,88 +15715,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "c87f2ba32eda7b2a8280a48ef5c544f3771007c9918166364d59f43e8d9521f2", + "prepared_review_unit_hash": "c0b07763fa508d7a153a6361c283bf88e7dba455d9fc5d2a14b469edb0372b87", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5785, - "estimated_input_tokens": 1447, - "estimated_eval_tokens": 3150 + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5785, - "estimated_input_tokens": 1447, - "estimated_eval_tokens": 3150 + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly spammy or placeholder issues with no shared concrete bug or change, so there is no real duplicate set here.", - "confidence": 0.97, - "canonical_issue_reason": "Issue 44418 is the only semi-descriptive title, but the cluster is still too vague and unrelated to treat it as a true canonical duplicate.", + "summary": "All five items look like low-signal or spammy closed issues with no substantive body, files, or linked targets. None are strong duplicate candidates; the identical \"\" titles are not enough to treat them as the same underlying issue.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 44371 is the best placeholder canonical because it is the earliest of the generic spam-like issues and has no evidence suggesting a different topic from the other empty items.", "canonical_pr_reason": null, - "best_issue_reason": "No issue in this cluster is a good global representative; the items are spam or unrelated prompts, not the same underlying problem.", + "best_issue_reason": "44371 is the safest representative for this cluster: it is generic, earliest, and no item contains enough detail to justify a more specific choice.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are spam placeholders; no shared concrete bug or topic." + "reason": "Both are generic spam placeholders, but there is no concrete bug or change described to show they are the same underlying issue." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are spam placeholders, but not the same underlying issue." + "reason": "Same spam-style title, but no substantive body or shared technical context to confirm a true duplicate." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "Spam placeholder vs generic documentation suggestion; unrelated." + "reason": "One is a spam placeholder and the other is a vague documentation suggestion; titles are too different and unsupported by details." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs unrelated \"Google LLC\" prompt; not a duplicate." + "reason": "No overlap in described problem; one is spam-like and the other is a vague phrase with no technical content." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Generic documentation suggestion vs spam placeholder; no common concrete problem." + "reason": "A vague documentation suggestion and a spam placeholder are not the same underlying issue." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Generic documentation suggestion vs spam placeholder; unrelated." + "reason": "No evidence of shared bug/change; only a superficial similarity score." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam placeholders, but there is no evidence they describe the same bug or change." + "reason": "Identical spam titles do not establish the same bug or change, especially with empty bodies." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs unrelated named prompt; not the same issue." + "reason": "The titles point to unrelated content, and neither item provides enough detail for duplicate confirmation." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs unrelated named prompt; not a duplicate." + "reason": "No concrete shared problem is described, so this is not safe to merge as a duplicate." } ] }, @@ -15803,7 +15826,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "e6187a3e629fb37e31d3894ec45bde7f84369a3b27ae4f484936f3f088e8578e", + "prepared_review_unit_hash": "7f7cd23ef14eb76e99e0e92fa0c68a5a5e4affb89b0109088164b6329261b157", "component_budget": { "node_count": 2, "item_count": 2, @@ -15825,28 +15848,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are highly similar and likely related, but the packet does not prove they are exact duplicates. #45145 remains the best canonical issue because it was created first and already has an inbound reference, while #45151 can be treated as a near-match rather than a confirmed duplicate.", - "confidence": 0.78, - "canonical_issue_reason": "#45145 is the better canonical issue because it was created earlier and already has one inbound reference, so it is the more established thread for this topic.", + "summary": "The pair is likely a duplicate issue cluster, but the evidence is limited to identical titles, similar body lengths, and a soft-similarity signal. #45145 is the best canonical issue because it appeared earlier; however, the available packet does not prove the bodies are identical or that the requests are unquestionably the same.", + "confidence": 0.74, + "canonical_issue_reason": "#45145 is the earliest issue in a pair with the same title and no distinguishing links, targets, or filenames, so it is the best canonical issue to keep.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best issue representative for the cluster because it is the earliest instance and has the only inbound reference, but the evidence only supports near-duplication, not indistinguishability.", + "best_issue_reason": "#45145 is the best representative for the cluster because it predates #45151 and nothing in the packet distinguishes #45151 as a different request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": false, - "reason": "The available evidence is limited to identical titles, similar body lengths, and a soft_similarity signal. That supports a likely related/near-duplicate relationship, but not a confident conclusion that they are the same underlying issue." + "accept": true, + "reason": "Likely duplicate based on identical titles and similar metadata, but the packet does not expose the full bodies, so this should be treated as a probable rather than proven duplicate." } ] }, "evaluator_result": { "accept": false, - "feedback": "The canonical-choice rationale is grounded (earlier creation time and one inbound reference for #45145), but the cluster summary and soft-edge verdict overstate the evidence. The packet only shows identical titles, similar body lengths, and a soft_similarity signal; it does not establish that these issues are exact duplicates or that their substance is indistinguishable. A more conservative verdict would be that they are highly similar and likely related, not definitively the same issue." + "feedback": "The cluster is plausibly duplicated, but the analyst overstates certainty. The packet only shows identical titles, similar body lengths, and a soft-similarity signal; it does not expose the actual issue bodies or prove they are the same request. The soft-edge verdict should be more conservative (e.g. \"likely duplicate\"), not a clear duplicate." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -15923,40 +15946,40 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "e6c636be2f7ba7a249c6ac36d82d99ade01b30da5e285e0f7bdcc16057073db3", + "prepared_review_unit_hash": "d9feab0e20b7003fa81e3b23b65224caf0e6b28bef1dcea373c3007cc225796f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1668, - "estimated_input_tokens": 417, - "estimated_eval_tokens": 1090 + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1668, - "estimated_input_tokens": 417, - "estimated_eval_tokens": 1090 + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two open issues both concern 4-bit inference, but they describe different bugs with different failure points: one is a Gemma4 audio-module `torch.finfo()` TypeError on `uint8` weights, the other is a BitsAndBytesConfig regression where `llm_int8_skip_modules` drops the default `lm_head` exclusion and triggers an AssertionError. They should not be merged as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "No clear canonical duplicate: the reports describe separate root causes and distinct code paths. If one must be kept as the cluster representative, issue #45674 is slightly better as the more general configuration regression report.", + "summary": "These two issues both mention 4-bit inference, but they describe different failures in different code paths: one is a Gemma4/audio-module torch.finfo() uint8 TypeError, the other is a BitsAndBytesConfig skip_modules assertion regression. They should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 45674 is the more general and reusable report: it describes a concrete BitsAndBytesConfig regression in 4-bit inference with a clear config-related failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45674 is the better representative because it states the configuration regression and expected-vs-actual behavior more directly, making it easier to route and triage.", + "best_issue_reason": "Issue 45674 is the better cluster representative because it is broader and more directly tied to a specific inference/config bug, while 45672 appears to be a separate model/module-specific failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Reject: both are 4-bit inference problems, but one is a Gemma4 audio-module `torch.finfo()` type issue on `uint8` weights while the other is an `llm_int8_skip_modules`/`lm_head` exclusion regression causing AssertionError. Different bugs, not one fix." + "reason": "Different root causes and code paths. 45672 is a Gemma4/audio-module dtype error from torch.finfo() on uint8 weights; 45674 is a BitsAndBytesConfig skip_modules behavior regression causing an AssertionError in 4-bit inference." } ] }, @@ -15986,7 +16009,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "979e58bbff4e03746f2a84f09d1ec77430969d2ad00383a1e10461f512df9c77", + "prepared_review_unit_hash": "6904d6aebe97eb5d480fbe3d64043843dc490e53cfa971aaae31e19d17282996", "component_budget": { "node_count": 2, "item_count": 2, @@ -16008,18 +16031,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues do not look like duplicates; they are unrelated name/date entries and appear to be spam or placeholder posts rather than the same bug report.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue is appropriate here because the two issues are not about the same underlying problem.", + "summary": "The two closed issues are just personal-name/date titles with no body or technical context. They do not appear to describe the same bug or request, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good global representative: both are unrelated, content-free entries with no shared technical problem.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different personal-name/date titles with no body, links, or technical context; they do not appear to describe the same bug or change." + "reason": "The titles reference different people and different dates, with no shared technical subject, body text, or linked targets. This is not evidence of the same underlying issue." } ] }, @@ -16049,7 +16072,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "cd93425d808271a24112ee43f8b412cba57e5b8ce9016dbbca69d7eb1d1b7724", + "prepared_review_unit_hash": "2598ed8620b33a14a9b912cb08976c4d6aa26479de9bfaf77a8b578ef5b33662", "component_budget": { "node_count": 2, "item_count": 2, @@ -16071,18 +16094,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are unrelated name/date placeholders with no body or shared technical context, so they should not be clustered as duplicates.", - "confidence": 0.99, - "canonical_issue_reason": "Neither issue contains substantive content, and the titles are distinct personal-name/date strings with no evidence of the same problem.", + "summary": "Two closed issues with only person-name-and-date titles and no body content; they do not appear to describe the same underlying problem.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No issue here is meaningfully better as a canonical duplicate target; both are empty and unrelated.", + "best_issue_reason": "Neither issue is a good canonical representative: both are sparse, unrelated-looking, and lack any problem description or linkage.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "The titles do not describe the same bug or request, and there is no body, linkage, or shared technical context connecting them." + "reason": "Different names and dates with no body, links, or shared context; no evidence they describe the same issue." } ] }, @@ -16141,157 +16164,157 @@ "pull_request:43823|pull_request:45795", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "fd665eb0087351da1f1690706793c539736fa805e7890d8621e6035e839fec27", + "prepared_review_unit_hash": "9ec6aa791bc863f6282a046bb5ae3d4326a7a2a411b44bbbf949a184d658ba03", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 19, - "serialized_chars": 35206, - "estimated_input_tokens": 8802, - "estimated_eval_tokens": 17860 + "serialized_chars": 35202, + "estimated_input_tokens": 8801, + "estimated_eval_tokens": 17858 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 19, - "serialized_chars": 35206, - "estimated_input_tokens": 8802, - "estimated_eval_tokens": 17860 + "serialized_chars": 35202, + "estimated_input_tokens": 8801, + "estimated_eval_tokens": 17858 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is mostly unrelated PRs grouped by broad subsystem similarity. The only true duplicate is the pair of `fixed_cross_entropy` patches for issue 43240; all other soft links are too coarse and should remain separate.", - "confidence": 0.96, + "summary": "This cluster is mostly heterogeneous PRs that only share broad Transformers themes. The only high-confidence duplicate pair is the two `fixed_cross_entropy` patches (`43251` and `43254`), which both extend the same function in the same file for the same issue target.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "`pull_request:43251` is a valid canonical anchor for the only real duplicate pair because it is explicitly tied to issue 43240 and makes the same `fixed_cross_entropy` kwargs-forwarding change in `src/transformers/loss/loss_utils.py` as `pull_request:43254`.", + "canonical_pr_reason": "Pick `pull_request:43251` as the canonical PR for the one true duplicate pair: it has the explicit issue link, more review activity, and the same concrete `fixed_cross_entropy` API expansion as `43254`.", "best_issue_reason": null, - "best_pr_reason": "`pull_request:43251` is the best cluster PR candidate because it belongs to the only accepted duplicate pair, is issue-linked to 43240, and clearly expresses the cross-entropy kwargs fix in the same file as the matching PR.", + "best_pr_reason": "`pull_request:43251` is the best overall PR anchor because it is the clearest duplicate candidate in the cluster; the remaining PRs are unrelated enough that they should not be merged into the same canonical thread.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "VideoPrism model addition and ExecuTorch dynamic-shape test are unrelated changes." + "reason": "Both are unrelated feature/test PRs; they only share vague model/runtime context." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Mistral tokenizer helper methods and a new MobileLLM model are different code paths and fixes." + "reason": "Tokenizer method additions vs a new model implementation; not the same change." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API additions and exportability tests are not the same underlying change." + "reason": "Different subsystems and goals: tokenizer API gaps vs executorch export tests." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor robustness work and a new model implementation are unrelated." + "reason": "Processor robustness changes are unrelated to adding a new model." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs forwarding and MobileLLM model creation are unrelated." + "reason": "Cross-entropy kwargs fix vs adding MobileLLM; no shared bug/change." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss utility kwargs fix and Mistral4 test/model work address different bugs." + "reason": "Same loss utility vs Mistral4 test/model work; too different to be duplicates." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch export tests and Mistral4 fixes are separate changes." + "reason": "Executorch dynamic-shape test vs Mistral4 test/model changes; unrelated." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic-shape export testing and MobileLLM model addition are unrelated." + "reason": "Different feature areas: exportability tests vs new model addition." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model code and config-resolution ordering fix are different changes." + "reason": "MobileLLM implementation vs config-resolution fix; no concrete overlap." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model work and Falcon output-interface refactoring are unrelated." + "reason": "Adding a model vs refactoring Falcon output collection; not the same code-path problem." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon refactor and Mistral4 test fixes do not target the same bug or code path." + "reason": "Falcon refactor and Mistral4 test fixes are separate model-specific changes." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactoring and the model-creation skill/meta PR are not the same artifact." + "reason": "Falcon output-interface refactor vs model-creation skill scaffolding; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model fixes and `layrnorm` renaming are separate changes." + "reason": "Mistral4 test fix vs a layernorm renaming sweep; different bug/change." }, { "left": "pull_request:44827", "right": "pull_request:45795", "accept": false, - "reason": "Mistral4 fixes and audio/video processor docs are unrelated." + "reason": "Mistral4 test/model fixes vs docs for audio/video processors; not the same change." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 work and `cls.config` resolution ordering fix are different issues." + "reason": "Model-specific test fix vs class-annotation resolution fix; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "They both touch modeling-related areas, but the PRs address different problems and should not be merged as duplicates." + "reason": "The shared `modeling_auto.py` touch is incidental; one is a model fix, the other is a docs/skill PR." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model implementation and model-creation skill/meta PR are not the same change." + "reason": "New model implementation vs a model-creation skill/docs PR; different artifacts and purpose." }, { "left": "pull_request:43823", "right": "pull_request:45795", "accept": false, - "reason": "MobileLLM model code and audio/video processor docs are unrelated." + "reason": "Model addition vs documentation for processors; only broad topical overlap." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs change `src/transformers/loss/loss_utils.py` to forward supported kwargs into `nn.functional.cross_entropy` for the same issue 43240, so they are the same underlying fix." + "reason": "Both patch `fixed_cross_entropy` in the same file for the same issue target, adding support for the same kwargs; they are effectively the same bug fix and could be merged together." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The overall cluster read is mostly grounded, but the canonical PR rationale overstates what the packet shows: there is evidence that 43251 and 43254 are the same fix on the same file/issue, but not that 43251 is the \"more complete/representative\" implementation. That comparative claim is not supported by the diff previews. The soft-edge rejections are otherwise conservative." + "accept": true, + "feedback": "The summary is grounded in the packet. The only clearly supported duplicate candidate is `pull_request:43251`/`pull_request:43254`: they touch the same file and function, share the same issue target `43240`, and both add the same `fixed_cross_entropy` kwargs support. The other pairwise rejects are conservative and consistent with the diff previews." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -16315,7 +16338,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "72e0cd2e1c1c2476e54577fc5dca0bc6e5a60b38d8cc219834f27d0842ecd387", + "prepared_review_unit_hash": "a14f67ba43916306d6a1e33ffa06b9ce46c1b305157c670bb6d90c43cf72aabd", "component_budget": { "node_count": 2, "item_count": 2, @@ -16337,18 +16360,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related but distinct VibeVoice PRs: one for the core model integration, one for a realtime extension with acoustic-tokenizer work. They overlap heavily in shared model/auto-registration files, but they do not look like the same underlying change.", - "confidence": 0.83, + "summary": "These are related VibeVoice PRs, but they are not duplicates: one introduces the base VibeVoice integration, while the other adds a realtime variant and an acoustic tokenizer, which is a larger follow-on feature.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 40546 is the broader base VibeVoice implementation and reads as the foundational integration; 42781 is a later, narrower realtime follow-up that extends the stack with additional tokenizer/generation work.", + "canonical_pr_reason": "PR 40546 is the foundational VibeVoice implementation and the cleanest representative of the core model integration.", "best_issue_reason": null, - "best_pr_reason": "PR 40546 is the best representative of the cluster because it covers the primary VibeVoice model bring-up, whereas 42781 is a specialized realtime variant rather than the same change.", + "best_pr_reason": "PR 40546 is the most central standalone change; PR 42781 appears to be a dependent extension rather than the same change.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Shared filenames are not enough here: 40546 implements VibeVoice itself, while 42781 adds a realtime flavor and acoustic tokenizer support. They touch related code paths but are not the same concrete change and would not plausibly merge into one PR as duplicates." + "reason": "They overlap on VibeVoice infrastructure and auto registrations, but 42781 adds realtime support plus an acoustic tokenizer, making it a distinct follow-on feature rather than the same concrete change." } ] }, @@ -16378,7 +16401,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "626103e09780be5f86af888af0a111e4bafc161c45a0c9d4256edd74d38a43df", + "prepared_review_unit_hash": "19af67eca9bc99364f5c52e954f4e1e919c16b32d4d6d550be27c5c34ca9adbf", "component_budget": { "node_count": 2, "item_count": 2, @@ -16400,18 +16423,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated feature PRs in different model families: TimesFM covariate forecasting vs. DINOv3 image-classification support. The soft similarity signal is too weak to treat them as the same underlying change.", - "confidence": 0.99, + "summary": "These two pull requests are not duplicates: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They touch different models, code paths, and feature sets, so they should stay separate.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 41224 is the more focused, self-contained feature PR, but it is not a duplicate of 40755; the cluster does not have a true canonical PR.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different code paths and goals: 40755 adds TimesFM forecasting with covariates, while 41224 adds DINOv3 image-classification support." + "reason": "Different underlying changes for different model families (TimesFM forecasting with covariates vs DINOv3 image classification). Shared doc/test/modeling churn is incidental and they could not plausibly be merged into one PR." } ] }, @@ -16506,7 +16529,7 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "a513eb7bbac9c979889d9248767be3ff027b4d9aafcefe70506a68ecb8fc56bc", + "prepared_review_unit_hash": "837fd7abbd1f0bbe53d661f1607a2c57728a6532f0403f9bf32b86bb733daa5b", "component_budget": { "node_count": 3, "item_count": 3, @@ -16528,24 +16551,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests are separate model additions (DeepSeek OCR, Isaac, Kimi2-6) that share Hugging Face model-registration scaffolding but do not fix the same underlying bug or implement the same change.", - "confidence": 0.98, + "summary": "These are three separate model-addition PRs (DeepSeek OCR, Isaac, Kimi2-6). They share mostly boilerplate registration/docs paths, but they implement different models with different codebases and release scopes, so they are not duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "None of these PRs is a duplicate of the others; they target different models and cannot be safely consolidated into one change.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model integrations for DeepSeek OCR vs Isaac. Shared auto-registration/docs/test plumbing is generic boilerplate, not evidence of the same concrete change." + "reason": "Different model integrations: DeepSeek OCR vs Isaac. Shared files are generic auto-registry/docs scaffolding, not the same concrete code-path change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model integrations for Isaac vs Kimi2-6. They overlap only in broad Transformers model-support scaffolding and do not appear mergeable into one PR." + "reason": "Different model integrations: Isaac vs Kimi2-6. Overlap is limited to common Transformers wiring and documentation, so they should not be merged as one PR." } ] }, @@ -16575,7 +16598,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "69714920e8bac28b0cc36558180747922ef785f93b2ec2fc91756ba5f138984f", + "prepared_review_unit_hash": "0187cc80dc93d8fcfaf78a82c89ee7bcc92579834fe141963ea2a4369fdfefea", "component_budget": { "node_count": 2, "item_count": 2, @@ -16597,18 +16620,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two unrelated GitHub Actions dependency-upgrade PRs: one for general workflow action compatibility with Node 24, and one specifically upgrading docker/build-push-action. They overlap in workflow files but do not fix the same concrete problem.", - "confidence": 0.95, + "summary": "Two workflow maintenance PRs that both update GitHub Actions versions, but they target different action families and different upgrade goals. They overlap in some workflow files, yet they are not the same underlying change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better canonical representative because it is the broader, more cohesive workflow-actions compatibility upgrade and touches more of the affected CI surface.", + "canonical_pr_reason": "PR 42975 is the stronger canonical representative: it has a clear stated purpose (Node 24 compatibility) and a broad, coherent set of workflow action upgrades tied to that goal.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the strongest standalone PR in the cluster: it has the clearer overarching goal (Node 24 compatibility) and the widest workflow coverage.", + "best_pr_reason": "PR 42975 is the best single PR in the cluster because its scope is more clearly defined and it represents the broader dependency-upgrade theme more cleanly than the docker-action bump.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "They are different dependency bumps with different targets and intents: general GitHub Actions runtime compatibility vs docker/build-push-action upgrade. Shared workflow files are not enough to treat them as the same change." + "reason": "Do not merge: 42975 upgrades core GitHub workflow actions like checkout/cache/upload-artifact for Node 24 compatibility, while 42976 updates docker/build-push-action to v6 in Docker image workflows. They are related maintenance, but not the same concrete bug/change and would not naturally be a single PR." } ] }, @@ -16651,12 +16674,12 @@ "pull_request:44601|pull_request:45838", "pull_request:45490|pull_request:45838" ], - "prepared_review_unit_hash": "ad8c8bdae803d7d2c8eae826a7de8701331aaba6773b412a0337dc0a9ad37ab8", + "prepared_review_unit_hash": "17159348b8513b917aee729703768caab0ac52f4c1d5cd1bd1d2777e6bc56997", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 9, - "serialized_chars": 23512, + "serialized_chars": 23511, "estimated_input_tokens": 5878, "estimated_eval_tokens": 12012 }, @@ -16664,7 +16687,7 @@ "node_count": 7, "item_count": 7, "soft_pair_count": 9, - "serialized_chars": 23512, + "serialized_chars": 23511, "estimated_input_tokens": 5878, "estimated_eval_tokens": 12012 }, @@ -16673,66 +16696,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "No true duplicates here. The apparent overlaps are mostly shared Hugging Face boilerplate (docs/toctree, auto registries) across unrelated model-addition PRs, plus one separate distributed-loading infra PR.", - "confidence": 0.96, + "summary": "All items are separate PRs for different model additions or an unrelated distributed-loading feature; the shared file overlap is mostly docs/auto-registration boilerplate. No soft edge looks like the same underlying change, so every candidate is rejected.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the shared filenames are generic model-registration/docs scaffolding, while the PRs introduce different models or an unrelated pipeline-parallel loading change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 43451 is the strongest standalone representative of a substantive model-addition change, with broad model-specific code and very high review activity, but it is not a duplicate anchor for the others.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different models (ViT NEPA vs Molmo); overlap is only docs/auto-registry boilerplate." + "reason": "Different model families and code paths: ViT NEPA vs Molmo. Shared docs/auto files are just integration boilerplate, not the same fix." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different models (ViT NEPA vs Molmo2); shared files reflect generic model registration, not the same bug/change." + "reason": "Different additions: ViT NEPA vs Molmo2. These are separate model implementations, not one mergeable change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model additions (ViT NEPA vs CTSM); no shared concrete code-path fix." + "reason": "ViT NEPA model support and CTSM model support are unrelated changes." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are distinct model families/generations; not the same underlying change." + "reason": "Molmo and Molmo2 are related by name but are distinct model families/versions with separate configs and implementations." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Different models (Molmo vs CTSM); only broad subsystem overlap in registration/docs." + "reason": "Molmo support and CTSM support are different model additions, not the same underlying bug or feature." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Different models (Molmo2 vs CTSM); no evidence they fix or add the same concrete code path." + "reason": "Molmo2 support and CTSM support are unrelated model additions." }, { "left": "pull_request:43973", "right": "pull_request:45838", "accept": false, - "reason": "Different domains: audio model support vs OCR/text-recognition model support." + "reason": "Lfm2 Audio adds an audio model; PP-OCRv6 adds text recognition models. Different modalities and code paths." }, { "left": "pull_request:44601", "right": "pull_request:45838", "accept": false, - "reason": "Infrastructure change for pipeline-parallel loading vs a specific model-support PR; not the same underlying fix." + "reason": "Native pipeline-parallel loading support is a distributed infra change, not the same change as adding PP-OCRv6 model support." }, { "left": "pull_request:45490", "right": "pull_request:45838", "accept": false, - "reason": "Different model additions (CTSM vs PP-OCRv6 recognition); shared registry files are insufficient for duplication." + "reason": "CTSM and PP-OCRv6 are different model families; shared docs/model-registry edits do not indicate a duplicate." } ] }, @@ -16754,85 +16777,63 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-43291-4", + "cluster_id": "cluster-43291-3", "nodes": [ "pull_request:43291", "pull_request:43665", - "pull_request:44815", - "pull_request:45845" + "pull_request:44815" ], "soft_pairs": [ - "pull_request:43291|pull_request:45845", "pull_request:43291|pull_request:43665", "pull_request:43291|pull_request:44815", - "pull_request:43665|pull_request:45845", - "pull_request:43665|pull_request:44815", - "pull_request:44815|pull_request:45845" + "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "cf28fb45e1f90ae658ce182dccdf2b3851a509b506d3cce74dbbb5a81a03b932", + "prepared_review_unit_hash": "b0d7537286cd96dff952dedcb94100a40dc921bead251642b27dd9a884fc8844", "component_budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 6, - "serialized_chars": 10176, - "estimated_input_tokens": 2544, - "estimated_eval_tokens": 5344 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 }, "budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 6, - "serialized_chars": 10176, - "estimated_input_tokens": 2544, - "estimated_eval_tokens": 5344 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are four unrelated pull requests across different models/components; none look like true duplicates. The strongest standalone fix is the FP8 dequant/loading change in 44815.", - "confidence": 0.96, + "summary": "The three PRs are not duplicates of one another: one is a Whisper tokenizer/test fix, one is a CLIP/ViT test-only change with no real bug context, and one is an FP8 dequant/model-loading fix. The only thing they share is vague similarity in being fixes.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "44815 is the most substantive and representative fix: it changes core FP8/loading code paths and includes related integration/tests, unlike the others which are model-specific or test-only.", + "canonical_pr_reason": "PR 44815 is the most concrete and substantial fix, with a clear code-path change in FP8 dequant/model loading and multiple related files; the others are unrelated test-only or Whisper-specific changes.", "best_issue_reason": null, - "best_pr_reason": "44815 is the best overall PR candidate because it addresses a concrete runtime bug in a shared code path and has the clearest production impact.", + "best_pr_reason": "PR 44815 is the strongest representative because it addresses a specific runtime bug path rather than only adjusting tests or making a narrow tokenizer tweak.", "soft_edge_verdicts": [ - { - "left": "pull_request:43291", - "right": "pull_request:45845", - "accept": false, - "reason": "Different model families and different bugs: Whisper tokenizer timestamp decoding vs RF-DETR proposal masking/device placement." - }, { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both touch tests, but they target different models and different issues; 43291 also changes Whisper tokenizer code, while 43665 is just test assertions." + "reason": "Whisper tokenizer decoding changes are unrelated to the CLIP/ViT test edits; they do not fix the same underlying bug or change." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decode/timestamp handling is unrelated to FP8 dequant/loading logic in 44815." - }, - { - "left": "pull_request:43665", - "right": "pull_request:45845", - "accept": false, - "reason": "Unrelated test-only changes in CLIP/ViT versus an RF-DETR runtime fix." + "reason": "Different subsystems and different problems: Whisper decode logic vs FP8 dequant/loading logic." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "No shared underlying bug or code path; 43665 is test-focused, while 44815 is a core FP8 integration fix." - }, - { - "left": "pull_request:44815", - "right": "pull_request:45845", - "accept": false, - "reason": "Both are fixes, but for different subsystems and failure modes; they would not plausibly merge into one PR." + "reason": "Test-only CLIP/ViT edits are not the same concrete code-path change as the FP8 dequant fix, so they should not be merged as duplicates." } ] }, @@ -16862,7 +16863,7 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "37c71327ccc050fb30237eff2752e524d2d5338529d2d22e551e14defe7c8c2e", + "prepared_review_unit_hash": "9054f002811e467113ecbc1389d35f95f3fb57f3ebe92015fb400a2a7810f6b0", "component_budget": { "node_count": 2, "item_count": 2, @@ -16884,18 +16885,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two unrelated open PRs: one is a setup/version/dependency tweak, the other rewires CI/testing workflows. They share a test file path but not the same underlying change.", - "confidence": 0.96, + "summary": "These two pull requests are not duplicates: one is a small setup/version/test-bot formatting change, while the other rewires CI/workflow behavior and touches several unrelated files. The only overlap is a shared Vit test file, which is not enough to treat them as the same change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:43532 is the more substantial PR and best represents the cluster, but the items are not truly duplicates of each other.", + "canonical_pr_reason": "PR 43488 is the better canonical PR because it is the narrower, more self-contained change and does not mix in unrelated workflow edits.", "best_issue_reason": null, - "best_pr_reason": "No issue items are present; as a PR representative, pull_request:43532 is the strongest candidate because it contains the broader code/workflow changes.", + "best_pr_reason": "PR 43488 is the best representative of this cluster if one must be chosen, since it is the smaller and more focused PR.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Reject: these PRs change different areas and solve different problems. 43488 updates setup/dependency/version metadata, while 43532 modifies GitHub workflows and test utilities; the shared Vit test file is incidental." + "reason": "Reject: these PRs address different code paths and intents. 43488 is about setup/version/test-bot plumbing, while 43532 changes GitHub Actions workflows and notification/testing utilities; the shared Vit test file is incidental and not enough to merge them as one PR." } ] }, @@ -16925,12 +16926,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "97a2da92375c51618029bfe7fa5793fe32982cc74f824f6e427ef4972e3b5378", + "prepared_review_unit_hash": "595500950fc0b4a09ebf8a5d66a7c3bc825eb8b96f109a4233680d6620d61e24", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6081, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -16938,7 +16939,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6081, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -16947,18 +16948,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share scaffolding/docs work but target different tasks and model stacks, so they are not duplicates.", - "confidence": 0.96, + "summary": "These are closely related pipeline-addition PRs, but they implement different features: concept segmentation vs visual segmentation. The shared scaffolding and doc/test files are not enough to treat them as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these are distinct feature additions with different pipeline names, docs, and supported model families.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "43613 is the broader visual-segmentation feature PR and is the better representative if one must be chosen, but it still is not a duplicate of 43612.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different underlying features: concept segmentation vs visual segmentation. The overlapping pipeline/doc/test scaffolding is incidental and not enough to treat them as one mergeable change." + "reason": "Different concrete changes and code paths: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation. They share documentation and registration boilerplate, but the targets, pipelines, and model/test coverage differ enough that they would not plausibly merge into one PR." } ] }, @@ -16988,7 +16989,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "2e6b597885d55abd6d402cbe5185fd647506f9d14cf92dcfaf9826b78968abba", + "prepared_review_unit_hash": "933c0ba11bbc4ff084c5107a7d5c66d8d1e9312c88055e185d5f060de1c8970e", "component_budget": { "node_count": 2, "item_count": 2, @@ -17010,18 +17011,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate trainer.py API-hook PRs: one adjusts gradient-accumulation loss scaling, the other factors out signature-column filtering for overrides. They share a file and theme but not the same underlying change or bug.", + "summary": "The two PRs both touch `trainer.py` and are trainer extensibility refactors, but they address different code paths: gradient-accumulation loss scaling vs. signature-column filtering. They should not be merged as duplicates.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "43651 is the cleaner representative PR: it introduces a focused training-step behavior change plus an explicit hook for loss scaling. 43663 addresses a different extension point and is not a duplicate.", + "canonical_pr_reason": "PR 43651 is the more concrete, self-contained trainer behavior change and is the better representative of this small cluster.", "best_issue_reason": null, - "best_pr_reason": "43651 is the strongest standalone PR in this cluster because it has a single, concrete behavioral target and a narrowly scoped implementation. 43663 is related only at the subsystem level.", + "best_pr_reason": "PR 43651 is the more concrete, self-contained trainer behavior change and is the better representative of this small cluster.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different code paths and semantics: 43651 concerns loss scaling during gradient accumulation, while 43663 concerns how Trainer derives signature columns for filtering inputs. Shared filename alone is not enough to treat them as the same change." + "reason": "Reject: these are different trainer code paths. 43651 changes loss scaling during `training_step` via `_loss_is_scaled_for_ga`; 43663 adds `_get_signature_columns` for column filtering. Shared file/subsystem is not enough to treat them as the same change." } ] }, @@ -17053,52 +17054,52 @@ "pull_request:43656|pull_request:43842", "pull_request:43836|pull_request:43842" ], - "prepared_review_unit_hash": "903a6848a51d905611fd58e0b05fdf22a38ea9663aa3c27061080c4e861ff0d7", + "prepared_review_unit_hash": "56107392d5aefe4a230690ae72c7c2be0ef50da456b018a1610392f8c374c3f0", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5992, - "estimated_input_tokens": 1498, - "estimated_eval_tokens": 3252 + "serialized_chars": 5993, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5992, - "estimated_input_tokens": 1498, - "estimated_eval_tokens": 3252 + "serialized_chars": 5993, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three open PRs in transformers/cli/serve.py are all about TypeAdapter/annotation NameErrors, but only one pair looks like the same concrete fix. Two PRs are narrowly about quoting or TYPE_CHECKING-gating TypeAdapter when pydantic is optional; the earlier broad annotation cleanup appears related but not the same change.", - "confidence": 0.82, + "summary": "All three PRs target the same TypeAdapter NameError area in `src/transformers/cli/serve.py`. The most focused fix is the later, smaller PR that explicitly handles the pydantic-not-installed case.", + "confidence": 0.7, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43842 is the most targeted and minimal fix for the TypeAdapter NameError when pydantic is absent, making it the best representative of the cluster.", + "canonical_pr_reason": "PR #43842 is the most focused and precise fix: it directly addresses the TypeAdapter annotation import problem in the CLI serve path with a small, scoped change and an explicit pydantic-not-installed rationale.", "best_issue_reason": null, - "best_pr_reason": "PR #43842 best captures the concrete bug with the smallest, most specific diff and clear issue target.", + "best_pr_reason": "PR #43842 is the best representative because it is the narrowest patch, most clearly tied to the runtime NameError, and least entangled with broader annotation refactors.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": false, - "reason": "Both touch serve.py and mention TypeAdapter, but #43656 is a broader postponed-annotations cleanup while #43842 specifically fixes the pydantic-optional TypeAdapter NameError. Related symptom, not the same underlying change." + "accept": true, + "reason": "Both PRs fix the same TypeAdapter NameError in the CLI serve code path, differing mainly in annotation-handling mechanics; they could plausibly be merged into one patch." }, { "left": "pull_request:43836", "right": "pull_request:43842", "accept": true, - "reason": "These are two variants of the same concrete fix in the same code path: both quote or defer TypeAdapter annotations in serve.py to avoid runtime NameError, and they could plausibly be merged into one PR." + "reason": "Both target the same serve.py TypeAdapter annotation failure and appear to be alternative/overlapping fixes for the same runtime issue, so they look like duplicates." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: #43842 is indeed the smallest and most targeted diff, with an explicit issue target and a direct TypeAdapter/pydantic-absent fix. The soft-edge calls are conservative overall: rejecting #43656 vs #43842 is defensible given the broader annotation cleanup, while accepting #43836 vs #43842 is reasonable because both clearly address the same serve.py TypeAdapter annotation problem and share the same issue target." + "feedback": "The summary is grounded in the packet: all three PRs touch `src/transformers/cli/serve.py` and are about the TypeAdapter annotation NameError class of bugs. The choice of PR #43842 as the narrowest and most explicit fix is supported by its smaller diff and pydantic-specific title. The soft-edge acceptances are conservative enough here because the changes appear compatible and mergeable into a single bugfix patch, though #43656 is somewhat broader than the others." }, "evaluator_used": true, "retried": false, @@ -17193,7 +17194,6 @@ "pull_request:44017", "pull_request:44018", "pull_request:44019", - "pull_request:44024", "pull_request:44044", "pull_request:44056", "pull_request:44059", @@ -17245,8 +17245,8 @@ "pull_request:44059|pull_request:44722", "pull_request:44098|pull_request:44101", "pull_request:44018|pull_request:44071", - "pull_request:44017|pull_request:44161", "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", @@ -17256,17 +17256,18 @@ "pull_request:44059|pull_request:44071", "pull_request:44059|pull_request:44068", "pull_request:44056|pull_request:44101", - "pull_request:44073|pull_request:44161", "pull_request:44018|pull_request:44059", + "pull_request:44073|pull_request:44161", "pull_request:44101|pull_request:44161", "pull_request:43997|pull_request:44017", "pull_request:43997|pull_request:44056", "pull_request:44071|pull_request:44076", "pull_request:44074|pull_request:44101", - "pull_request:44056|pull_request:44161", "pull_request:43997|pull_request:44018", + "pull_request:44056|pull_request:44161", "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", @@ -17285,397 +17286,378 @@ "pull_request:43996|pull_request:44007", "pull_request:43996|pull_request:44129", "pull_request:44044|pull_request:44129", - "pull_request:44044|pull_request:44154", - "pull_request:44024|pull_request:44076" + "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "19340dbf0f318e78d43b840f4a1099cc61fc60b2972e369e0044d8422db92a46", + "prepared_review_unit_hash": "cc5177d6d64827bf3fc06c0949062dc630078fa6f8f0c5e7510aa346e59a57aa", "component_budget": { "node_count": 28, "item_count": 28, - "soft_pair_count": 77, - "serialized_chars": 84508, - "estimated_input_tokens": 21127, - "estimated_eval_tokens": 42510 + "soft_pair_count": 78, + "serialized_chars": 84900, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "budget": { - "node_count": 28, - "item_count": 28, + "node_count": 27, + "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 76943, - "estimated_input_tokens": 19236, - "estimated_eval_tokens": 38728 + "serialized_chars": 75097, + "estimated_input_tokens": 18775, + "estimated_eval_tokens": 37806 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a family of model-specific output-tracing refactors, not a single duplicate change. The only strong duplicates are within the GPT-J/GPT-Neo lines; cross-model pairs are generally different code paths and should stay separate.", - "confidence": 0.89, + "summary": "This cluster is mostly a set of model-specific refactors for standardized output tracing across unrelated architectures. Most pairs only share the same tracking issue or broad refactor theme; only a few same-model/file pairs look like true duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the most representative GPT-J-family refactor here: it is explicit about the output-tracing migration, touches the same core code path as the other GPT-J variants, and also spans the closely related CodeGen copy.", + "canonical_pr_reason": "PR 44722 is the best representative: it covers the same GPT-J/CodeGen output-tracing migration as the other GPT-J-focused PRs, is later, and appears to subsume the narrower variants.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the best anchor for the cluster\u2019s dominant theme because it is the broadest and clearest instance of the standardized output-tracing migration in the GPT-J family.", + "best_pr_reason": "PR 44722 is the strongest overall fit because it is the most complete instance of the GPT-J/CodeGen standardized output-tracing change in this set.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and different forward paths; same meta theme, not the same concrete change." + "reason": "Same broad output-tracing theme, but different model families and files; not the same concrete change." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "CVT/FNet output tracing is unrelated to DeBERTa\u2019s attention/output refactor." + "reason": "Different model families (Cvt/FNet vs DeBERTa); only the refactor theme is shared." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J code path and same decorator-based output-tracing migration; plausibly one combined PR." + "reason": "Both touch GPT-J output tracing in the same code path; one PR is just broader (also CodeGen), so they could be merged." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet and EfficientNet are separate model implementations; same pattern, not a duplicate bugfix." + "reason": "Different models and different files; same issue target is too broad to call them duplicates." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet refactor is unrelated to the GPT-J/CodeGen change." + "reason": "EfficientNet vs GPT-J/CodeGen are unrelated concrete changes." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen versus EfficientNet are different code paths." + "reason": "Different model families; no shared concrete bug or code path." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are unrelated implementations." + "reason": "MobileNetV2 and DeBERTa output-tracing refactors are unrelated implementations." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen refactor and MGP-STR refactor are distinct model changes." + "reason": "GPT-J/CodeGen versus MGP-STR; same style of refactor, not the same artifact." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "Different models and different refactor targets." + "reason": "GPT-J/CodeGen and MPT are different code paths." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both target GPT-Neo output tracing in the same file/model family; this looks like the same underlying migration." + "reason": "Both are GPT-Neo output-tracing refactors in the same model family and file, so they look like the same change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are separate model code paths." + "reason": "GPT-J/CodeGen versus GPT-Neo; shared refactor pattern only." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo versus GPT-J/CodeGen is not the same concrete fix." + "reason": "GPT-Neo and GPT-J are different model implementations." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet output tracing is unrelated to GPT-J/CodeGen." + "reason": "ResNet output tracing and GPT-J/CodeGen output tracing are unrelated code paths." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J family changes are different model refactors." + "reason": "MGP-STR and GPT-J/CodeGen are unrelated model families." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are unrelated implementations." + "reason": "ResNet and GPT-J are different implementations; only the decorator migration theme overlaps." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different code paths." + "reason": "GPT-Neo versus ResNet is not the same underlying change." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT refactors are unrelated." + "reason": "ResNet and MPT are different concrete changes." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are different model families." + "reason": "GPT-Neo and Flaubert are unrelated model code paths." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are not the same change." + "reason": "GPT-Neo versus GPT-J/CodeGen; same refactor style, different artifact." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT output tracing is unrelated to GPT-J/CodeGen." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44116", - "accept": false, - "reason": "GPT-Neo and Flaubert are different code paths." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44085", - "accept": false, - "reason": "GPT-Neo and GPT-J are different model implementations." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-Neo and MGP-STR are not the same bugfix." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44086", - "accept": false, - "reason": "MPT and MGP-STR are unrelated." + "reason": "MPT and GPT-J/CodeGen are unrelated implementations." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 and MGP-STR touch different model code paths." + "reason": "GPT-2 and MGP-STR are different model families." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are unrelated model changes." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44722", - "accept": false, - "reason": "GPT2 output tracing is separate from the GPT-J/CodeGen refactor." + "reason": "GPT-J and MGP-STR are unrelated concrete changes." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert are different implementations." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44161", - "accept": false, - "reason": "Segformer and LongT5 are unrelated model refactors." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44722", - "accept": false, - "reason": "Segformer and GPT-J/CodeGen are different code paths." + "reason": "ViLT and Flaubert/XLM are different code paths." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:44018", + "right": "pull_request:44059", "accept": false, - "reason": "Segformer and VisualBert are separate model implementations." + "reason": "GPT-Neo versus GPT-2; same general output-tracing refactor, but not the same bug or change." }, { "left": "pull_request:44073", - "right": "pull_request:44101", - "accept": false, - "reason": "VisualBert and Flaubert are unrelated." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT2 and MGP-STR are different model changes." - }, - { - "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are unrelated model refactors." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44059", - "accept": false, - "reason": "GPT-Neo and GPT2 are different model code paths." + "reason": "VisualBert and LongT5 are unrelated models." }, { "left": "pull_request:44101", "right": "pull_request:44161", "accept": false, - "reason": "Flaubert/XLM and LongT5 are unrelated." + "reason": "Flaubert/XLM and LongT5 are different implementations." }, { "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "RegNet and Segformer are separate models." + "reason": "RegNet and Segformer are unrelated model changes." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPNet are unrelated." + "reason": "RegNet and MPNet do not share the same concrete change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are different code paths." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are different code paths." + "reason": "MPT and ImageGPT are unrelated model implementations." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert are unrelated model changes." + "reason": "TextNet and Flaubert/XLM are different artifacts." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated despite the shared output-tracing theme." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are different implementations." + "reason": "MPNet and LongT5 are different model families." }, { "left": "pull_request:43997", - "right": "pull_request:44018", + "right": "pull_request:44071", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated." + "reason": "RegNet and MPT are unrelated code paths." }, { - "left": "pull_request:44071", - "right": "pull_request:44129", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "MPT and SpeechT5 are different model families." + "reason": "SqueezeBert and MPT are unrelated model implementations." }, { - "left": "pull_request:44059", - "right": "pull_request:44071", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "GPT2 and MPT are unrelated refactors." + "reason": "SqueezeBert and VisualBert are different code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44074", + "left": "pull_request:44017", + "right": "pull_request:44722", "accept": false, - "reason": "RegNet and TextNet are separate models." + "reason": "Segformer and GPT-J/CodeGen are unrelated concrete changes." }, { - "left": "pull_request:43997", - "right": "pull_request:44129", + "left": "pull_request:44017", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and SpeechT5 are unrelated." + "reason": "Segformer and LongT5 are different model families." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert and MPT are different code paths." + "reason": "Segformer and VisualBert are unrelated implementations." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:44068", + "right": "pull_request:44086", "accept": false, - "reason": "SqueezeBert and VisualBert are unrelated." + "reason": "GPT-Neo and MGP-STR are unrelated model code paths." }, { - "left": "pull_request:44018", - "right": "pull_request:44129", + "left": "pull_request:44068", + "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and SpeechT5 are different model implementations." + "reason": "GPT-Neo and MPT are different models." }, { - "left": "pull_request:43997", - "right": "pull_request:44074", + "left": "pull_request:44059", + "right": "pull_request:44722", "accept": false, - "reason": "RegNet and TextNet are unrelated." + "reason": "GPT-2 and GPT-J/CodeGen are distinct model implementations." }, { - "left": "pull_request:43997", - "right": "pull_request:44129", + "left": "pull_request:44098", + "right": "pull_request:44101", "accept": false, - "reason": "RegNet and SpeechT5 are not the same change." + "reason": "ViLT versus Flaubert/XLM is not the same underlying change." }, { "left": "pull_request:44010", "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBert and GPT-Neo are unrelated model code paths." + "reason": "SqueezeBert and GPT-Neo are different model families." }, { "left": "pull_request:44071", "right": "pull_request:44129", "accept": false, - "reason": "MPT and SpeechT5 are different implementations." + "reason": "MPT and SpeechT5 are unrelated code paths." }, { "left": "pull_request:43996", - "right": "pull_request:44161", + "right": "pull_request:44017", "accept": false, - "reason": "CVT/FNet and LongT5 are unrelated." + "reason": "FNet/CVT and Segformer are unrelated model implementations." }, { "left": "pull_request:43996", - "right": "pull_request:44017", + "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and Segformer are separate model refactors." + "reason": "FNet/CVT and SpeechT5 are different concrete changes." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and DeBERTa are different code paths." + "reason": "SqueezeBert and DeBERTa are different model families." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa and TextNet are unrelated." + "reason": "DeBERTa and TextNet are unrelated changes." }, { - "left": "pull_request:44024", - "right": "pull_request:44076", + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 looks like a broader follow-up/subsuming PR rather than a different change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same file; 44722 just adds the CodeGen companion changes." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", "accept": false, - "reason": "FocalNet and ImageGPT are different model implementations." + "reason": "GPT-J and SpeechT5 are unrelated model implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 do not share the same concrete bug or change." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and Vits are unrelated code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing migrations in the same model family and file, so they look like the same underlying change." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44116", + "accept": true, + "reason": "Both touch Flaubert output tracing in the same file; one is a broader Flaubert/XLM refactor, the other is a Flaubert-only WIP variant." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it correctly identifies the dominant GPT-J/GPT-Neo output-tracing refactor theme while treating the other model changes as separate code paths. The accepted soft-edge pairs are conservative and match the evidence that those PRs are effectively the same migration within the same model family." + "feedback": "The summary is grounded in the packet: it correctly distinguishes broad, model-specific output-tracing refactors from the few same-model/file overlaps. The accepted soft edges are conservative and each pair looks mergeable as a single bugfix PR, especially the GPT-J/CodeGen cluster and the GPT-Neo and Flaubert subset pairs. No pair is overstated as a duplicate beyond what the diffs support." }, "evaluator_used": true, "retried": false, @@ -17698,76 +17680,85 @@ "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": "2ee21b7f52e738f04d1bd9a91078d5d313cfe6d0cef648aa4234bb4af97850cb", + "prepared_review_unit_hash": "15ccb1a032239bfd2ef594a76c77f7abb2ed6e901b21f47eb036a0c6d5de0566", "component_budget": { "node_count": 28, "item_count": 28, - "soft_pair_count": 77, - "serialized_chars": 84508, - "estimated_input_tokens": 21127, - "estimated_eval_tokens": 42510 + "soft_pair_count": 78, + "serialized_chars": 84900, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "budget": { - "node_count": 6, - "item_count": 6, - "soft_pair_count": 5, - "serialized_chars": 13065, - "estimated_input_tokens": 3267, - "estimated_eval_tokens": 6790 + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17124, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a set of model-specific refactors to standardized output tracing/capture_outputs across different architectures, not duplicate fixes of the same code-path bug.", - "confidence": 0.86, + "summary": "These PRs are thematically similar standardized-output/capture refactors, but they target different model implementations and code paths, so they are not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44010 is a clean representative of the shared refactor pattern: it updates one model\u2019s forward path to the new standardized output-capture approach without extra cross-cutting scope.", + "canonical_pr_reason": "No single canonical PR: each item is a separate model-specific refactor (RegNet, SqueezeBert, FocalNet, MPNet, VisualBert, TextNet, ImageGPT, SpeechT5).", "best_issue_reason": null, - "best_pr_reason": "PR 44010 is the best cluster representative because it is a straightforward, self-contained example of the output-tracing migration pattern seen across the set.", + "best_pr_reason": "44129 is the clearest representative because it is explicitly issue-linked and directly about standardized output capture, but it still only applies to SpeechT5.", "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Same broad output-tracing theme, but FocalNet and ImageGPT are different model code paths and not mergeable as one fix." + }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both are similar output-tracing refactors, but they touch different models and different code paths; they are not the same underlying change and would not realistically merge into one PR." + "reason": "Both are output-tracing refactors, but they touch different models (VisualBert vs TextNet) with separate implementation details." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Shared refactor theme only. MPNet and VisualBert have model-specific tracing implementations, so this is not a duplicate fix/change." + "reason": "MPNet and VisualBert are unrelated model implementations; this is a shared refactor pattern, not the same underlying change." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These are separate per-model output-capture migrations, not one concrete bug or code-path fix." + "reason": "Different models and different forward/output plumbing; too broad to be one duplicate PR." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model implementations; same high-level refactor pattern is not enough to treat them as duplicates." + "reason": "RegNet and SqueezeBert are distinct modules; similar decorator migration does not make them the same change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Both migrate output tracing, but they are distinct model-specific changes in different files and code paths; not one mergeable PR." + "reason": "SqueezeBert and SpeechT5 have separate output-tracing implementations and cannot plausibly be merged into one concrete PR." } ] }, @@ -17847,274 +17838,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "c901facdfacf5880e8847a3f3b085e8c1b769e6a08f937b283f0c89f959567fb", + "prepared_review_unit_hash": "994079c53d2504cfa7b4e32abde074a12e31211b86ed72b3790eae349b417368", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40168, - "estimated_input_tokens": 10042, - "estimated_eval_tokens": 20340 + "serialized_chars": 40170, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40168, - "estimated_input_tokens": 10042, - "estimated_eval_tokens": 20340 + "serialized_chars": 40170, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs form a topical cluster around output-tracing refactors, but they are model-specific changes in different code paths, so they are not duplicates of one another.", - "confidence": 0.9, + "summary": "All items are model-specific refactors for output tracing/can_return_tuple, but they target different model implementations and code paths, so they are not duplicates of one underlying bug/change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the best representative of the cluster: it is the broadest refactor here, spans two related model files, and introduces the shared output-capturing machinery that the other PRs only apply in narrower model-specific ways.", + "canonical_pr_reason": "No issue target here; PR 44025 is the best representative because it is a clear, multi-file example of the shared output-tracing refactor pattern.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the strongest single example of the output-tracing refactor theme, with the largest and most structural change set among the PRs shown.", + "best_pr_reason": "PR 44025 is the strongest cluster representative: it applies the tracing refactor across two closely related depth-anything files and matches the dominant theme of the set.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Both are output-tracing refactors, but they affect different models and different forward paths; not the same concrete fix." + "reason": "Different model families; same refactor theme, but not the same concrete change or code path." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different model families and files; same pattern of refactor, but not one mergeable duplicate change." + "reason": "Different models and implementations; only the high-level output-tracing pattern overlaps." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Unrelated model code paths; only the refactor style matches." + "reason": "Separate model code paths; not a mergeable duplicate pair." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and files; not the same underlying bug/change." + "reason": "Both are tracing refactors, but for different architectures and modules." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Same tracing theme, but timm_backbone and rwkv are separate implementations with distinct fixes." + "reason": "Unrelated model code paths; shared refactor motif is too broad." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Different models and forward signatures; not a duplicate change." + "reason": "Different model families and forward paths; not the same underlying fix." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Both refactor outputs, but for unrelated models and code paths." + "reason": "Only the output-tracing refactor theme is shared." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 and DepthAnything are unrelated model implementations; same general theme only." + "reason": "Different model implementations; no shared concrete bug or change." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "No shared bug or code path; only a common decorator/refactor pattern." + "reason": "Separate encoder-decoder vs vision model code paths." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different encoder-decoder models; not the same concrete change." + "reason": "Distinct models; same broad refactor pattern is insufficient." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Same refactor wording, but vision_text_dual_encoder and univnet are separate code paths." + "reason": "Different multimodal/audio-vision model code paths; not duplicates." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model families; not the same fix." + "reason": "Different subsystems and forward implementations." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "These touch unrelated model implementations, so they are not mergeable duplicates." + "reason": "Shared tracing refactor theme only; concrete changes differ." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Shared output-tracing theme only; different models and different forward logic." + "reason": "Different model families; cannot be merged as one PR." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Different model code paths; no indication of the same underlying bug." + "reason": "Same broad goal, but unrelated model code paths." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Unrelated model implementations; same refactor class, not the same change." + "reason": "Not the same concrete bug/change." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different models and outputs; not a duplicate fix." + "reason": "Different model implementations and refactor scope." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and forward paths; only the tracing refactor pattern is shared." + "reason": "Different model families; only theme-level similarity." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "No shared concrete code-path problem; the similarity is only thematic." + "reason": "Separate code paths and architectures." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Falcon/Mamba refactor versus SuperPoint refactor; separate implementations and fixes." + "reason": "Different models; same output-tracing motif is too generic." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different model internals and outputs; not the same underlying change." + "reason": "Different model architectures and unrelated implementation details." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Timm backbone and CodeGen are unrelated code paths; same refactor family only." + "reason": "Not the same code path; codegen and timm_backbone are unrelated." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Unrelated model implementations; not a duplicate PR." + "reason": "Separate model families and forward logic." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different models and forward behaviors; not the same fix." + "reason": "Only broad refactor similarity, not a shared bug." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Only the output-tracing theme matches; the code paths do not." + "reason": "Different modules and model behavior; not mergeable as one fix." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Different model families and files; same broad refactor pattern, but not the same concrete bug/change." + "reason": "Different model code paths; same refactor pattern only." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "DepthAnything/PromptDepthAnything versus VisionEncoderDecoder are unrelated implementations." + "reason": "Distinct encoder-decoder vs depth-estimation code paths." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different model code paths; no evidence they fix the same problem." + "reason": "Different models and changes; not a duplicate." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Separate model families with distinct output mechanics; not mergeable as one PR." + "reason": "Unrelated model implementations despite similar tracing refactor." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "DepthAnything refactor and DPR refactor are unrelated changes." + "reason": "Different concrete model logic and filenames." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder and RWKV are different systems; not the same code-path issue." + "reason": "Different model families; no shared underlying bug." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Different model families and forward paths; no duplicate evidence." + "reason": "Separate encoder-decoder integrations; not the same fix." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Same refactor style only; unrelated model implementations." + "reason": "Different code paths and implementation scopes." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "VisionEncoderDecoder and DPR are distinct model code paths." + "reason": "Different models and refactor details." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint are unrelated model implementations." + "reason": "Different model families and forward implementations." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and output shapes; not the same underlying change." + "reason": "No common concrete bug/change beyond a generic tracing refactor." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different code paths and behaviors; only the refactor pattern overlaps." + "reason": "Different model code paths; not a duplicate pair." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated implementations; not a duplicate." + "reason": "Different model architectures and refactor scope." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different model families; no shared concrete bug or fix." + "reason": "Separate models; same theme is too broad." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are separate model code paths, so these are not duplicates." + "reason": "Different model families; not the same code-path fix." } ] }, @@ -18147,52 +18138,52 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "e23d3d3f2fa42a80e59ede1e3f4b13b5f28d1d8133b765f0aa21757d508f46c5", + "prepared_review_unit_hash": "0ccbb217cac8ab612a3519fe73cd6a1230358c93a616db0a3090677e1f847793", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10912, - "estimated_input_tokens": 2728, - "estimated_eval_tokens": 5712 + "serialized_chars": 10913, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10912, - "estimated_input_tokens": 2728, - "estimated_eval_tokens": 5712 + "serialized_chars": 10913, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three items are separate model-addition pull requests for different models (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). They share framework-wide registry/docs files, but not the same underlying code change or bug.", + "summary": "All three pull requests are separate model additions for different architectures (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). They share only common transformer plumbing and docs/registry updates, so they should not be deduplicated or merged together.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: each PR implements a different model integration, so they are not duplicates of one another.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "Voxtral TTS is the most self-contained/traceable of the three because it has an explicit issue target, but it still represents a distinct model addition rather than a duplicate of the others.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model implementations (PenguinVL vs Voxtral TTS). Shared auto-registry/docs files are generic integration boilerplate, not the same concrete change." + "reason": "Different model families and different implementation surfaces; overlap is limited to shared auto-registry/docs files, which is boilerplate for model additions." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "PenguinVL and DeepSeek-OCR-2 are unrelated model additions. Overlap is limited to common model-registration files and does not indicate the same fix/change." + "reason": "These add unrelated models with different configs, processors, and tests. Similarity comes from standard integration files, not the same code-path fix." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 and Voxtral TTS target different models and codepaths. Similar filenames reflect standard model onboarding, not duplicate work." + "reason": "Separate model integrations for different tasks and architectures; no evidence they address the same bug or could be merged into one PR." } ] }, @@ -18222,12 +18213,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "31a0e84d7dbdcc13dcd35f9ea6bc3bb8d5f6d5dfdd051cd271be32d7d7fb76c6", + "prepared_review_unit_hash": "76478190ab9114795c279ff84a84c835e9dae977c85947fda0846ee26af91bea", "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 }, @@ -18235,7 +18226,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -18244,18 +18235,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related PRs around fusion, but they address different levels of the stack: one introduces a generic Module Fusion API, the other adds n-to-1 kernel fusion integration via KernelConfig. They are connected, but not the same concrete change and would not be merged as a single PR.", - "confidence": 0.87, + "summary": "These two pull requests are related around module/kernel fusion, but they are not duplicates: PR #44979 introduces a generic Module Fusion API and test scaffolding, while PR #45363 wires n-to-1 kernel fusion through KernelConfig and adds integration/example code. They target different layers of the stack and would not plausibly be merged as one PR.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44979 is the more foundational change: it introduces the generic Module Fusion API and test coverage. It is the broader reusable base that the later KernelConfig work builds on.", + "canonical_pr_reason": "PR #45363 is the more concrete end-user feature request: it adds KernelConfig-based fusion integration across modeling utils, hub kernels, and an example. PR #44979 is a lower-level foundation for module fusion, so it is better treated as supporting infrastructure rather than the main duplicate candidate.", "best_issue_reason": null, - "best_pr_reason": "PR #45363 is the more user-facing and complete feature proposal for kernel fusion via KernelConfig, with integration across multiple files and an example demonstrating the workflow.", + "best_pr_reason": "PR #45363 is the best representative of the cluster because it has the broader product-facing change and ties together the fusion workflow via KernelConfig. PR #44979 is a separate foundational API addition and not the same change.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related fusion work, but not the same concrete bug/change. #44979 adds a generic module-fusion API, while #45363 wires n-to-1 kernel fusion through KernelConfig and integration code. They could coexist as separate PRs and are not strict duplicates." + "reason": "Related but distinct: #44979 adds a generic module-fusion API, while #45363 implements KernelConfig-driven n-to-1 kernel fusion integration. Different code paths and feature scope." } ] }, @@ -18285,7 +18276,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "62ae4d570e382e1d5e49f120c105839d792dce9b3714430ee876f98f96a53da4", + "prepared_review_unit_hash": "f59fe99ed9ace6d99dc0fe1a10642346f6ff2f16cdad37826e14e432e8736448", "component_budget": { "node_count": 2, "item_count": 2, @@ -18307,18 +18298,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests target the same Mistral regex patch in the same file, with the same fix for the AttributeError and the same issue link. PR 45317 is the more complete duplicate because it adds test coverage while implementing the same code-path fix.", - "confidence": 0.97, + "summary": "Both PRs address the same AttributeError in `_patch_mistral_regex` by switching the pre-tokenizer access from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the second PR is a fuller version with tests.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the best canonical PR: it fixes the same AttributeError in `_patch_mistral_regex` as PR 45086, but adds accompanying tests and has the more complete implementation.", + "canonical_pr_reason": "Prefer pull_request:45317 as the canonical PR because it includes the same code fix plus test coverage, making it the more complete representative.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best overall representative because it addresses the same concrete bug as 45086 and includes tests, making it the stronger final patch.", + "best_pr_reason": "pull_request:45317 is the best PR candidate: same fix as 45086, same explicit issue target, and it adds tests in addition to the code change.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same explicit issue target, same file, same AttributeError fix in `_patch_mistral_regex`; 45317 is a superset with tests, so these are duplicate PRs for the same change." + "reason": "Same underlying bug fix in the same code path and file; the diffs are equivalent except that 45317 adds tests, so they are duplicate PRs for the same change." } ] }, @@ -18348,7 +18339,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "bc8918f70e8285c7a2befd9b0990a9e7e480479b73ed352967ddca94396eeba9", + "prepared_review_unit_hash": "9ed13eb7a329ad22d352fc37d67e95d76281be1e6042b115fb1f1214671da029", "component_budget": { "node_count": 2, "item_count": 2, @@ -18370,18 +18361,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two NemotronH pull requests that overlap in model files but target different changes: one refactors NemotronH to inherit GraniteMoeHybrid behavior, the other splits NemotronH into dense/sparse variants with docs and tests. They are related but not duplicates.", - "confidence": 0.89, + "summary": "These two PRs overlap on NemotronH internals, but they are not the same change: one is a narrow checkpoint conversion-mapping update, the other is a broader model split/refactor with docs/tests. Reject as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "45569 is the more complete, user-facing model change: it adds the dense/sparse architecture split plus docs/tests, whereas 45115 is a narrower inheritance/conversion refactor.", + "canonical_pr_reason": "PR #45569 is the better cluster anchor because it is the broader end-to-end NemotronH refactor and package split, while #45115 is a much narrower conversion-mapping patch.", "best_issue_reason": null, - "best_pr_reason": "45569 is the strongest representative PR for this cluster because it covers the main architectural and documentation update rather than just an internal refactor.", + "best_pr_reason": "PR #45569 is the strongest representative of the cluster: it introduces the concrete model-architecture and auto-mapping changes plus documentation/test updates. #45115 only adjusts weight renaming for conversion.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They share NemotronH implementation files, but 45115 focuses on GraniteMoeHybrid-style refactoring/conversion mapping while 45569 introduces a broader NemotronH dense/sparse model split with docs and tests. Different concrete changes, so not the same PR." + "reason": "They share NemotronH model files, but the concrete changes differ: #45115 adds checkpoint weight-renaming mappings, while #45569 refactors NemotronH into dense/sparse variants with docs and tests. Not the same underlying bug/change." } ] }, @@ -18411,7 +18402,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "34146f9b604c6318807b619275f90816a46f2bf466f1e66c10177b3eef9e3d85", + "prepared_review_unit_hash": "bbf35807c8ccb5eff50a8b911e9ec1049861fa7f1d7080771f2336179d68c405", "component_budget": { "node_count": 2, "item_count": 2, @@ -18433,18 +18424,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related feature work, not duplicates: one adds heterogeneous per-layer config plumbing, the other adds heterogeneous model/runtime support that consumes it. They share some foundational files, but they address different layers of the implementation and would not be merged as one duplicate change.", - "confidence": 0.84, + "summary": "Two open PRs form a related stack around heterogeneous-layer support, but they are not duplicates: one adds per-layer config plumbing, the other adds broader model/runtime support on top of it.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the broader umbrella change: it includes the runtime/modeling integration and also references the heterogeneous config plumbing needed to make the feature usable end-to-end.", + "canonical_pr_reason": "PR #45332 is the better representative because it is the broader, more complete change: it adds heterogeneous model support and already incorporates the downstream cache/masking/modeling updates that depend on per-layer config.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the best representative because it covers the user-facing heterogeneous model support and the concrete code-path changes beyond the config scaffolding.", + "best_pr_reason": "PR #45332 is the strongest standalone candidate for the cluster since it covers the end-to-end feature rather than only the configuration layer.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related but distinct scopes: #45333 is config-only per-layer support, while #45332 adds modeling/cache/masking integration that uses that config. They share groundwork, but they are not the same underlying change and should not be merged as duplicates." + "reason": "These are adjacent but distinct changes: #45333 introduces per-layer configuration support, while #45332 builds heterogeneous model/runtime support on top of that. They do not look like the same underlying bug/change and should not be merged as duplicates." } ] }, @@ -18474,12 +18465,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "6a484169d52d658c4d988a673c2c1aa39fc03f2299eb860797ef8d14ff0fa954", + "prepared_review_unit_hash": "39c4a94d4f1c742fe9cd709cb14dfe187f60448388a6002b8239d4115564f743", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -18487,7 +18478,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -18496,18 +18487,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate typing-related PRs, but they address different changes: one is a broad repo-wide type-checking cleanup, the other adds specific typing protocols and targeted integration updates. They are not duplicates.", - "confidence": 0.89, + "summary": "Both pull requests are typing-related, but they target different changes: PR 45415 is a broad type-checking sweep across many `src/transformers/*` files, while PR 45425 adds typing helpers/protocols and updates a smaller set of core typing-sensitive code paths. They should not be merged as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the more focused, self-contained typing change; it introduces concrete protocol/type aliases and targeted code updates rather than a broad sweep.", + "canonical_pr_reason": "PR 45425 is the better canonical representative for the cluster because it introduces reusable typing infrastructure in `_typing.py` and updates core consumers, making it the more specific and structurally central typing change.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the better representative of the cluster because it has a narrower, more coherent purpose and clearer code-path intent.", + "best_pr_reason": "PR 45425 is the strongest standalone PR in this cluster: it has a focused code change, clear typing abstractions, and a tighter concrete scope than the broad type-checking cleanup in PR 45415.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Overlap is only at the level of general typing cleanup and a few shared files. 45415 is a broad type-checking pass with ignore-rule adjustments, while 45425 adds specific typing protocols and targeted fixes; they are not the same underlying change and would not plausibly be merged as one PR." + "reason": "Both are about typing, but they solve different problems: 45415 is a wide type-checking cleanup across many files, while 45425 adds new typing protocols/utilities and touches different implementation paths. They are not the same underlying change and would not plausibly merge into one PR." } ] }, @@ -18529,115 +18520,71 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-45487-6", + "cluster_id": "cluster-45487-4", "nodes": [ "pull_request:45487", "pull_request:45817", "pull_request:45836", - "pull_request:45842", - "pull_request:45843", - "pull_request:45844" + "pull_request:45843" ], "soft_pairs": [ "pull_request:45487|pull_request:45843", - "pull_request:45487|pull_request:45842", "pull_request:45487|pull_request:45836", "pull_request:45817|pull_request:45843", - "pull_request:45817|pull_request:45842", - "pull_request:45836|pull_request:45842", - "pull_request:45836|pull_request:45843", - "pull_request:45836|pull_request:45844", - "pull_request:45842|pull_request:45843", - "pull_request:45843|pull_request:45844" + "pull_request:45836|pull_request:45843" ], - "prepared_review_unit_hash": "5163687df060a9a391d9261d3f0216f5aed010755e73254c12de968be9629f6d", + "prepared_review_unit_hash": "733589c62f11dea8532215bb5fbd699dfa0ea9a7400985a8ba7e25f37e78f8e7", "component_budget": { - "node_count": 6, - "item_count": 6, - "soft_pair_count": 10, - "serialized_chars": 15296, - "estimated_input_tokens": 3824, - "estimated_eval_tokens": 7904 + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 9782, + "estimated_input_tokens": 2446, + "estimated_eval_tokens": 5148 }, "budget": { - "node_count": 6, - "item_count": 6, - "soft_pair_count": 10, - "serialized_chars": 15296, - "estimated_input_tokens": 3824, - "estimated_eval_tokens": 7904 + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 9782, + "estimated_input_tokens": 2446, + "estimated_eval_tokens": 5148 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This is a loose topical cluster, not a duplicate set: most PRs are unrelated model-parallel fixes for different architectures, and a couple are test-only adjustments. They share a broad theme of \u201cfixing failures,\u201d but not the same underlying bug or change.", - "confidence": 0.91, + "summary": "These PRs are all related to model-parallel / device-placement work, but they target different models and different concrete failures, so they are not duplicates of one another.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "45487 is the best representative because it makes a concrete code-path device-placement fix in model forward logic and includes targeted tests; the other substantive PRs fix different models, while the remaining ones are test-only changes.", + "canonical_pr_reason": "PR #45487 is the best representative because it fixes a concrete device-placement bug in real model code, spans multiple affected implementations, and is more substantial than the test-only or model-specific alternatives.", "best_issue_reason": null, - "best_pr_reason": "45487 is the strongest PR candidate in this cluster for the same reason: it is the clearest real bug fix rather than a test tweak, but it is not duplicate with the others.", + "best_pr_reason": "PR #45487 is the strongest overall PR candidate for this cluster: it addresses an actual model-parallel code-path defect rather than only adjusting tests, and its fix is narrowly concrete and mergeable.", "soft_edge_verdicts": [ { "left": "pull_request:45487", "right": "pull_request:45843", "accept": false, - "reason": "Same broad model-parallel theme, but different models and different code paths; not the same underlying bug or change." - }, - { - "left": "pull_request:45487", - "right": "pull_request:45842", - "accept": false, - "reason": "45487 fixes a model-parallel device-placement bug; 45842 only adjusts Laguna test setup. Different problems." + "reason": "Both are model-parallel fixes, but they affect different architectures (AltCLIP/ChineseCLIP vs DeimV2) and different code paths, so they are not the same change." }, { "left": "pull_request:45487", "right": "pull_request:45836", "accept": false, - "reason": "45487 is a code fix; 45836 skips an invalid test. These are unrelated changes." - }, - { - "left": "pull_request:45817", - "right": "pull_request:45843", - "accept": false, - "reason": "Both are model-parallel fixes, but for different models and different failing paths; too broad to be a duplicate." + "reason": "One is a code fix for model parallel behavior; the other only skips a failing test for MiniCPM-V. Different underlying problem and scope." }, { "left": "pull_request:45817", - "right": "pull_request:45842", - "accept": false, - "reason": "Gemma4 model-parallel code fix versus Laguna test parameter change; not the same bug." - }, - { - "left": "pull_request:45836", - "right": "pull_request:45842", - "accept": false, - "reason": "Both are test-only changes, but they address different models and different failures." - }, - { - "left": "pull_request:45836", "right": "pull_request:45843", "accept": false, - "reason": "Test skip for MiniCPM-V versus Deimv2 model-parallel code fix; unrelated." + "reason": "These fix separate model-specific parallelism issues in Gemma4 and DeimV2, with different device-placement and split-module changes." }, { "left": "pull_request:45836", - "right": "pull_request:45844", - "accept": false, - "reason": "MiniCPM-V test skip and Granite4-Vision test/model-parallel change are not the same underlying issue." - }, - { - "left": "pull_request:45842", "right": "pull_request:45843", "accept": false, - "reason": "Laguna test fix and Deimv2 model-parallel code fix target different failures." - }, - { - "left": "pull_request:45843", - "right": "pull_request:45844", - "accept": false, - "reason": "Deimv2 model-parallel fix versus Granite4-Vision test/model-splitting tweak; same general area, not the same change." + "reason": "A test skip for an incompatible quantized-cache case is not the same underlying bug as DeimV2's model-parallel code fix." } ] }, @@ -18667,7 +18614,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "80f456fff708dc0e9843c9bf21f6b0fd7a5509206865cea698629eb7ba32792a", + "prepared_review_unit_hash": "a194869684d137cf8ea47fe06f5a287bf1e606331a89cb194462f3b42baa57e6", "component_budget": { "node_count": 2, "item_count": 2, @@ -18689,18 +18636,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are thematically related around expert-parallel loading, but they fix different concrete bugs and should not be merged as duplicates. PR 45548 is about EP + DeepSpeed ZeRO-3 loading via accelerate launch and config serialization; PR 45662 is about experts being overwritten by rank-0 broadcast in EP + FSDP2 loading.", + "summary": "Both PRs are about expert-parallel loading, but they fix different bugs on different code paths: one adds config/has_ep support for accelerate + ZeRO-3, the other prevents expert parameters from being overwritten during FSDP2/rank-0 broadcast loading.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "45662 is the stronger canonical PR for the cluster because it addresses a specific data-corruption bug in expert-parallel loading with a clearer multi-file fix; 45548 is a separate, narrower accelerate/DeepSpeed serialization/loading issue.", + "canonical_pr_reason": "PR 45662 is the better representative of the cluster\u2019s core EP loading regression because it fixes the actual parameter-sharding/overwrite path; PR 45548 is a separate accelerate + ZeRO-3 configuration compatibility patch.", "best_issue_reason": null, - "best_pr_reason": "45662 is the best overall PR candidate here because it targets a concrete code-path corruption problem and includes the more substantial fix across loading/integration paths.", + "best_pr_reason": "PR 45662 is the strongest single PR here: it addresses a concrete loading bug in the expert-parameter path and has the broader, more direct fix. PR 45548 solves a different EP-related integration issue.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both involve expert-parallel model loading, but the bugs differ: 45548 fixes EP + DeepSpeed ZeRO-3/accelerate serialization and initialization, while 45662 fixes expert parameters being overwritten by rank-0 broadcast under EP + FSDP2. Shared subsystem is not enough to treat them as the same change." + "reason": "Related EP-loading theme, but not the same underlying bug/change: 45548 serializes distributed_config and adds has_ep for accelerate/ZeRO-3, while 45662 fixes expert params being overwritten during sharded/FSDP2 loading. Different code paths and mergeable as separate PRs." } ] }, @@ -18730,12 +18677,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "39276d985a6250d297d5f633c665fe4ea5dcf697962aa5ac782ffba0dece6f09", + "prepared_review_unit_hash": "0cac7dff735e01029d94bda28a6ce94bcb1d8f4eb9cbf9790eb6c2db075837d9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, + "serialized_chars": 4589, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -18743,7 +18690,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, + "serialized_chars": 4589, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -18752,18 +18699,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist collision in patched testing debug log capture; one is a narrower implementation, the other includes the broader CI/log handling around the same artifact path.", - "confidence": 0.84, + "summary": "Both PRs address the same xdist-related captured_info logging collision in testing utilities; PR #45645 looks like the more complete variant because it also updates CI log collection for the new per-worker files.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the more complete fix: it addresses the xdist-safe capture file naming and also updates CI to collect multiple captured_info files, matching the broader artifact-handling problem.", + "canonical_pr_reason": "PR #45645 is the broader, more complete fix: it includes the xdist-safe file handling in testing_utils plus the CI-side aggregation needed to preserve captured logs.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the best standalone candidate because it covers the core bug plus the downstream log collection change needed to preserve debug output in CI.", + "best_pr_reason": "PR #45645 best represents the underlying change because it covers both the core bug fix and the downstream log-handling adjustment.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs fix the same underlying captured_info/xdist collision path in testing_utils; 45645 extends the same fix with CI log aggregation, and they could plausibly be merged into one PR." + "reason": "Same underlying bug/change: both fix captured_info handling under pytest-xdist in testing_utils, and #45645 appears to extend the same fix with CI log aggregation." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 75f1c2b75f06ccf2ce6e34c3bdaf430362dcf1f5..79d3b954b56cf1f750c46db54dd508207d0ad7bb 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260508t120022z", + "analysis_id": "hybrid-model-20260508t180023z", "archived_artifacts": { - 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closing_reference, shared_issue_target evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-45647-3", + "issue_number": 45647, + "reason": "Issue #45647 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 12 discussion comments plus 8 inbound references.", + "score": 162.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260508T180023Z/analysis-runs/hybrid-model-20260508t180023z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260508T180023Z/analysis-runs/hybrid-model-20260508t180023z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..8f4510708ee0f91b6c78912e10c6f471bd5c403c --- /dev/null +++ b/snapshots/20260508T180023Z/analysis-runs/hybrid-model-20260508t180023z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,18854 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260508T180023Z", + "generated_at": "2026-05-08T18:13:49Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 16, + "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": "ac2e1a526e420f5a304e9a048ce322a5cc4b5c1f40526934f32332253e0f1a76", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2476, + "estimated_input_tokens": 619, + "estimated_eval_tokens": 1494 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2476, + "estimated_input_tokens": 619, + "estimated_eval_tokens": 1494 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are only loosely related by Hugging Face model/tokenizer loading, but they describe different problems: tokenization mismatch, private-model auth/error messaging, and a model load failure for bert-base-uncased. No pair looks like the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:16618 is the broadest and most central of the three, focusing on a concrete model-loading failure; the other two are about tokenizer behavior and private-model login/error messaging.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tokenization differences vs model loading failure are different code paths and symptoms." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Private-model login/error-message handling is distinct from failing to load bert-base-uncased." + } + ] + }, + "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": 16, + "review_unit_index": 1, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-391", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45070", + "issue:45081", + "issue:45084", + "issue:45161", + "issue:45237", + "issue:45362", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:45507", + "issue:44292|issue:45237", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43596|issue:44805", + "issue:44805|issue:45161", + "issue:44805|issue:44918", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43975|issue:44457", + "issue:43039|issue:45161", + "issue:44292|issue:44457", + "issue:34928|issue:44805", + "issue:24643|issue:30277", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:39290|issue:45081", + "issue:43828|issue:45161", + "issue:43425|issue:44292", + "issue:44918|issue:45161", + "issue:34928|issue:41720", + "issue:43716|issue:45685", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:45507|issue:45685", + "issue:43716|issue:44292", + "issue:44292|issue:44918", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43716|issue:44560", + "issue:43828|issue:45685", + "issue:44560|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:43039|issue:44805", + "issue:41762|issue:43596", + "issue:43901|issue:44512", + "issue:39290|issue:41720", + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:43866|issue:44863", + "issue:43854|issue:43866", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:45362|issue:45464", + "issue:43792|issue:45070", + "issue:43404|issue:43866", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:36010|issue:39290", + "issue:44841|issue:45084", + "issue:45800|issue:45823", + "issue:41093|issue:41762" + ], + "prepared_review_unit_hash": "35361b1ace66a000ae7500f9a1172674cf95f90777542d62d6ebc2a76b7e1b6e", + "component_budget": { + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 71, + "serialized_chars": 48868, + "estimated_input_tokens": 12217, + "estimated_eval_tokens": 24690 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly false-positive similarity across unrelated model/runtime/docs issues. Only one duplicate family is clear: the DeepSpeed ZeRO-3 BertModel index-out-of-bounds reports (issue:43596 and issue:43638).", + "confidence": 0.86, + "canonical_issue_reason": "issue:43596 is the cleanest representative of the only clear duplicate family: the same ZeRO-3/BertModel index-out-of-bounds load failure as issue:43638.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the best single issue to keep because it states the core ZeRO-3/BertModel failure clearly and is the earliest of the near-identical reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 failure modes: config attribute error vs streaming chat/completions error." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated device/runtime issues: AMD GPU failure vs MPS histogram op not implemented." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different model-specific bugs: image preprocessor dtype mismatch vs AMD GPU runtime failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch vs AMD GPU device-map failure; not the same bug." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different problems: device support/runtime failure vs invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model/runtime contexts: NVFP4 execution error vs AMD GPU issue." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch vs ONNX export error; unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different model and failure type: export to ONNX vs FineGrainedFP8 load failure." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Export-time ONNX failure vs auto device-map cuda assert; unrelated." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanups after v5 removals, but they target different obsolete references; not one duplicate issue." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Different failures: export issue vs missing GenerationMixin import." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Generic mask-shape mismatch vs Gemma4 PLE device mismatch; different code paths." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "ZeRO-3 Bert load crash vs generic mask indexing error; unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "ZeRO-3 Bert load crash vs generic mask indexing error; unrelated." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different symptoms: mask shape mismatch vs GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset bug vs ModernBERT ONNX export issue; unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Collective mismatch during ZeRO-3 vs BertModel index-out-of-bounds on load; different bugs." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3/BertModel index-out-of-bounds load failure, just reported with nearly identical wording." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization regression vs LoRA save/load mismatch; unrelated." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy routing vs GPT-OSS TP problem; different issues." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "NVFP4 model runtime error vs LoRA merge/reload inconsistency; unrelated." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "FSDP activation-checkpointing tensor-size mismatch vs mask indexing error; different bug." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "DeepSpeed weight-dimension error vs collective mismatch; not the same failure." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 Bert load crash vs GPT-OSS tensor-parallel issue; unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation-checkpointing/FSDP mismatch vs trainer signature change; unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different model/loading bug vs GPT-OSS TP issue." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "dtype mismatch in Mistral-3 vs invalid method call in GraniteMoEHybrid; unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config attribute error vs tokenizer regex patch AttributeError; unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch vs GPT-OSS TP failure; different bugs." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version incompatibility vs Qwen NVFP4 runtime error; unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT trainer embedding unpacking issue vs GPT-OSS TP issue; unrelated." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP activation-checkpointing mismatch vs Qwen3 auto device-map cuda assert; unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "dtype mismatch vs MPS histogram op limitation; unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Torch Dynamo grouped_mm tracing error vs Mistral-3 dtype mismatch; unrelated." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Both involve model/runtime failures, but the concrete errors and code paths differ." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Different failures: FSDP checkpointing mismatch vs missing GenerationMixin import." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross-entropy call vs generic mask-shape mismatch; unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are ZeRO-3 load-time index errors, but on different model families and not clearly the same concrete bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Different docs removals after v5: pipeline-task docs vs transformers run-command docs." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "dtype mismatch vs video StopIteration; unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch vs MPS histogram limitation; unrelated." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video-processing StopIteration vs MPS histogram limitation; unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross-entropy issue vs autocast dtype mismatch; different code paths." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Collective mismatch vs trainer kwargs regression; unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanup issues, but they cover different removed/updated API references." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different model-specific failures: Gemma3 config attribute vs Qwen3 auto device-map assert." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor loading failure vs template compilation error; unrelated." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers version incompatibility vs Gemma4 PLE device mismatch; different bugs." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Generic mask-shape mismatch vs ZeRO-3 Bert index-out-of-bounds; unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7-Flash unit-test load failure vs Ovis2 checkpoint corruption; different issues." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Untied Mistral3 lm_head vs corrupted Ovis2 checkpoint; unrelated." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but they are different model families with different failures." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Generic mask mismatch vs Gemma3 ZeRO-3 index error; different code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays conservative and is grounded in the packet. The single accepted duplicate family (issue:43596 / issue:43638) is well supported by the titles, and the other pair rejections do not overstate similarity. No clear evidence of a false positive or mergeability issue." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 2, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-391", + "nodes": [ + "issue:39186", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43866", + "issue:43873", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45542", + "issue:45632", + "issue:45685", + "issue:45698", + "issue:45800" + ], + "soft_pairs": [ + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:45020|issue:45800", + "issue:43366|issue:45464", + "issue:43531|issue:45070", + "issue:43541|issue:44589", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45542|issue:45800", + "issue:43716|issue:44918", + "issue:44918|issue:45685", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:44530|issue:45005", + "issue:42915|issue:45399", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:43873|issue:45005", + "issue:39186|issue:44918", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:43950|issue:44534", + "issue:43644|issue:43950", + "issue:44292|issue:45507", + "issue:39692|issue:43054", + "issue:43828|issue:44928", + "issue:43866|issue:44403" + ], + "prepared_review_unit_hash": "0834920debe1aa402d82a41bf58e0a592c0ed319f52aafdc9d7222123a365922", + "component_budget": { + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37473, + "estimated_input_tokens": 9369, + "estimated_eval_tokens": 18994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a collection of unrelated bug reports with only one clear duplicate pair: the Transformers 5.x non-persistent-buffer corruption regression. Most other soft pairs share only a broad subsystem or model family, not the same concrete bug.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43950 is the best canonical for the non-persistent-buffer regression cluster: it states the bug most explicitly, has the clearest regression framing, and matches the earlier report in issue:43644.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the most actionable and specific issue to anchor the one clear duplicate pair; it describes the underlying buffer-corruption problem directly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different problems: PaddleOCR-VL model loading/quantization vs GGUF support for gpt-oss." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Both are v5 config regressions, but one is missing pad_token_idx and the other is a pydantic PretrainedConfig field break; not the same bug." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 OOM/memory regression is unrelated to tied-weights behavior in translation models." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Both involve MoE models, but one is a grouped_mm tracing failure and the other is a tensor-parallel support issue; different code paths." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to Qwen3.5 streaming chat/completions failures." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is a different initialization bug than the pydantic field regression." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Broad compatibility breakage, but one is remote_code model loading and the other is torch/transformers version incompatibility." + }, + { + "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 behavior is unrelated to the PretrainedConfig/pydantic regression." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing failure and missing Float8 storage are separate runtime errors." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but the mask shape mismatch and the zero-sized tensor under ZeRO-3 are different bugs." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is a quality/performance complaint and the other is a model/processor mismatch in docs; not the same bug." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TensorFlow backend error is unrelated to torch/transformers compatibility." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch is unrelated to Qwen3.5 embedding unpacking in TRL SFT trainer." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "TRL embedding unpacking failure and MPS histogram error are different model/runtime issues." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Cache-path collision for leaf directory names is not the same as loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both involve tied weights, but the affected models and failure modes differ; too broad to merge as one bug." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization and flash-attn2 fallback gating are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and GLM5 are different model-specific reports." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weights regressions." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3-MoE FineGrainedFP8 failure and flash-attn2 fallback checks are different issues." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to docs mentioning a removed run command." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to translation-model tied weights." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization offloading behavior is unrelated to tied-weights regressions." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight error and Qwen3.5 embedding unpacking are different stack traces and code paths." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache strategies is not the same as docs still mentioning a removed command." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Embedding unpacking in TRL and GraniteMoEHybrid invalid-method calls are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Detokenization bug and init_empty_weights _is_hf_initialized argument error are different problems." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Both describe the same Transformers v5 non-persistent-buffer corruption/junk issue." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same regression: non-persistent buffers are corrupted/junk-filled during Transformers 5.x loading." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Unexpected initializer argument and GraniteMoEHybrid invalid method calls are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs example errors and general SigLIP2 embedding quality complaint are not the same concrete bug." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch and Qwen3.5 gradient explosion from 3D position_ids are distinct failures." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint and transformer loading noise are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The only clearly supported duplicate cluster is the non-persistent-buffer regression around issues 43644/43950/44534, and the other soft-edge rejections are appropriately cautious rather than overconfident." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 3, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-391", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:41553", + "issue:41628", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43257", + "issue:43404", + "issue:43493", + "issue:43638", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44220", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44589", + "issue:44661", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45237", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45685", + "issue:45701", + "issue:45800", + "issue:45823" + ], + "soft_pairs": [ + "issue:36331|issue:41762", + "issue:41628|issue:45800", + "issue:43872|issue:44589", + "issue:41553|issue:43883", + "issue:38175|issue:43054", + "issue:43054|issue:45701", + "issue:41553|issue:43881", + "issue:42947|issue:44387", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:43643|issue:45020", + "issue:43054|issue:43493", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:43881|issue:43883", + "issue:41762|issue:42915", + "issue:42491|issue:44368", + "issue:45685|issue:45823", + "issue:43975|issue:44451", + "issue:43824|issue:43872", + "issue:45020|issue:45823", + "issue:44991|issue:45399", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:45020|issue:45356", + "issue:43782|issue:44960", + "issue:45081|issue:45399", + "issue:43827|issue:44509", + "issue:43404|issue:43950", + "issue:43792|issue:44220", + "issue:43742|issue:45399", + "issue:42915|issue:45020", + "issue:43638|issue:45823", + "issue:43257|issue:43866" + ], + "prepared_review_unit_hash": "9504166a60dadce8b376c236e454cbf15e59cb9a8007f51f37e9c70a487f158a", + "component_budget": { + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38121, + "estimated_input_tokens": 9531, + "estimated_eval_tokens": 19318 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers bug reports that only share a broad \u2018loading/regression\u2019 theme. The only clear duplicate soft edge is the docs pair about removed pipeline tasks; the rest are too coarse or model-specific to be safely merged.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 45020 is the broadest, most representative anchor for the cluster: it captures the recurring pattern of recent-version regressions around model loading and remote_code behavior, which is the common thread across several nearby reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best single issue to represent this cluster because it is the most general, active report about recent Transformers breakages and can subsume adjacent loading/config regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different failures: a CustomTrainer API mismatch vs a DeepSpeed ZeRO-3 loading IndexError." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "Importing AutoImageProcessor and a torch/transformers version incompatibility are unrelated problems." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "bitsandbytes Int8Params kwarg breakage and a missing Float8 storage error are different low-level incompatibilities." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error messaging for Voxtral is not the same as Molmo missing all_tied_weights_keys." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is poorer text embeddings; no clear same root bug." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality regression and generic tokenization changes are not the same issue." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Voxtral tokenizer messaging and GLM-4V loading failure are unrelated model-specific bugs." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing/LoRA effectiveness and int4 quantization memory growth are different code paths." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Noise during loading is not the same as failing to load vesteinn/ScandiBERT." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization regression and flash_attn import/key lookup on Python 3.13 are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "These are both remote_code-related, but 43643 is a specific missing-fields config bug while 45020 is a broad umbrella report; not the same concrete defect." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 text-embedding quality and SigLIP2 HF-vs-JAX discrepancy are related only by model family, not clearly the same bug." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Tokenizer detokenization regression and GPT-OSS-20B AMD GPU failure are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "One is a generic loading-noise complaint, the other is a hard load failure for a specific BERT model." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA gradient checkpointing and Qwen3 MoE memory usage are different performance/behavior issues." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Both are model loading problems, but GLM-4V loading failure and Molmo missing tied-weights metadata are not the same bug." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "ZeRO-3 index error during load and Qwen3 MoE FineGrainedFP8 failure do not share the same concrete fault." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "A LoRA compatibility regression across versions and a tied-embeddings warning in Qwen3.5 are different issues." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram support for Int and Gemma4 device mismatch are unrelated backend bugs." + }, + { + "left": "issue:43975", + "right": "issue:44451", + "accept": false, + "reason": "Detokenization regression and inability to load a specific model are separate problems." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Qwen2.5-VL import failure and bitsandbytes Int8Params incompatibility are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Broad remote_code regressions and a Gemma4 PLE device_map mismatch are different failures." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading for est-roberta and flash-attn fallback logic are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Model-registration edge case in add-new-model-like is not the same as the broader remote_code regression report." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "autocast dtype mismatch in Phi-tiny-MoE and Gemma4 device mismatch are different runtime errors." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "A broad remote_code regression and a specific Kimi-K2.5 tokenizer regression are not the same underlying bug." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only=True failure and GLM5 loading are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash and flash-attn fallback blocking are separate tokenizer/dependency issues." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Clear duplicate docs issue: both report that removed pipeline tasks are still referenced in the documentation." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Untied lm_head weights in Mistral3 and non-persistent buffer corruption in from_pretrained are unrelated state/loading bugs." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper runtime failure and a specific _torch_extract_fbank_features() problem may be related, but the evidence is too weak to treat them as the same defect." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM load failure and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE FineGrainedFP8 failure is model/config-specific and not the same as the broad remote_code regression report." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "ZeRO-3/BERT index error and Gemma4 device mismatch are different loading/runtime issues." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight-conversion failure with accelerate+deepspeed and a corrupted Ovis2 checkpoint are different model-specific loading problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it treats the cluster as mostly unrelated reports with only one clearly duplicate docs pair, which is supported by the issue titles and the soft-edge evidence. The canonical issue choice is plausible, and the pairwise rejections do not overclaim shared root causes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 4, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-391", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:41093", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:43257", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43824", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44991", + "issue:45161", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45538", + "issue:45584", + "issue:45588", + "issue:45663", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:43940|issue:45313", + "issue:43872|issue:44291", + "issue:45161|issue:45823", + "issue:43854|issue:44863", + "issue:41553|issue:44991", + "issue:42915|issue:43872", + "issue:44928|issue:45588", + "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:41553|issue:44488", + "issue:43872|issue:45538", + "issue:44530|issue:44863", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:24643|issue:30064", + "issue:43366|issue:43828", + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:43950|issue:45834", + "issue:43550|issue:44910", + "issue:43645|issue:43646", + "issue:43366|issue:44589", + "issue:43950|issue:45325", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:44661|issue:45823", + "issue:36010|issue:42915", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:44155|issue:45584" + ], + "prepared_review_unit_hash": "a18324d290a5a267307f2169a4383b3b0ed1cfa9ccf8b7d25c493c8db7c6e7fa", + "component_budget": { + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37422, + "estimated_input_tokens": 9356, + "estimated_eval_tokens": 18968 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a mix of unrelated issue threads, with a few true duplicates: the `_is_hf_initialized`/`init_empty_weights` regression, the generic mask-shape IndexError, the Qwen3.5/Qwen3-VL video regression, the custom-model-init Transformers 5 breakage, and the SigLIP2 wrong-results report. Most other soft links are only same-model-family or same-subsystem, not the same bug.", + "confidence": 0.79, + "canonical_issue_reason": "No single canonical issue applies to the whole set because it splits into several unrelated bug families; if forced to pick one representative of a true duplicate cluster, issue #44291 is the clearest broad root-cause report (`_is_hf_initialized` / `init_empty_weights`).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #44291 is the strongest standalone issue to keep as a representative because it describes the underlying regression clearly and at the right abstraction level, rather than only one downstream symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Same DeepSpeed ZeRO-3 loading symptom, but different Qwen model lines and no evidence they are the exact same code-path bug." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Both point to the same `_is_hf_initialized` constructor-argument regression; one surfaces through bitsandbytes, the other through `init_empty_weights`." + }, + { + "left": "issue:45161", + "right": "issue:45823", + "accept": false, + "reason": "Both mention model execution problems, but they are different models and different failures (TP/MoE load vs Gemma4 PLE device mismatch)." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Both are model-loading failures, but for unrelated model families and likely different loader bugs." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both concern tokenizer loading, but one is a Voxtral error-message issue and the other is a concrete tokenizer-loading regression for a different model." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "These are unrelated regressions: Qwen3MoE + FineGrainedFP8Config versus the `_is_hf_initialized`/bitsandbytes issue." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Both involve attention/video-style code paths, but the failures are different and not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Different DeepSpeed-related problems: one is Qwen3 MoE weight conversion, the other is gradient averaging with `model_accepts_loss_kwargs=True`." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unrelated failures: custom trainer loss signature vs mask/tensor shape mismatch." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading-related, but the titles indicate different models and different symptoms." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "The `_is_hf_initialized` regression and CLIPTokenizer's `model_max_length` bug are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different failure modes; same broad area is not enough to merge." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "These are effectively the same IndexError with the same mask/tensor shape mismatch symptom." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "`44560` looks like a concrete Qwen3-VL video manifestation of the broader transformers 5.3.0 video-input regression reported in `44479`." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Training with DeepSpeed and void-segmentation image processing are unrelated." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "No shared bug: GGUF architecture support versus an autocast dtype mismatch in a different model." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is an FSDP2 training KeyError and the other is a device-map forward mismatch." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen/GPT-OSS support topics with no shared concrete bug." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption and Kosmos2.5 OCR index errors are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Both mention attention/compile behavior, but the model, trigger, and failure mechanism differ." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same Transformers 5 custom-model initialization breakage; one report is just notebook-specific." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated issues: GPT-OSS GGUF support versus a missing Float8 storage type." + }, + { + "left": "issue:43950", + "right": "issue:45325", + "accept": false, + "reason": "Different regressions: buffer-loading corruption versus Qwen2.5-VL RoPE/video position scaling." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both are Qwen3.5 input-related, but one is a video regression and the other is an SFT embedding unpacking failure." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel launch failure and GPT-OSS model-architecture support are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Different loading failures for different model classes; no clear shared bug." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3MoE FP8 config failure is unrelated to meta-device loading regressions." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping generation bug and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import failure and Qwen3MoE FP8 config failure are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model producing nonsensical/zero-probability outputs; these are duplicate symptom reports of the same bug." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "`_is_hf_initialized`-flag regression and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 track leakage and Whisper empty-transcription failure are different bugs in different code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering stays grounded in the packet and is mostly conservative: the rejected links are clearly treated as same-subsystem but not same bug, while the accepted ones have strong title-level overlap or an explicit shared regression family. The overall summary does not overclaim a single canonical cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 5, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-391", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43404", + "issue:43454", + "issue:43596", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43720", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44387", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45030", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45812" + ], + "soft_pairs": [ + "issue:44877|issue:45030", + "issue:44560|issue:44805", + "issue:43638|issue:44661", + "issue:43317|issue:44756", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:45313|issue:45357", + "issue:45488|issue:45812", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:42491|issue:43720", + "issue:43854|issue:43931", + "issue:41720|issue:42915", + "issue:42491|issue:45276", + "issue:43708|issue:44075", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:42915|issue:44756", + "issue:39692|issue:43994", + "issue:42491|issue:43931", + "issue:43856|issue:44387", + "issue:43644|issue:43645", + "issue:44910|issue:45588", + "issue:45362|issue:45406", + "issue:42491|issue:45292", + "issue:44488|issue:44991", + "issue:36010|issue:39404", + "issue:45276|issue:45335", + "issue:43404|issue:43454" + ], + "prepared_review_unit_hash": "3b730505d1b98aa58811f867e452f034f16a51abe72e261e085b6442a958f8eb", + "component_budget": { + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36415, + "estimated_input_tokens": 9104, + "estimated_eval_tokens": 18464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous, but there are a few clear duplicate-like subgroups: a non-persistent-buffer regression pair, a tokenizer/model-loading pair, and a config-validation loading pair. Most other soft pairs look related only at a broad subsystem level and should stay separate.", + "confidence": 0.49, + "canonical_issue_reason": "issue:43644 is the clearest broad regression report and has an essentially identical duplicate in issue:44534, making it the strongest canonical issue among the accepted duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 best represents the only exact duplicate subcluster here: it states the regression generically, is earlier, and is directly mirrored by issue:44534.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44877", + "right": "issue:45030", + "accept": true, + "reason": "Both are config-loading failures caused by stricter validation changes; a single relaxation/fix could plausibly cover both." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different failures and code paths: one is a StopIteration in Qwen3-VL video embedding, the other is a mask/tensor shape mismatch." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Unrelated bugs: ZeRO-3/Bert initialization vs add-new-model-like handling of TOKENIZER_MAPPING_NAMES." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both involve memory/offload behavior, but one is quantized model loading and the other is mmap OOM on a specific platform; not the same bug." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different areas: DeepSpeed ZeRO-3 index error versus tokenizer-mapping logic." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "No common underlying bug; one is tokenizer-mapping behavior, the other is a mask indexing error." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but the reported problems differ: zero probabilities vs documentation/model-processor mismatch and quantization issues." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "These describe the same v5 regression: non-persistent buffers being initialized with junk." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 failures: ZeRO-3 weight loading for language_model versus incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they target different mechanisms and model families (LlamaTokenizer pre-tokenizer override vs Granite token ID regression)." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and symptoms; these are both flash-attention related only at a very high level." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Both report current-version model loading failures for BERT-family checkpoints, consistent with the same loader regression." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Distinct model families and failure modes: LoRA compatibility across hf4.x/hf5.x versus BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and different loading errors; not the same concrete bug." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both are Qwen3-related, but one is a device-map/cuda assert and the other is a FineGrainedFP8Config failure." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "No clear shared code path; one is LoRA compatibility and the other is resize_token_embeddings propagation." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume/max_steps logic is unrelated to optimizer argument handling." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE weight-conversion/loading under accelerate+deepspeed is a different issue from loading GLM-4.7 in tests." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention memory, but one is Qwen3 MoE training efficiency and the other is quantization/offloading behavior." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Different problems: FP8 config failure versus mmap OOM workaround on Strix Halo." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both are SigLIP2-related, but one is a doc-example/model-processor problem and the other is nonsensical outputs with AutoModel/pipeline." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different failure modes: LoRA model reuse across versions versus a Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Qwen3 MoE training memory usage and int4 reserved-memory OOM are related only broadly, not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 regressions, but one is buffer initialization and the other is notebook custom-model initialization." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Different flash-attention crashes with different triggers: 3D position_ids misread as packed sequence versus s_aux=None handling." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different model/processor crashes: Qwen3.5 chat generation versus Gemma4Processor missing _tokenizer in serve." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/load regressions, but they affect different tokenizer stacks and appear to have different underlying causes." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Importing GenerationMixin and Whisper return_language pipeline behavior are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Same general API surface, but the model classes and reported propagation failures are different enough that this is not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are weight-tying bugs, but they affect different model classes and are not clearly the same code-path failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative: it identifies the strongest duplicate-like pairs without over-claiming broad cluster cohesion. The accepted soft edges are plausible from the issue titles alone, and the rejected ones mostly avoid over-merging on high-level subsystem similarity. No obvious overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 6, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-391", + "nodes": [ + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43828", + "issue:43854", + "issue:43873", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:44164|issue:44291", + "issue:44402|issue:44488", + "issue:43425|issue:43957", + "issue:39692|issue:44960", + "issue:42947|issue:45704", + "issue:43335|issue:45663", + "issue:43873|issue:44387", + "issue:45663|issue:45759", + "issue:44155|issue:45823", + "issue:43854|issue:45216", + "issue:44387|issue:44756", + "issue:44291|issue:44756", + "issue:44292|issue:44912", + "issue:42947|issue:43381", + "issue:45684|issue:45698", + "issue:45276|issue:45292", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:41720|issue:44155", + "issue:45588|issue:45663", + "issue:44479|issue:44877", + "issue:43646|issue:43708", + "issue:43854|issue:44960", + "issue:43957|issue:44756", + "issue:45292|issue:45335", + "issue:44402|issue:44451", + "issue:43828|issue:43957", + "issue:43645|issue:44164", + "issue:43257|issue:44863", + "issue:43425|issue:43828", + "issue:44589|issue:44756", + "issue:44683|issue:45823", + "issue:44479|issue:45663", + "issue:43906|issue:44530", + "issue:39404|issue:45701", + "issue:43425|issue:45823", + "issue:43611|issue:43645", + "issue:43931|issue:44863" + ], + "prepared_review_unit_hash": "88862b63d1dc5cdd569c79fe26be33c8a32cc5b06911122911a82215ab1ed292", + "component_budget": { + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 39072, + "estimated_input_tokens": 9768, + "estimated_eval_tokens": 19792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous and does not look like one duplicate set. The only clear duplicate-like subgroup is the resize_token_embeddings regression across the generic, Gemma4, and T5Gemma reports; the rest are different bugs or different code paths.", + "confidence": 0.85, + "canonical_issue_reason": "Issue 45292 is the broadest, most model-agnostic formulation of the resize_token_embeddings bug, and the Gemma4/T5Gemma reports read as variants of the same missing embedding-update behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "45292 is the best anchor for triage because it captures the shared failure mode without model-specific noise and can plausibly subsume the closely related embedding-update reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Different bugs: save/from_pretrained extra_state handling vs init_empty_weights/_is_hf_initialized." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but the reports point to different models and the shared root cause is not clear enough." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Both are Transformers 5 regressions, but one is Torch version incompatibility and the other is meta-device loading; different code paths." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Unrelated models and failures: SigLIP2 docs example issues vs GLM5 loading." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA is unrelated to the apex RMSNorm memory leak in T5." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Different subsystems: SwitchTransformers sparse-layer config vs Gemma4 FSDP2 shared_kv_states KeyError." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both involve quantization/memory, but one is offloading behavior and the other is reserved-memory/OOM regression; not the same bug." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 attention state bug vs multimodal Qwen config unwrapping; unrelated." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batched inference leak is unrelated to Gemma4 device-map mismatch." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different model-loading regressions on different models and releases." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory pressure, but one is int4 quantization OOM and the other is mmap on Strix Halo; different causes." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights argument handling is unrelated to mmap/OOM on Strix Halo." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Generic output_embeddings resize issue vs MXFP4 quantization fallback; different bugs." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Gradient checkpointing in eval mode is not the same as ineffective checkpointing with PEFT LoRA." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Custom-model file permission propagation is unrelated to loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize_token_embeddings propagation bug; 45276 is the Gemma4-specific manifestation of the broader 45292 report." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode checkpointing restriction vs RLHF NaN/SDPA math fallback issue; different failure modes." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to disabling mmap to avoid OOM." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto device-map assert and AudioFlamingo3 track leakage are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sinkless-model crash and Gemma4 FSDP2 KeyError are different code paths." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression in Qwen vision models vs granite_speech config loading; not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization breakage vs Trainer resume/max_steps miscalculation; unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44960", + "accept": false, + "reason": "Different model families and different loading failures." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regression is unrelated to the Strix Halo mmap OOM report." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying resize_token_embeddings bug; 45335 is the T5Gemma-specific case of the broader embedding-update failure." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Similar class of model-loading complaints, but the root cause is not established as the same." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to meta-device model loading failures." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Custom-model notebook initialization vs save/from_pretrained extra_state handling; different issues." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3 MoE conversion/loading under accelerate+deepspeed is unrelated to NemotronH checkpoint loading." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup error vs mmap/OOM on Strix Halo; different bugs." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is unrelated to Gemma4 device-map mismatch." + }, + { + "left": "issue:44479", + "right": "issue:45663", + "accept": false, + "reason": "Qwen video-input regression and Gemma4 FSDP2 KeyError are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Isolated reproduction of another issue vs Qwen3.5 PagedAttentionCache crash; not the same underlying bug." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to tokenization changes across versions." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch 2.10 compatibility and Gemma4 device-map mismatch are different regressions." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are custom-model/Transformers 5 breakages, but one is base_model_prefix loading and the other is notebook initialization; too different to merge." + }, + { + "left": "issue:43931", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3-VL shape mismatch and NemotronH checkpoint loading are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The only clearly supported duplicate-like subgroup is the resize_token_embeddings trio (45292, 45276, 45335), and the rest of the pairwise rejections avoid over-merging unrelated model-loading or version-specific bugs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 7, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-391", + "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:43643", + "issue:43644", + "issue:43716", + "issue:43856", + "issue:43883", + "issue:43901", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44811", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45584", + "issue:45759" + ], + "soft_pairs": [ + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:43901|issue:44509", + "issue:39404|issue:44912", + "issue:44265|issue:44898", + "issue:43299|issue:43931", + "issue:44479|issue:44805", + "issue:43425|issue:44918", + "issue:44589|issue:45084", + "issue:43856|issue:44756", + "issue:40990|issue:42947", + "issue:39404|issue:44671", + "issue:43994|issue:44079", + "issue:44164|issue:45759", + "issue:36032|issue:43452", + "issue:43596|issue:44683", + "issue:44671|issue:44991", + "issue:44991|issue:45081", + "issue:32090|issue:39404", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:44661|issue:44683", + "issue:43582|issue:43632", + "issue:40990|issue:43421", + "issue:43611|issue:43644", + "issue:44206|issue:44220", + "issue:43716|issue:45084", + "issue:43883|issue:44488", + "issue:44488|issue:44987", + "issue:43643|issue:44530", + "issue:34567|issue:40444", + "issue:44811|issue:45584" + ], + "prepared_review_unit_hash": "4dae3f4e8a323b9bc862b9f358cdde77eb1032c2ba4d7ab897e335c8210c6370", + "component_budget": { + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37335, + "estimated_input_tokens": 9334, + "estimated_eval_tokens": 18924 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose set of transformers/v5 regressions and model/tokenizer loading issues rather than a single duplicate bug. The best representative issue is the broad model-loading regression around `base_model_prefix`.", + "confidence": 0.57, + "canonical_issue_reason": "`issue:43611` is the most general, central loading regression in the set and best represents the broader v5 model-loading breakages seen across nearby reports.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:43611` is a concise, broadly applicable duplicate target for v5 loading failures; it is more representative than the highly model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Different problems: Torch version compatibility vs image preprocessor/model dtype mismatch." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Different code paths and failures; both are crashes, but not the same underlying bug." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they refer to different pipeline/task documentation issues." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline language output vs MXFP4 quantization loading/fallback are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export/torch_compilable_check is unrelated to Perceiver interpolation failure." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Same model family, but one is a loading regression and the other is a weight-shape mismatch; not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression for Qwen VL models is unrelated to the mask-shape IndexError." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch compatibility issue vs TRL embedding unpacking failure are different problems." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Storage/type error vs template-node compile error are different failures." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Different symptoms and causes: Qwen3 MoE memory use vs Apple Silicon mmap OOM." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity anomaly on a model is unrelated to gradient checkpointing with LoRA." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper return_language regression and CamemBERT masked-LM regression are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Nonsensical outputs on SigLIP are not the same as ModelOutput key assignment logic." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling is unrelated to multimodal config unwrapping in `from_config`." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer special-token method conflict vs gguf loading breakage are different bugs." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed/BertModel init failure is unrelated to flex_attention compilation on newer torch." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Both concern tokenizers/model behavior, but one is prediction quality and the other is tokenizer loading." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer-loading regressions with different root causes and models." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError is unrelated to Whisper pipeline return_language behavior." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Save/load extra_state handling is unrelated to Qwen video-input regression." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer loading failures; no shared concrete bug path." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping-name failure is unrelated to flex_attention compilation." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon warmup TypeError is unrelated to `_is_hf_initialized` flag regression." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity issue is unrelated to runtime post-processor updates in TokenizersBackend." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is about base_model_prefix loading and the other about non-persistent buffers; different code paths." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Related audio area, but the reported failures are not clearly the same underlying bug." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral image dtype mismatch is unrelated to template-node compilation errors." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Molmo tied-weights attribute error and sleng-bert tokenizer loading are unrelated." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper token handling, but one is batch_decode skip_special_tokens and the other is empty-transcription generation after align_special_tokens; not the same bug." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting and multimodal iterable-dataset 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": 16, + "review_unit_index": 8, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-391", + "nodes": [ + "issue:36032", + "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:43611", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43819", + "issue:43856", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44849", + "issue:44877", + "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:44451|issue:44987", + "issue:43541|issue:45084", + "issue:36032|issue:42915", + "issue:43452|issue:43482", + "issue:42915|issue:44530", + "issue:43317|issue:43482", + "issue:44849|issue:45325", + "issue:43883|issue:44991", + "issue:43404|issue:44466", + "issue:36032|issue:43645", + "issue:45084|issue:45507", + "issue:43262|issue:43377", + "issue:43646|issue:44534", + "issue:44987|issue:44991", + "issue:43994|issue:44610", + "issue:43322|issue:43540", + "issue:44403|issue:45081", + "issue:43377|issue:43819", + "issue:42915|issue:45084", + "issue:43645|issue:44534", + "issue:44451|issue:45081", + "issue:45216|issue:45357", + "issue:44265|issue:44610", + "issue:44987|issue:45081", + "issue:44220|issue:44683", + "issue:43404|issue:45127", + "issue:43632|issue:44756", + "issue:43296|issue:43531", + "issue:42915|issue:44291", + "issue:44062|issue:44987", + "issue:36032|issue:43742", + "issue:43531|issue:44877", + "issue:42915|issue:44589", + "issue:43611|issue:44534", + "issue:43317|issue:43856" + ], + "prepared_review_unit_hash": "3f2197462aeefbe4bdd7fdb05a88df13e77d5e86666e4a0d515d680c06d0a5fb", + "component_budget": { + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 37913, + "estimated_input_tokens": 9479, + "estimated_eval_tokens": 19214 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab-bag of unrelated Transformers v5 regressions across different models and features. Only a couple of near-exact duplicate pairs stand out; most soft matches should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43644 is the clearest canonical issue because it has an almost verbatim duplicate in 44534 describing the same non-persistent-buffer regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the strongest issue anchor in the set: it has the tightest duplicate match and the cleanest, model-agnostic bug description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 initialization regressions, but one is about non-persistent buffers and the other about custom model init; different bugs." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are load failures, but they involve different models and likely different failure modes." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Different code paths: torch dynamo grouped_mm tracing versus template compilation errors." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict is unrelated to Qwen3MoE FP8 loading." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both mention GGUF loading, but one is a generic from_pretrained breakage and the other is a specific Qwen2.5-GGUF failure." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Same broad Qwen/MoE area, but FP8 config failure and PagedAttentionCache linear_attention crash are different bugs." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized model offload failure is not the same as GGUF loading regression." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different models and different symptoms: hidden-states output bug versus rope index scaling bug." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute error is unrelated to tokenizer loading for est-roberta." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both involve tied weights, but one is a model-specific tying bug and the other is device-dependent serialization behavior." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method conflict is unrelated to custom model initialization in notebooks." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Different problems entirely: template compilation versus GraniteMoEHybrid method dispatch." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Both are audio-related, but sampling-rate defaults and padding-mask correctness are separate issues." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but they affect different initialization/serialization paths." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading regressions, but on different models and likely different causes." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different vision bugs: nonsensical outputs versus processor/model input-size mismatch." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal failure modes on different model families." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Unnecessary loading noise is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio/codec issues, but missing padding-mask support is unrelated to DAC.from_latents STE behavior." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3MoE FP8 loading and template compilation errors are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Custom model init in notebooks is not the same as the non-persistent-buffer junk regression." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Model loading failure and Mistral tokenizer regex crash are different bugs." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained regression; 45357 is a narrower manifestation of the same incorrect checkpoint serialization." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "Different export/compilation bug versus processor image-size mismatch." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different model-loading regression versus tokenizer regex patch crash." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio fbank extraction and compiled flex_attention failure are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Tied lm_head weights in Mistral3ForConditionalGeneration is not the same as LoRA merging with extended vocabulary." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag regression and mmap OOM on Strix Halo are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window bug are different issues." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both touch v5 initialization/FP8-related areas, but the specific failures are different." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken keyword conflict is unrelated to loading physical-intelligence/fast." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer add_special_tokens conflict is unrelated to MobileLLM loading key errors." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict config are different bugs." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Both mention FP8-adjacent areas, but FineGrainedFP8Config failure and missing Float8 storage are separate problems." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix loading regression is not the same as the non-persistent-buffer junk bug." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "GPU+CPU offload load failure and Qwen3 MoE memory inefficiency are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering summary is grounded in the packet, and the duplicate anchor choice is well supported by the titles/body overlap (especially 43644/44534, plus 45216/45357). The soft-edge verdicts are generally conservative and do not overclaim equivalence where the packet only shows broad topical similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 9, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-391", + "nodes": [ + "issue:33666", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:43296", + "issue:43377", + "issue:43421", + "issue:43425", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43646", + "issue:43792", + "issue:43818", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44811", + "issue:44829", + "issue:44898", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812" + ], + "soft_pairs": [ + "issue:41553|issue:43582", + "issue:44479|issue:45325", + "issue:40990|issue:44811", + "issue:43425|issue:44403", + "issue:42175|issue:45542", + "issue:44462|issue:45812", + "issue:43818|issue:45357", + "issue:44079|issue:45663", + "issue:36032|issue:41720", + "issue:43421|issue:44568", + "issue:43792|issue:44589", + "issue:43632|issue:44534", + "issue:44403|issue:44991", + "issue:44683|issue:45020", + "issue:44829|issue:45479", + "issue:43482|issue:45538", + "issue:33666|issue:40444", + "issue:43482|issue:43525", + "issue:44291|issue:44589", + "issue:40444|issue:45325", + "issue:43377|issue:45491", + "issue:41720|issue:45081", + "issue:42175|issue:43296", + "issue:43531|issue:44291", + "issue:43611|issue:43646", + "issue:44265|issue:45072", + "issue:43632|issue:45072", + "issue:43454|issue:44466", + "issue:44079|issue:44534", + "issue:43994|issue:44898" + ], + "prepared_review_unit_hash": "efca1de0091ec85d37e6c48ceb328b6c87075867653d0062d3429fbc1508635c", + "component_budget": { + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "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: most items are distinct regressions or feature requests across tokenizers, vision models, training, and backend packaging. I found no soft pair that clearly meets the strict \u201csame underlying bug/change\u201d bar, so all soft edges are rejected. The broadest representative issue is the v5 model-loading regression around `base_model_prefix` / initialization.", + "confidence": 0.27, + "canonical_issue_reason": "Issue 43611 is the broadest and most central v5 model-loading regression in the set; it generalizes better than the more model-specific tokenizer, vision, or training bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "43611 is the best single issue representative because it captures a general Transformers v5 loading/init breakage that is closer to several other items than the narrower reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated: AutoTokenizer/Voxtral error messaging vs Apple Silicon warmup TypeError." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen VL regressions, but one is a broad video-input regression and the other is a specific rope-index scaling bug; not the same concrete issue." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Completely different models and failure modes: perplexity on gpt-oss vs Whisper batch_decode special-token handling." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch compatibility/package issue vs logging/noise on transformer loading." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both concern TF packaging, but one is missing TensorFlow in torch extras and the other is a backend-selection error when only tensorboard is installed." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer-loading bugs, but the symptoms and affected code paths differ: tokenizer.json selection vs wrong token IDs for Granite." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA architectural bug vs Qwen3.5 save_pretrained key regression; unrelated." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug vs Gemma-4 FSDP2 shared_kv_states KeyError; unrelated." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer method conflict vs Qwen3 device-mapping cuda assert; unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both involve special tokens, but one is runtime post-processor updates and the other is a tokenizer-specific add_special_tokens regression." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper load failure vs Float8 storage lookup error; unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Different v5 regressions: `_is_hf_initialized` flag handling vs non-persistent buffer initialization." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Noise/warning behavior vs a hard tokenizer-loading failure for a specific model." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Torch flex_attention compile issue vs remote_code breakage; different subsystems." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both are training regressions, but one is flash_attention_3-related and the other is a loss/setup bug for num_labels=1." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF/v5 loading failure vs CLIPTokenizer max length constant; unrelated." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both Qwen VL training issues, but multi-GPU training and iterable-dataset multi-image failure are distinct problems." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different model/config regressions: Qwen2.5-GGUF loading vs missing `pad_token_id` on Llama4Config." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Both are TypeErrors, but the root causes are unrelated: `_is_hf_initialized` argument vs missing Float8 storage object." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen2.5-VL bugs: iterable dataset/multi-image failure vs still-image rope-index scaling regression." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batching/padding, but they affect different models and code paths." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen device-mapping crash vs Mistral regex patch tokenizer AttributeError; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend install issue vs vLLM loading failure for PaddleOCR-VL; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Sliding-window Qwen3-MoE bug vs init_empty_weights/_is_hf_initialized TypeError; unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 model-init/load regressions, but the reported failures are different enough that I cannot treat them as the same concrete bug." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/compilable-check failure vs bfloat16 dtype mismatch in inference; unrelated." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "Different failure modes and subsystems: initialization flag regression vs dtype mismatch." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied `lm_head` weights, but one is a weight-tying bug and the other is device-dependent serialization inconsistency." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key bookkeeping vs buffer initialization corruption; unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model failures on different architectures; too broad to be duplicates." + } + ] + }, + "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": 16, + "review_unit_index": 10, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-391", + "nodes": [ + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43644", + "issue:43701", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43957", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44610", + "issue:44617", + "issue:44683", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45584", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:45325|issue:45834", + "issue:43792|issue:43957", + "issue:42915|issue:43482", + "issue:44079|issue:45072", + "issue:40444|issue:45381", + "issue:45325|issue:45381", + "issue:43644|issue:44079", + "issue:44387|issue:44617", + "issue:43296|issue:45800", + "issue:43881|issue:44488", + "issue:44479|issue:45823", + "issue:35707|issue:40444", + "issue:44291|issue:44877", + "issue:43317|issue:43873", + "issue:43606|issue:44265", + "issue:43701|issue:45325", + "issue:44186|issue:44265", + "issue:43606|issue:43819", + "issue:43262|issue:43746", + "issue:41720|issue:45823", + "issue:43454|issue:43550", + "issue:43377|issue:44610", + "issue:43526|issue:43883", + "issue:43454|issue:45072", + "issue:43377|issue:44898", + "issue:40990|issue:45584", + "issue:43572|issue:45759", + "issue:39692|issue:40444", + "issue:43881|issue:44991", + "issue:44466|issue:45357", + "issue:43296|issue:44991", + "issue:43792|issue:44683" + ], + "prepared_review_unit_hash": "622eb455780e0d698d5c31d64bb91bd771cd532e85b59521ca0288a4474aef88", + "component_budget": { + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37301, + "estimated_input_tokens": 9326, + "estimated_eval_tokens": 18908 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most pairs are only loosely related by model family or broad subsystem, not the same concrete bug. No pull requests are present, and there is no strong single canonical duplicate across the set.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45325 is the clearest self-contained regression report in the set, but the overall cluster is too broad for a true canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both involve vision/text position handling, but one is a Qwen2.5-VL temporal position scaling bug and the other is a Kosmos2.5 OCR length/index error." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "These are different loading failures: Whisper runtime failure vs meta-device loading breakage in unrelated models." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different problems and model families: Qwen3MoE FP8 config failure vs Qwen2.5 GGUF loading in v5." + }, + { + "left": "issue:44079", + "right": "issue:45072", + "accept": false, + "reason": "ModelOutput key assignment and bfloat16 dtype mismatch are unrelated bugs." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Multiple-image finetuning failure is not the same bug as Qwen2.5-VL video position-id regression." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Same model family, but one is still-image temporal scaling and the other is video vision_position_ids; not enough evidence of one root cause." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk and ModelOutput key bookkeeping are separate serialization/data-structure issues." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both end in OOM, but one is an int4 quantization memory regression and the other is a model-specific video OOM." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL/vLLM loading failure and torch-transformers incompatibility are different versioning problems." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different models and failure modes; both are loading issues, but not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "A Qwen video-input regression is unrelated to Gemma4 PLE device-mismatch during forward." + }, + { + "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 dataset finetuning." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and strict config rejection are different from unrelated loading paths." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offloading/quantization, but one is device_map loading of a dequantized model and the other is a broader offloading complaint." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch is not the same as torch.export/export compatibility with torch_compilable_check." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Resume-from-checkpoint key mismatch is unrelated to Qwen2.5-VL rope-index scaling." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crash is a different area from torch.export failures." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Both are model execution bugs, but device-mismatch offload and DAC latent/forward mismatch are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio sampling-rate defaulting and PEFT local-checkpoint loading are separate issues." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device placement, but Qwen3 auto-map cuda assert and Gemma4 PLE mismatch are different failure modes." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight tying corruption and torch.compile SDPA failure are unrelated bugs." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder is unrelated to OmDet-Turbo processor/model resolution mismatch." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BEiT label reduction bug and missing all_tied_weights_keys attribute are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "lm_head weight tying and bfloat16 dtype mismatch are different code paths." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Both are input-shape related vision bugs, but the models and failure mechanisms differ." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity regression on gpt-oss-20b is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx and text_config unwrapping are separate config-loading regressions." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 docs issues and Qwen2.5-VL multi-image finetuning failure are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different models and different loading layers: model load failure vs tokenizer load failure." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Serialization of tied lm_head weights and incorrect visual-encoder keys are distinct save_pretrained regressions." + }, + { + "left": "issue:43296", + "right": "issue:44991", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and tokenizer loading for EMBEDDIA/est-roberta are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:44683", + "accept": false, + "reason": "Whisper runtime failure and compiled flex_attention failure on torch>=2.9 are different 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": 16, + "review_unit_index": 11, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-391", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45812", + "issue:45823" + ], + "soft_pairs": [ + "issue:43454|issue:43720", + "issue:43873|issue:45701", + "issue:41720|issue:44977", + "issue:44008|issue:45823", + "issue:45632|issue:45684", + "issue:43404|issue:45357", + "issue:34634|issue:35707", + "issue:43577|issue:43708", + "issue:44186|issue:45072", + "issue:44423|issue:45406", + "issue:35707|issue:41720", + "issue:43873|issue:44756", + "issue:44877|issue:44991", + "issue:43749|issue:44534", + "issue:42617|issue:42915", + "issue:43450|issue:45701", + "issue:43550|issue:43720", + "issue:36331|issue:42915", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:44387|issue:45704", + "issue:36331|issue:42617", + "issue:44479|issue:44918", + "issue:43526|issue:43881", + "issue:42915|issue:43317", + "issue:43316|issue:44913", + "issue:43550|issue:43606", + "issue:45081|issue:45812", + "issue:41720|issue:43322", + "issue:40990|issue:45701", + "issue:43295|issue:45701", + "issue:41720|issue:45161" + ], + "prepared_review_unit_hash": "d06eb94ae11446bc916794d84b68a004b98cca45c4925593f11ec524da3f845d", + "component_budget": { + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37385, + "estimated_input_tokens": 9347, + "estimated_eval_tokens": 18950 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The proposed soft links are mostly superficial topical matches. The issues span unrelated models, APIs, and failure modes, so none should be collapsed as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out; the cluster is too heterogeneous across tokenization, loading/offload, serving, trainer API, and model-specific regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick one representative, issue:45701 is the broadest/open topic, but it is still too generic to serve as a true canonical for the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Different bugs: weight tying in AyaVision vs packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "One is quantized offloading behavior; the other is a tokenization regression. Not the same change or failure path." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "CUDA assert under auto device mapping is unrelated to Qwen3.5 flash-attention generation corruption." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n variable-name collision in forward is a different issue from Gemma4 PLE device mismatch." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache path collision and read-only permission propagation are distinct save/load problems." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "lm_head tying in Mistral3 is unrelated to incorrect visual encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset failure is not the same as progressive generation with inputs_embeds and past_key_values." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Model dtype casting during load has nothing to do with Trainer max_steps recalculation on resume." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to dtype mismatches in inference wrappers." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both hit serve, but one is a multimodal batching '.to' crash and the other is a missing processor tokenizer attribute." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Video-input regression and TRL SFT embedding unpacking are different code paths and symptoms." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile with SDPA on Bamba is unrelated to BitNet packed-weight loading during accelerate." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer compute_loss API break and FineGrainedFP8Config failure are separate problems." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Processor output shape mismatch is not the same as Perceiver non-default-resolution handling." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "CUDA memory growth under int4 quantization is distinct from the apex RMSNorm memory leak." + }, + { + "left": "issue:45161", + "right": "issue:41720", + "accept": false, + "reason": "GPT-OSS MoE tensor-parallel failure is a different model-specific parallelism bug than Qwen3 auto device mapping asserts." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config rejection and tokenizer loading failure are separate regressions." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression is not the same as a general tokenization-version change report." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and glm-4v loading failure do not share a concrete root cause." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FP8 configuration failure and dequantized model offload loading failure are different loading paths." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Config API discrepancy is not the same as rotary_pct not persisting on reload." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Mistral regex patch crash and Granite tokenizer wrong IDs are different tokenizer bugs." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Auto device mapping assert for Qwen3 is unrelated to Llava Next segmentation fault on load." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on GPT-OSS and version-dependent tokenization changes are not the same defect." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offloading behavior and mmap OOM on Strix Halo are separate performance/load issues." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with embeddings/past KV is unrelated to Qwen3 auto device-map CUDA asserts." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash in LayoutLMv2 and video processor shape mismatch are different subsystems and bugs." + }, + { + "left": "issue:44534", + "right": "issue:44918", + "accept": false, + "reason": "Non-persistent buffer junk in v5 is unrelated to Qwen3.5 embedding unpacking in TRL SFT." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and Bark CPU-offload device mismatch are different model/runtime issues." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Batched video shape bug is unrelated to a tokenization regression." + }, + { + "left": "issue:43317", + "right": "issue:42915", + "accept": false, + "reason": "Dequantized model offload loading failure is not the same as FP8 config failure." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "These are both image-processing bugs, but one is a fixed-size output shape issue and the other is non-default-resolution handling; not the same underlying defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 12, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-391", + "nodes": [ + "issue:30064", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43927", + "issue:44062", + "issue:44186", + "issue:44361", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44671", + "issue:44743", + "issue:44779", + "issue:44898", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812" + ], + "soft_pairs": [ + "issue:43531|issue:43572", + "issue:44671|issue:44743", + "issue:43421|issue:45812", + "issue:41720|issue:42617", + "issue:36010|issue:42617", + "issue:43540|issue:43782", + "issue:44186|issue:44361", + "issue:45406|issue:45464", + "issue:43421|issue:45701", + "issue:30064|issue:34634", + "issue:44492|issue:44509", + "issue:44779|issue:45812", + "issue:42915|issue:43322", + "issue:43606|issue:43720", + "issue:43388|issue:45059", + "issue:43550|issue:43653", + "issue:44514|issue:44545", + "issue:43531|issue:45759", + "issue:43606|issue:43653", + "issue:43421|issue:43927", + "issue:34567|issue:35707", + "issue:44368|issue:45357", + "issue:43873|issue:45704", + "issue:44451|issue:44991", + "issue:44898|issue:45072", + "issue:41720|issue:43746", + "issue:44062|issue:44451", + "issue:44987|issue:45042", + "issue:43531|issue:44589" + ], + "prepared_review_unit_hash": "315b848b1c60a7d55d13af181e0acb6a78488833462c2f4544df44eee4815338", + "component_budget": { + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36374, + "estimated_input_tokens": 9094, + "estimated_eval_tokens": 18444 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated bug reports across tokenizers, processors, loading, quantization, and model-specific regressions. Only one soft edge is a clear duplicate; the rest are only superficially similar.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 45812 is the strongest representative issue: it is a broad, silent tokenizer regression affecting all Granite models, with inbound references and a clear user-facing correctness impact.", + "canonical_pr_reason": null, + "best_issue_reason": "45812 is the most central and impactful issue in the set because it describes a general token-id regression rather than a model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Different bugs: Qwen3-MoE sliding-window behavior vs StableLm config missing pad_token_idx." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Unrelated model-specific failures: CamemBERT MLM predictions vs Qwen3.5 recurrent state reset." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Both tokenizer-related, but one is runtime post-processor refresh and the other is Granite-wide wrong token IDs; different code paths." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Different subsystems: CUDA assert during auto device mapping vs inability to run a 3d_parallel script." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to the 3d_parallel execution issue." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different multimodal/loading problems: Qwen3OmniMoe video input processing vs Qwen3VL weight_only loading." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer/model bugs affecting different tasks and code paths." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Serve crash from missing _tokenizer is unrelated to Qwen3.5 streaming inference failure." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "A broad tokenization regression is not the same as a runtime special-token post-processor update bug." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image segmentation-map processing and Bark voice preset handling are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Cache-strategy typo/docs cleanup is unrelated to removed pipeline-task docs." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both mention tokenization regressions, but they affect different models and likely different tokenizer logic." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Quantized Qwen3Moe failure and Llava Next segmentation fault are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch is a different bug from packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric label truncation and SAM3 text/bbox behavior are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile SDPA failure is unrelated to tokenizer special-token registration." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same processor, same batched padding=False crash, and effectively the same report." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding-window/recurrent-state issue is unrelated to unwrapping text_config in composite multimodal configs." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Different issues in different components: offload mismatch vs tokenizer special-token registration." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both involve token IDs, but one is runtime special-token updates and the other is save/load losing custom IDs." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting is unrelated to progressive generation cache handling." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A config warning about tie_word_embeddings is unrelated to saving incorrect visual encoder keys." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization offloading and an apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are model load failures, but for different models and likely different tokenizer issues." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different failure modes: image interpolation on Perceiver vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "CUDA assert on device mapping is unrelated to PEFT/local checkpoint loading." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken constructor error and ScandiBERT load failure are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different version regressions in different subsystems: model loading vs PIL backend image processors." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug is unrelated to the Float8 storage lookup error." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it identifies issue 45812 using its broad Granite-wide tokenizer regression title and inbound references, and it correctly treats the cluster as largely heterogeneous. The only accepted soft edge, 44514/44545, looks like the same Qwen2_5_VLProcessor padding=False crash with near-identical titles, so that merge is reasonable. The remaining pair verdicts are cautious and not overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 13, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-391", + "nodes": [ + "issue:30064", + "issue:33666", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:42915", + "issue:43335", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43575", + "issue:43596", + "issue:43618", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43756", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44610", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44756", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45381", + "issue:45479", + "issue:45588", + "issue:45704", + "issue:45759" + ], + "soft_pairs": [ + "issue:33666|issue:35707", + "issue:45588|issue:45759", + "issue:43421|issue:43653", + "issue:42886|issue:44843", + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:44918|issue:44936", + "issue:43421|issue:44186", + "issue:43525|issue:43531", + "issue:44625|issue:45479", + "issue:43782|issue:45381", + "issue:45081|issue:45356", + "issue:34634|issue:41720", + "issue:43994|issue:44671", + "issue:43381|issue:45704", + "issue:39692|issue:43873", + "issue:42915|issue:45759", + "issue:43596|issue:44220", + "issue:43540|issue:44008", + "issue:43618|issue:43697", + "issue:45183|issue:45479", + "issue:44220|issue:44661", + "issue:43575|issue:45704", + "issue:44077|issue:44625", + "issue:43720|issue:43819", + "issue:30064|issue:36010", + "issue:43335|issue:43756", + "issue:44756|issue:45759", + "issue:43653|issue:43720", + "issue:43716|issue:44008" + ], + "prepared_review_unit_hash": "0306dd0b3c2756adc7512c7b48c21669fc03a5a1a314918d84d046f0ad2322c8", + "component_budget": { + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36814, + "estimated_input_tokens": 9204, + "estimated_eval_tokens": 18664 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous: many items share broad tokenizer/model/config vocabulary, but the soft pairs usually point to different concrete bugs or different code paths. I would not merge any of the proposed soft edges.", + "confidence": 0.87, + "canonical_issue_reason": "issue:44843 is the clearest representative of the tokenizer-loading/regex/offline subtheme and is a concrete bug report, but the overall cluster is too mixed to support a strong canonical beyond that.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the best single issue anchor here because it is specific, actionable, and closest to the recurring tokenizer infrastructure issues in the set, even though most other items are not true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33666", + "right": "issue:35707", + "accept": false, + "reason": "Different problems: multi-GPU training for Qwen2-VL vs generation behavior with inputs_embeds/past_key_values." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Different code paths: flash-attention sink handling vs AutoModel config unwrapping for composite Qwen configs." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both involve tokenizers, but one is runtime special-token post-processing and the other is BigBird mask-token registration; not the same bug." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both mention offline/cache behavior, but one is tokenizer cache loading and the other is Mistral regex patching; distinct causes." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Unrelated: eval-mode checkpointing restriction vs gradient blow-up under ZeRO-3 training." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both are model/processor mismatches in docs/examples, but they affect different models and different failure modes." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Both involve trainers, but one is SFT unpacking of embeddings and the other is train/evaluate lifecycle failure." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Tokenizer-related, but runtime post-processor updates and LayoutLMv2 NER/padding crashes are different defects." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated config attribute issue vs sliding-window behavior in Qwen3-MoE." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both touch classification config, but one is missing num_labels propagation and the other is a zero-loss problem with problem_type=num_labels=1." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal Qwen issues: weight_only loading error vs wrong video vision_position_ids." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention Mistral regex/tokenizer handling, but one is a crash in _patch_mistral_regex and the other is a Kimi-K2.5 regression with codec handling/warnings." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "No overlap: BarkProcessor voice_preset vs Qwen3 auto device-mapping cuda assert." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both are incorrect model outputs, but on different models and unrelated failure mechanisms." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Different domains: gradient checkpointing eval-mode restriction vs T5/apex RMSNorm memory leak." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Doc/example mismatch vs offloading under quantization; not the same underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:45759", + "accept": false, + "reason": "Different issues: FineGrainedFP8Config failure in Qwen3Moe vs text_config unwrapping in AutoModelForCausalLM.from_config." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Unrelated: DeepSpeed ZeRO-3/BertModel index error vs audio fbank feature extraction issue." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different models and different bugs: Qwen3OmniMoe video processing vs Gemma 3n audio_mel_mask variable collision." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Different regressions: CLIPOutput attentions assignment vs RTDetrV2 output changes in v5." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Both concern model input/config validation, but one is input_ids/inputs_embeds XOR errors and the other is classification loss degeneracy." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "No real overlap: fbank feature extraction vs tokenizer-model mapping logic for add-new-model-like." + }, + { + "left": "issue:43575", + "right": "issue:45704", + "accept": false, + "reason": "Unrelated: tensor-parallel OOM on Qwen2-57B vs T5 memory leak from apex RMSNorm." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are unrelated config issues." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different loading/runtime failures: BitNet packed-weight unpacking vs DAC.from_latents missing STE behavior." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Completely unrelated: image processor segmentation-map handling vs GenerationMixin import error." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Different model-specific config bugs: SwitchTransformers sparse-layer creation vs Smollm3 RoPE-layer dropping." + }, + { + "left": "issue:44756", + "right": "issue:45759", + "accept": false, + "reason": "No overlap: mmap OOM on Strix Halo vs composite Qwen config unwrapping." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Different tokenizer/CI bug vs BitNet accelerate-loading bug; shared tokenized wording is superficial." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal model bugs: dtype mismatch in Mistral-3 preprocessing vs Gemma 3n attribute collision." + } + ] + }, + "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": 16, + "review_unit_index": 14, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-391", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:42915", + "issue:43295", + "issue:43322", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43873", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44485", + "issue:44488", + "issue:44509", + "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", + "issue:45584", + "issue:45685", + "issue:45834" + ], + "soft_pairs": [ + "issue:42915|issue:43746", + "issue:43295|issue:45834", + "issue:43746|issue:45381", + "issue:43746|issue:43873", + "issue:43550|issue:45072", + "issue:43550|issue:43819", + "issue:44186|issue:44898", + "issue:44843|issue:45081", + "issue:43531|issue:43643", + "issue:43643|issue:44877", + "issue:43421|issue:44811", + "issue:43577|issue:43818", + "issue:44062|issue:44488", + "issue:43540|issue:45381", + "issue:43653|issue:43819", + "issue:44448|issue:44671", + "issue:43782|issue:44977", + "issue:45584|issue:45834", + "issue:44561|issue:45020", + "issue:43825|issue:43994", + "issue:43322|issue:45685", + "issue:44821|issue:45084", + "issue:39692|issue:45834", + "issue:30064|issue:36331", + "issue:44479|issue:45834", + "issue:44485|issue:44509", + "issue:43825|issue:43827", + "issue:44186|issue:44442", + "issue:43606|issue:45072", + "issue:43577|issue:43582" + ], + "prepared_review_unit_hash": "b323656a634dcb658bbfe39d2286cafd6024ea7322ee89a5aaecc241fd9e915a", + "component_budget": { + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36227, + "estimated_input_tokens": 9057, + "estimated_eval_tokens": 18370 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a noisy mix of unrelated Transformers issues (tokenizer loading, processor regressions, video/vision bugs, quantization, remote_code, and docs). The soft links are generally thematic rather than true duplicates, so I would not merge any of the candidate pairs.", + "confidence": 0.83, + "canonical_issue_reason": "issue:44561 is the most concrete regression report among the set and best captures one of the few clearly related themes (recent-version/remote_code breakage).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44561 is the best representative issue here because it states a specific root cause and failure mode, while most other candidates are broader, downstream, or unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "Different models and failure modes: FP8 config failure vs PEFT/local checkpoint loading." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Both involve processor/tokenizer behavior, but one is a regression around processor.tokenizer/images and the other is an OCR long-input index error." + }, + { + "left": "issue:43746", + "right": "issue:45381", + "accept": false, + "reason": "Unrelated areas: PEFT/local checkpoint loading vs Qwen2.5-VL video position IDs." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "No shared concrete bug; local checkpoint loading is not the same as quantized offloading behavior." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype/SDPA-style execution issues, but the affected models and code paths differ." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Completely different problems: torch.compile+SDPA vs DAC.from_latents/STE mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Different tokenizers and failures: LayoutLMv2 NER/padding crash vs Perceiver image classification with interpolation." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch tokenizer internals, but one is offline regex patching and the other is a Mistral backend_tokenizer AttributeError." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window Qwen3-MoE issue is unrelated to trust_remote_code config field loss." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config/loading regressions, but one is missing fields from trust_remote_code and the other is strict config rejecting granite_speech config." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token post-processor updates are unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different BLIP2 dtype bug vs Video-LLaVA temporal attention/weight-sharing issue." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer AddedToken argument collision is not the same as failing to load a specific model tokenizer." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal paths: Qwen3OmniMoe video processing vs Qwen2.5-VL video position IDs." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration issue is unrelated to DAC latent decoding mismatch." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Pegasus output differences across v4/v5 are not the same bug as CamemBERT masked-LM prediction regressions." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and different failures: weight_only load error vs flash-attention generation issue." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription/align_special_tokens issue is not the same as Kosmos2.5 long OCR input indexing." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "45020 is a broad umbrella report; 44561 is a specific root-cause regression, so they are not clearly the same concrete bug." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is an error-message/docs mismatch around pipeline removals, the other is a model producing bad outputs in AutoModel/pipeline." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Segfault on Llava Next loading is unrelated to an MPS histogram Int error in moe code." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compilation errors are different subsystems and failure modes." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 doc-example/model mismatch is unrelated to Kosmos2.5 OCR long-input indexing." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor segmentation-map handling is unrelated to CustomTrainer.compute_loss signature breakage." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video-input regression across models is not the same as Kosmos2.5 OCR indexing." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE discussion is unrelated to stale v5 pipeline docs." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both concern pipeline removals, but one is an incorrect message and the other is stale documentation; not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different tokenizer-loading problems." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch and bfloat16 dtype mismatch are different execution bugs." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype propagation and Apple Silicon warmup TypeError 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": 16, + "review_unit_index": 15, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-391", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:38175", + "issue:39692", + "issue:42175", + "issue:43262", + "issue:43329", + "issue:43404", + "issue:43452", + "issue:43526", + "issue:43582", + "issue:43638", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45406", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45701", + "issue:45803" + ], + "soft_pairs": [ + "issue:34634|issue:36010", + "issue:44805|issue:44936", + "issue:43452|issue:44991", + "issue:42175|issue:45081", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:44060|issue:44368", + "issue:44671|issue:45701", + "issue:45081|issue:45406", + "issue:43650|issue:43906", + "issue:43404|issue:43782", + "issue:43582|issue:44857", + "issue:45459|issue:45803", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:45084|issue:45538", + "issue:43644|issue:43749", + "issue:43329|issue:45600", + "issue:43653|issue:44912", + "issue:43742|issue:45020", + "issue:43638|issue:44936", + "issue:43746|issue:44811", + "issue:44589|issue:45042", + "issue:43854|issue:44977", + "issue:38175|issue:44610", + "issue:43526|issue:44554", + "issue:39692|issue:44912" + ], + "prepared_review_unit_hash": "fdfd1b80347cf3d305808e73117e56c9c8ce7f8572f5bacfeee3f3fc70394a13", + "component_budget": { + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36045, + "estimated_input_tokens": 9012, + "estimated_eval_tokens": 18280 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items are mostly unrelated Transformers issues spanning tokenizers, processors, loading, quantization, and model-specific bugs. None of the soft-edge pairs look like true duplicates or mergeable same-fix PRs.", + "confidence": 0.62, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella item here because it describes a version-wide regression affecting remote-code model loading, but the cluster is too mixed to have a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best representative anchor for the set: it is open, cross-cutting, and closer to a general Transformers regression than the many narrow model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Different subsystems and failure modes: BarkProcessor voice preset behavior vs a transformers import error." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Unrelated bugs: mask/index shape mismatch in one case, trainer.evaluate() state/failure after training in the other." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading-related, but one is gguf_file handling and the other is a tokenizer/version regression for a specific model." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Package extra/backend dependency issue vs a Mistral tokenizer regex crash; not the same bug." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor input-size mismatch and bfloat16 dtype mismatch are different code paths and symptoms." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight loading failure is unrelated to the dtype mismatch reported in the other issue." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Similar warning theme, but different models and likely different tying logic; not one concrete duplicate bug." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Masked LM prediction correctness vs generic tokenization changes; too broad and not the same underlying defect." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "One is a Mistral tokenizer patch crash, the other is Gemma4Processor missing _tokenizer in serve." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Placeholder/non-informative issue vs a reproduction of an external issue; no shared bug." + }, + { + "left": "issue:43404", + "right": "issue:43782", + "accept": false, + "reason": "Different model families and failures: tied lm_head weights vs weight_only loading error." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to CUDA/AMP loss crashing." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve broad excepts, but in different functions and for different error classes; not the same bug." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio sampling-rate defaulting and DAC STE/forward mismatch are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Label reduction bug in BEiT fast processor vs output divergence in RTDetrV2; no shared code path." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error and CLIPTokenizer max_length constant are different tokenizer issues." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer initialization junk vs FSDP CPU RAM efficient loading breakage; different problems." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Multimodal token counting bug vs stale auto_mappings references; unrelated fixes." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration bug vs MXFP4 quantization loading/fallback issue." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Specific MobileLLM key error is not the same as the broader remote_code regression." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3/Bert index error and trainer.evaluate() failure after train are different training/runtime issues." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT checkpoint loading failure vs Whisper batch_decode skip_special_tokens behavior; unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Storage-object lookup failure is unrelated to the PIL backend torchvision dependency regression." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different surfaces: model load/test failure vs flash-attention generation malfunction." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision-model related, but zero probabilities and wrong processor image size are different bugs." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Processor label reduction vs MPS attention correctness issue; no overlap beyond being model bugs." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Docs-example model/processor mismatch plus quantization failure is not the same as MXFP4 fallback during 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": 16, + "review_unit_index": 16, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-391", + "nodes": [ + "issue:33357", + "issue:34567", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43317", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43645", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44568", + "issue:44610", + "issue:44811", + "issue:44821", + "issue:44849", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45759" + ], + "soft_pairs": [ + "issue:36010|issue:43645", + "issue:34634|issue:36331", + "issue:43454|issue:43577", + "issue:43257|issue:43329", + "issue:43819|issue:43927", + "issue:43720|issue:44610", + "issue:43550|issue:44912", + "issue:43749|issue:44291", + "issue:44568|issue:45488", + "issue:43531|issue:45042", + "issue:43262|issue:44811", + "issue:43643|issue:45759", + "issue:44568|issue:45356", + "issue:36010|issue:36331", + "issue:44849|issue:45701", + "issue:43329|issue:43450", + "issue:34567|issue:40990", + "issue:43329|issue:44479", + "issue:43257|issue:43931", + "issue:43697|issue:45357", + "issue:44291|issue:45042", + "issue:41720|issue:43540", + "issue:43452|issue:43582", + "issue:42915|issue:43742", + "issue:43317|issue:45538", + "issue:33357|issue:34567", + "issue:43927|issue:44912", + "issue:44987|issue:45538", + "issue:42915|issue:44821", + "issue:44479|issue:45381", + "issue:42915|issue:45538", + "issue:43540|issue:44560", + "issue:43257|issue:43756", + "issue:43540|issue:44479" + ], + "prepared_review_unit_hash": "351a7f7f735394dca89791d8a98b102dec1e06190dec79778f0ec596bb26e701", + "component_budget": { + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38061, + "estimated_input_tokens": 9516, + "estimated_eval_tokens": 19288 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues spanning loaders, tokenizers, multimodal/video, and training. The closest pair is 43329/44479, but the packet only supports topical Qwen video-regression similarity, not a confident same-root-cause duplicate. No PRs are present.", + "confidence": 0.68, + "canonical_issue_reason": "No single canonical issue cleanly covers the set. issue:43329 is the most specific Qwen video-token bug, but issue:44479 is only a broader video regression report and the packet does not establish a shared root cause.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43329 is the best representative of the closest pair because it pinpoints the concrete undefined-variable failure in the video branch; issue:44479 is broader and less actionable.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Different subsystems and failure modes: GenerationMixin import regression vs custom model init in Jupyter." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated bugs: BarkProcessor voice preset handling vs Trainer compute_loss argument mismatch." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Different model families and issues: weight tying in AyaVision vs dtype propagation in Blip2." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Both involve Qwen3-related code, but one is MOE weight conversion/loading and the other is a video token-counting bug; not the same change." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different bugs: DAC latent decoding mismatch vs DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Different code paths: BitNet packed-weight loading vs OmDet-Turbo image size mismatch." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization/compile issues on different models; no shared concrete bug." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both concern loading, but one is FSDP CPU RAM-efficient loading and the other is an init_empty_weights argument error; too different to merge." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but one is special-token insertion and the other is pre-tokenizer override for a different tokenizer family." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated: Qwen3-MoE sliding window behavior vs PIL image processor torchvision dependency." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Different audio processor bugs: chat template sampling-rate default vs batch_decode special-token skipping." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both touch config/model loading, but one is trust_remote_code missing fields and the other is unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer-related, but the failures are different model-specific regressions with different symptoms and likely fixes." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Import path regression vs trainer API change; no shared underlying bug." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "One is a Qwen3.5 hidden-states bug; the other is a tokenization-version-change report. Different issues." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both are video-related, but one is a token-counting undefined-variable bug and the other is batched video shape output; distinct defects." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token accounting vs perplexity on a specific model/dataset; unrelated." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "The titles suggest related Qwen video regressions, but the packet only shows broad topical overlap; insufficient evidence to call them the same underlying bug." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Related to Qwen model loading, but one is MOE weight conversion with accelerate/deepspeed and the other is a shape mismatch for a VL model; not the same bug." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different regressions: RTDetrV2 output differences vs Qwen3.5 save_pretrained visual encoder keys." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Completely different areas: init_empty_weights loading error vs image processor torchvision requirement." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different model families and failures: CUDA assert on auto device map vs video-processing ValueError." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Different loading bugs: gguf_file tokenizer/model loading vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config vs MobileLLM loading key error; unrelated." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Different loading/quantization issue vs tokenizer max-length constant bug." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error in CLIP model loading vs TrainerState token counter not updating; unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Different bugs: custom token IDs lost on config save/load vs MXFP4 quantization fallback." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model-loading failure for a specific repo vs CLIPTokenizer max_length handling; no shared code-path problem." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Different areas: Qwen3Moe FP8 loading vs AutoImageProcessor URL loading; unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-input regressions, but the models and reported symptoms differ enough that they do not look like one fixable bug." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Different areas: Qwen3Moe FP8 loading vs tokenizer max-length constant." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input failures in Qwen-family models, but the concrete errors and affected models differ; too speculative to merge." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The bulk of the summary is grounded, but the accepted 43329/44479 pair is stated too strongly. From the packet we only have title/metadata-level similarity (both video/Qwen regressions), which supports \u201cpossibly related\u201d but not confidently \u201csame underlying regression\u201d or \u201cclearest root-cause report.\u201d Please hedge that claim more conservatively. The rest of the soft-edge rejections look appropriately cautious." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 17, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-391", + "nodes": [ + "issue:28282", + "issue:34567", + "issue:34689", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:43257", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43696", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44484", + "issue:44488", + "issue:44589", + "issue:44704", + "issue:44737", + "issue:44756", + "issue:44792", + "issue:44821", + "issue:44898", + "issue:44964", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45137", + "issue:45325", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45823" + ], + "soft_pairs": [ + "issue:43257|issue:43696", + "issue:43577|issue:45072", + "issue:45137|issue:45405", + "issue:38175|issue:44898", + "issue:44737|issue:45588", + "issue:43742|issue:44291", + "issue:44062|issue:44991", + "issue:43540|issue:45823", + "issue:43906|issue:45381", + "issue:43646|issue:43749", + "issue:44062|issue:45081", + "issue:43749|issue:44756", + "issue:43643|issue:45375", + "issue:34567|issue:36331", + "issue:43493|issue:43994", + "issue:36010|issue:42175", + "issue:42175|issue:43824", + "issue:43452|issue:44488", + "issue:44291|issue:44821", + "issue:44792|issue:44964", + "issue:43526|issue:45479", + "issue:28282|issue:34689", + "issue:45042|issue:45081", + "issue:43756|issue:45325", + "issue:43742|issue:44589", + "issue:45405|issue:45600", + "issue:44484|issue:44704" + ], + "prepared_review_unit_hash": "c2debd0c1ed6176ff43cbdc441ed3c80223e9067815bd70b6a4eb05e20ad24e9", + "component_budget": { + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35413, + "estimated_input_tokens": 8854, + "estimated_eval_tokens": 17964 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous mix of Transformers issues spanning different models, loaders, trainers, and runtime errors. None of the proposed soft pairs looks like the same underlying bug/change, so they should stay separate.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43749 has the strongest cross-reference and discussion signal in the set, and it is a broad, high-impact regression that works best as the cluster anchor if one issue must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the most representative problem in the group by activity and inbound references, making it the best single issue to surface for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Different failures: Qwen3 MoE weight conversion under accelerate/deepspeed vs GPT-oss CUDA OOM. Same broad area, but not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype, but they involve different models and different mismatches. Not the same concrete code-path problem." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and a PEFT version pin issue are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model accuracy issues, but the models and symptoms differ enough that they do not look like one bug." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU device placement bug vs flash-attention sink handling crash. Distinct code paths." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM loading key error vs init_empty_weights argument incompatibility. Different load-time failures." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer AddedToken kwarg duplication is unrelated to EMBEDDIA/est-roberta tokenizer loading failure." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation and Gemma4 PLE device mismatch are different model-specific problems." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "One is a reproduction of an older issue; the other is a Qwen2.5-VL video position-id bug. No clear shared fix." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage in Transformers 5.0.0 is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer AddedToken special-flag error and Mistral regex patch crash are different tokenizer internals." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both concern memory/loading, but one is an FSDP regression and the other is mmap behavior on Strix Halo. Not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "AutoConfig field loss with trust_remote_code and a missing config field in Qwen3_5MoeVisionConfig are different serialization issues." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting and CustomTrainer.compute_loss signature mismatch are separate trainer API regressions." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is a HF-vs-JAX discrepancy and the other is bad outputs through AutoModel/pipeline. Not enough to merge." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "GenerationMixin import failure and missing TensorFlow backend from torch install are unrelated packaging/import issues." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "TensorFlow backend packaging and missing Qwen2_5_VLForConditionalGeneration symbol are different dependency/import problems." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf_file loading failures and cjvt/sleng-bert tokenizer loading are separate loader regressions." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument with init_empty_weights is unrelated to AutoImageProcessor-from-URL behavior." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus test failure and Phi-4 multimodal load failure are different model-specific issues." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BEiT Fast processor label reduction bug and single-label classification zero-loss bug are not the same code path." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "PyTorch-missing import error and Llama 3.2 Vision load breakage are different environment/model problems." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL image processor torchvision requirement and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Smollm3 RoPE-layer configuration and Qwen2.5-VL rope-index scaling are not the same underlying defect." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM key error and missing Float8 storage type are separate load/runtime incompatibilities." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "A not-yet-released PEFT version bump and removed Sam3LiteText auto-mapping references are different CI/dependency issues." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard-size behavior and AutoProcessor kwargs forwarding are unrelated API concerns." + } + ] + }, + "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": 16, + "review_unit_index": 18, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-391", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:30064", + "issue:33666", + "issue:38175", + "issue:41720", + "issue:41762", + "issue:42175", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43582", + "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:44514", + "issue:44561", + "issue:44568", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44938", + "issue:44977", + "issue:44991", + "issue:45005", + "issue:45216", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45440", + "issue:45823" + ], + "soft_pairs": [ + "issue:43697|issue:45216", + "issue:43531|issue:44821", + "issue:44514|issue:45381", + "issue:28282|issue:29127", + "issue:43582|issue:44977", + "issue:44625|issue:44877", + "issue:43643|issue:44561", + "issue:42175|issue:44938", + "issue:43720|issue:44898", + "issue:43452|issue:43577", + "issue:44514|issue:45290", + "issue:44466|issue:45005", + "issue:43452|issue:44843", + "issue:41762|issue:44936", + "issue:43295|issue:45356", + "issue:43819|issue:44811", + "issue:43653|issue:44568", + "issue:44936|issue:45823", + "issue:24643|issue:29127", + "issue:30064|issue:33666", + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:43577|issue:43697", + "issue:44464|issue:44743", + "issue:44843|issue:44991", + "issue:41720|issue:43906", + "issue:44977|issue:45356", + "issue:43688|issue:45440", + "issue:43531|issue:43742", + "issue:43653|issue:43927", + "issue:44464|issue:44977" + ], + "prepared_review_unit_hash": "04a0b0fdd500c5aa0933dd2684abfcac1d61b1737b988e6394b2ec8b927fca5d", + "component_budget": { + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37447, + "estimated_input_tokens": 9362, + "estimated_eval_tokens": 18980 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a single duplicate family; it mixes many unrelated transformer bugs spanning tokenizer loading, chat templating, generation, model serialization, device mapping, and training/runtime failures. None of the soft-similarity pairs look like the same concrete bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "No single issue is a good canonical representative because the set is heterogeneous and does not center on one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: the items cover many distinct subsystems and failure modes, so choosing one would be arbitrary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different bugs: RTDetrV2 output divergence vs Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Different subsystems: Qwen3-MoE sliding_window behavior vs AutoImageProcessor URL loading." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both touch Qwen2.5-VL, but one is batched chat template padding and the other is video vision_position_ids; distinct failures." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch import error is unrelated to LayoutLMv3's unclear box validation message." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "AppleSilicon caching_allocator_warmup TypeError is unrelated to Qwen3.5 flash-attention generation." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config handling, but the concrete bugs differ: num_labels propagation vs strict config rejection." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Different regression surfaces: missing fields from AutoConfig vs v5 removal of is_torch_fx_available breaking trust_remote_code." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Packaging/backend installation issue is unrelated to a Python 3.14 import/load failure." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading bug is not the same as Perceiver non-default resolution failure." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Tokenizer/model loading via gguf_file is unrelated to BLIP2 dtype propagation." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Same API family, but different edge cases: batched padding=False crash vs assistant tool-call messages with no content." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is device-dependent lm_head serialization and the other is translation-model tied-weight issues; not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both affect loading, but one is gguf_file breakage and the other is an offline model_info call in mistral regex patching." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 load failure is unrelated to trainer.evaluate() failing after train()." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor/tokenizer regression and Kimi codec handling are different bugs." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC from_latents mismatch is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both involve special tokens, but different tokenizers and behaviors; not one underlying defect." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer lifecycle bug and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training RuntimeError is unrelated to a LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Void segmentation map processing and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero-probabilities bug is unrelated to processor.tokenizer regression." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-related, but they affect different tokenizer classes and failure modes." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird special-token decode bug is unrelated to DiaConfig losing custom token IDs." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both are generation/state bugs, but one is compiled forward chunked generation and the other is cache state reset in a modular Qwen3.5 model." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline mistral regex bug and EMBEDDIA/est-roberta tokenizer load failure have different root causes." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "No evidence these are the same bug; one is Qwen3 auto device mapping cudaErrorAssert, the other is only an isolated reproduction of another issue." + }, + { + "left": "issue:44977", + "right": "issue:45356", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug is unrelated to Kimi-K2.5 tokenizer codec handling." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both mention MoE-style models, but the reported defects are different: aux-loss normalization vs DeepSeekV3 implementation divergence." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue is unrelated to MobileLLM key-error loading." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer special-token registration bug is unrelated to DiaConfig custom token ID persistence." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Different generation problems in different models/code paths; not mergeable as one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 19, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-391", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43122", + "issue:43262", + "issue:43295", + "issue:43329", + "issue:43334", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43825", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44821", + "issue:44849", + "issue:44913", + "issue:44977", + "issue:45325", + "issue:45357", + "issue:45588", + "issue:45704", + "issue:45812" + ], + "soft_pairs": [ + "issue:43577|issue:45588", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:32090|issue:34567", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:43122|issue:43906", + "issue:32090|issue:33666", + "issue:28282|issue:35141", + "issue:43504|issue:44610", + "issue:43452|issue:44451", + "issue:44849|issue:45357", + "issue:44568|issue:45812", + "issue:43742|issue:44821", + "issue:41720|issue:44464", + "issue:33666|issue:36010", + "issue:43756|issue:44913", + "issue:43688|issue:43749", + "issue:43329|issue:45325", + "issue:43493|issue:43825", + "issue:43525|issue:43572", + "issue:43262|issue:43295", + "issue:43606|issue:43927", + "issue:43720|issue:43927", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:43577|issue:44554", + "issue:33666|issue:36331", + "issue:39692|issue:43493", + "issue:43720|issue:44361", + "issue:43688|issue:45704", + "issue:43334|issue:43572", + "issue:43540|issue:44977" + ], + "prepared_review_unit_hash": "e0d64d75d07fdbd56d7b9ec9dc896f4779c6f5fdf82c8b112cf75f026872750c", + "component_budget": { + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37274, + "estimated_input_tokens": 9319, + "estimated_eval_tokens": 18894 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a heterogeneous mix of Transformer bugs (tokenizer/config regressions, model-loading failures, training errors, and multimodal edge cases). I don\u2019t see any soft pair that clearly points to the same underlying bug or change, so no duplicates should be merged here.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45812 is the strongest representative: it\u2019s an open, broad regression affecting all Granite models, with clear user impact and recent discussion/inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best overall issue anchor because it describes a concrete, widespread regression rather than a narrow model-specific failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: dtype stays float32 in Blip2 loading vs a flash-attention crash on sink-less models." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "One is a torch.compile/SDPA runtime bug; the other is a config save/load token-ID regression." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Unrelated: Bamba compile/SDPA failure vs MLukeTokenizer task AttributeError." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Both involve Trainer, but the bugs differ: GPU broadcast NoneType error vs num_input_tokens_seen not updating." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Different model paths and root causes: legacy-field load failure vs compile/SDPA failure." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Model loading bugs in different subsystems; Beit legacy config issue is unrelated to BitNet packed-weight unloading." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "The second is only a reproduction issue; no evidence it matches the tokenizer behavior regression in the first." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer error vs multi-GPU training request; not the same underlying bug." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "ImportError for missing PyTorch is unrelated to embedding reinitialization during post_init." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Different vision-model load/processor problems with no shared code-path evidence." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are load failures, but one is gguf-file handling and the other is a specific model import/load regression." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-state output bug vs save_pretrained saving wrong visual encoder keys." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions on different model families; no shared bug mechanism shown." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "KeyError loading a text model is unrelated to loading AutoImageProcessor from a URL." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "CUDA assert during auto device mapping is not the same as inconsistent chunked generation with compiled forward." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training issue vs import error for GenerationMixin; different layers entirely." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Both touch rotary settings, but one is a dropped-layer bug and the other is config reload resetting rotary_pct." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization bug and FSDP CPU RAM loading bug are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:45325", + "accept": false, + "reason": "Multimodal token counting video-branch bug vs still-image rope index scaling bug." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation mismatch is unrelated to a pipeline error-message regression." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Similar missing-pad-token wording, but different fields and different model configs." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug vs processor.tokenizer/image-passing regression." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to DiaConfig token-ID persistence." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet accelerate-loading/unpack bug vs config save/load token-ID loss; different code paths." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch ImportError vs Trainer broadcast TypeError; no overlap beyond general training/runtime context." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Environment ImportError vs MacOS bus error on a CLIP model; different failure modes." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype casting issue and MPS attention correctness issue are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training request vs unexpected num_items_in_batch in custom compute_loss." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Docs example/quantization failures are not the same bug as the SigLIP2 HF-vs-JAX discrepancy." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight loading bug vs tokenizer task AttributeError; different subsystems." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization bug is unrelated to T5 using apex.FusedRMSNorm and leaking memory." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Different model families and different missing config fields." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Video-input processing error in Qwen3OmniMoe is unrelated to Qwen3.5 flash-attention generation 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": 16, + "review_unit_index": 20, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-391", + "nodes": [ + "issue:33357", + "issue:33666", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44493", + "issue:44521", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44792", + "issue:44843", + "issue:44964", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45290", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:44964|issue:45405", + "issue:44479|issue:44625", + "issue:43493|issue:43844", + "issue:43334|issue:45759", + "issue:45200|issue:45229", + "issue:43756|issue:45083", + "issue:44488|issue:44843", + "issue:43257|issue:43299", + "issue:43278|issue:43844", + "issue:43646|issue:44466", + "issue:43824|issue:44589", + "issue:45229|issue:45823", + "issue:44589|issue:45520", + "issue:43688|issue:45701", + "issue:39692|issue:43295", + "issue:33357|issue:33666", + "issue:43572|issue:44291", + "issue:43504|issue:43606", + "issue:44423|issue:44734", + "issue:43927|issue:44361", + "issue:43504|issue:43653", + "issue:43575|issue:45405", + "issue:44625|issue:45759", + "issue:43606|issue:44112", + "issue:44792|issue:45405", + "issue:43994|issue:44493", + "issue:44521|issue:45290", + "issue:44464|issue:45584" + ], + "prepared_review_unit_hash": "f3136336a04ae6d192630e826cfe162154084b7d4ef5cc8c158790ca4ea208a6", + "component_budget": { + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35738, + "estimated_input_tokens": 8935, + "estimated_eval_tokens": 18126 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly a heterogeneous mix of unrelated bug reports across model loading, multimodal config handling, tokenization/chat templates, serving, and training. None of the soft pairs looks like a true duplicate with the same concrete fix target.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45701 is the broadest open regression here and the closest thing to a cluster anchor, but the overall set is still heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 has the widest scope and enough discussion/inbound activity to serve as the best representative issue in this mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Different bugs: Phi-4 multimodal load failure vs an unreleased PEFT version constraint." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Different regressions: Qwen video-input path vs Qwen3.5 num_labels propagation." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "Different subsystems: SigLIP2 implementation mismatch vs ZeRO-3 gradient growth." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen multimodal config-loading issues, but one is missing pad_token_id and the other is from_config not unwrapping text_config; not the same bug." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Gemma4 fine-tuning defaults vs multi-GPU inference OOM are distinct failures." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch vs qwen3_omni_moe helper behavior." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "A specific model-load regression is not the same as an offline-mode network call in AutoTokenizer." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Different Qwen3-MoE failures: accelerate/deepspeed conversion issue vs dev-version loading breakage." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift in evaluate vs gradient abnormality under ZeRO-3." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model init breakage vs device-dependent serialization of tied weights." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Import/symbol exposure issue vs float8 storage deserialization error." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "OOM during multi-GPU inference vs device mismatch in forward are different concrete bugs." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup/type error vs Python 3.13 flash_attn import KeyError." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization bug vs tokenization changes; unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Both touch multimodal processor code, but one is a docs/example mismatch with quantization failure and the other is a processor.tokenizer regression." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Completely different models and failure modes." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "One is a missing config field after 5.0, the other is an init_empty_weights constructor-arg mismatch." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy preset field issue vs CPU offload device mismatch." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve crashes, but one is a multimodal .to() issue and the other is KV-cache continuation indexing." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Config save/load token-ID bug vs tokenizer AttributeError on tasks." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Different models and causes: legacy field load issue vs special-token registration bug." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "TP OOM on a large model vs an unrelated PEFT version bump." + }, + { + "left": "issue:44625", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen3.5 config handling, but num_labels propagation and text_config unwrapping are separate concrete issues." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Device mismatch in CPU offload vs a stale CI test failure." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure vs PEFT release versioning." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 bad outputs vs unexpected key in position IDs." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both are apply_chat_template failures, but zeroed assistant masks and tool-call crashes are different code paths." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked-generation inconsistency vs Whisper empty-transcription failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 21, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-391", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29942", + "issue:30333", + "issue:33357", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:42915", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43688", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:43975", + "issue:44315", + "issue:44464", + "issue:44466", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44849", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45356", + "issue:45412", + "issue:45446", + "issue:45520", + "issue:45701", + "issue:45823" + ], + "soft_pairs": [ + "issue:29942|issue:30333", + "issue:43844|issue:44964", + "issue:28218|issue:34567", + "issue:45084|issue:45520", + "issue:44554|issue:45446", + "issue:43688|issue:43873", + "issue:44568|issue:45701", + "issue:15354|issue:38175", + "issue:43540|issue:45200", + "issue:43232|issue:44849", + "issue:45200|issue:45823", + "issue:45072|issue:45198", + "issue:44315|issue:44849", + "issue:43278|issue:43701", + "issue:44554|issue:45356", + "issue:28218|issue:33357", + "issue:45200|issue:45325", + "issue:44466|issue:45127", + "issue:43295|issue:44610", + "issue:44898|issue:45412", + "issue:37428|issue:43957", + "issue:43493|issue:43701", + "issue:43572|issue:44987", + "issue:43334|issue:43525", + "issue:43572|issue:43957", + "issue:43873|issue:44464", + "issue:43295|issue:43450", + "issue:43844|issue:44936", + "issue:43824|issue:43975", + "issue:43295|issue:43873", + "issue:37428|issue:43824", + "issue:38175|issue:45412", + "issue:42915|issue:43824" + ], + "prepared_review_unit_hash": "d3c802f1aa0e5fdd02d7d5a424c552b897801f9c175b2b5e198f4e677f228af8", + "component_budget": { + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37663, + "estimated_input_tokens": 9416, + "estimated_eval_tokens": 19088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous set. The only plausible duplicate-like cluster is the pair of model-loading errors about missing `pad_token_id` on config objects; the rest are clearly unrelated bugs in different code paths.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43334 is a reasonable canonical representative for the only likely duplicate pair. It clearly reports the pad_token_id config AttributeError during model loading, which matches the same failure mode described in 43525.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43334 is the best standalone issue in this set because it is the clearest statement of the shared pad_token_id loading failure and sits in the only credible duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Different failures in different subsystems: Flash Attention 2 tests vs MLflow job-status reporting." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Unrelated problems: ZeRO-3 gradient behavior vs a multimodal model-loading failure." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing bug and trainer token-count tracking are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Compilation error for template nodes is not the same as a Python 3.13 flash_attn import-key error." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness issue vs flex_attention import version check; different code paths." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Aux-loss normalization and quantization offloading are distinct training/runtime issues." + }, + { + "left": "issue:44568", + "right": "issue:45701", + "accept": false, + "reason": "Specific BOS/EOS omission for one tokenizer is not the same as a broad tokenization regression report." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript export limitation and SigLIP2 zero-probability behavior are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing failure in Qwen3OmniMoe is unrelated to Gemma 4 token-type handling." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs after sync_gpus and hidden-state output bugs do not share the same concrete failure." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 token-type defaults vs device-map forward mismatch are different bugs." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "BFloat16 dtype mismatches and save/tokenization failure are not the same issue." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel application in model_init is unrelated to Qwen3.5 hidden-state output." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift during eval and checkpoint key mismatch are separate training bugs." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and tokenizer codec regression are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Added-token spacing and MacOS bus error on CLIP have no common code path." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Both concern multimodal models, but one is token-type defaults and the other is rope-index scaling; different defects." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as LoRA merge serialization/collapse." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor API regression and wrong image size output are distinct processor bugs." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Interpolation failure at non-default resolution is unrelated to a model memory-release issue." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Missing flash-attention helper import and meta-device loading failures are different regressions." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy does not match a resume-from-checkpoint key mismatch." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLm pad-token regression and a Physical Intelligence model load failure are not the same bug." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": true, + "reason": "Likely duplicate: both report model-loading failures caused by config objects missing `pad_token_id`, so they plausibly describe the same regression." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "StableLmConfig pad-token regression and meta-device loading issues are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44464", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to compiled-forward generation inconsistency." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor tokenizer regression and batched video-shape bug are different multimodal issues." + }, + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "Training gradient blow-up with ZeRO-3 is unrelated to evaluate-after-train failure." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Importing a Qwen2.5-VL class and DeepSeek detokenization are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor API regression and quantization/offloading behavior do not share the same bug." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Flash-attention import error and Qwen2.5-VL import error are different missing-symbol problems." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero probabilities and RT-DETR memory leaks are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "FineGrainedFP8Config failure on Qwen3Moe is unrelated to Qwen2.5-VL import exposure." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The set-level summary is mostly grounded, but the canonical-issue rationale overstates what the packet supports. From the packet alone, we can say 43334 and 43525 are likely related because both report a missing `pad_token_id` on config objects, but not that 43334 is definitively the broader or more user-visible repro. That comparison isn\u2019t evidenced in the metadata provided. The accepted soft pair should also be phrased more conservatively as a likely duplicate, not as the same underlying regression with certainty." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 22, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-391", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:39692", + "issue:43262", + "issue:43278", + "issue:43335", + "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:43856", + "issue:43901", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44360", + "issue:44442", + "issue:44448", + "issue:44462", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44743", + "issue:44779", + "issue:44792", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45823" + ], + "soft_pairs": [ + "issue:43278|issue:43856", + "issue:44514|issue:44521", + "issue:44442|issue:45198", + "issue:38175|issue:43493", + "issue:43827|issue:43901", + "issue:43653|issue:44112", + "issue:43450|issue:43493", + "issue:43450|issue:43575", + "issue:44792|issue:45563", + "issue:44360|issue:44561", + "issue:45127|issue:45245", + "issue:43819|issue:45083", + "issue:44206|issue:45584", + "issue:43819|issue:44112", + "issue:43262|issue:43450", + "issue:44610|issue:44857", + "issue:37428|issue:43425", + "issue:44857|issue:45593", + "issue:43278|issue:43825", + "issue:45290|issue:45381", + "issue:45200|issue:45588", + "issue:43606|issue:45083", + "issue:43335|issue:43550", + "issue:44448|issue:44743", + "issue:37428|issue:44351", + "issue:43611|issue:43931", + "issue:39692|issue:43526", + "issue:44561|issue:44779", + "issue:44462|issue:44561", + "issue:44206|issue:45823" + ], + "prepared_review_unit_hash": "18de9ab4f8de30859fe2971137e3925996787b23209beb56aa6c8f1cd1e554f2", + "component_budget": { + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36685, + "estimated_input_tokens": 9172, + "estimated_eval_tokens": 18600 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose semantic grouping of unrelated Transformers issues, with only superficial title overlap. I found no soft-edge pair that is confidently the same underlying bug/change.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44521 is the most central and broadly framed issue in the set: it is open, highly discussed, and concerns a common multimodal apply_chat_template path with multiple downstream references.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest representative issue because it is recent, active, and describes a user-facing multimodal template bug with wider applicability than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Different domains and failure modes: dtype drift in evaluation vs MoE training memory usage." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template, but one is a batched-input crash and the other is incorrect assistant masks; not the same bug." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizers/models and different breakages; no evidence they share a code path." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one reports zero probabilities and the other a broader HF-vs-JAX discrepancy; too loose to merge." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related v5 issues, but they target different pipelines and different API behaviors." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Unrelated: tokenizer special-token registration vs a GraniteSpeech CI device-override failure." + }, + { + "left": "issue:43450", + "right": "issue:43493", + "accept": false, + "reason": "Video batching shape bug vs SigLIP2 implementation discrepancy; different subsystems and symptoms." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Shape bug in video processors is unrelated to Qwen2-57B tensor-parallel OOM." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure and a paged-generate warning are not the same defect." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "No meaningful overlap: DSA indexer discussion vs removal of is_torch_fx_available breaking trust_remote_code." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/vocab collapse and category-count limit are unrelated model/data issues." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent/forward mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Audio feature-extractor crash and Whisper empty-transcription generation failure are different code paths." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Different models, different failures, no shared underlying bug." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default is unrelated to batched video shape handling." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet processor size mismatch and LwDetr float16 AMP crash are distinct vision bugs." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "ImportError for a flash-attention helper is unrelated to a Torch 2.10 compatibility report." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Both are training/runtime issues, but they affect different models and mechanisms." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype regression and a pipeline v5 error-message issue are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash vs Qwen2.5-VL video position-id bug; no shared defect." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaulting and flash_attention sink-less s_aux handling are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch is not the same as qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers config bug and Bamba torch.compile/SDPA failure are different architecture-specific issues." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output drift is unrelated to qwen3_5 recurrent-state reset under cache." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and modules." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Generic base_model_prefix loading breakage is not the same as a Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 doc/example problems and BEiT FastImageProcessor label reduction are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of a helper breaking trust_remote_code is unrelated to DeepSeek tokenizer correctness in v5." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "Tokenizer.json loading behavior and is_torch_fx_available removal are distinct problems." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Both are device-related audio/model issues, but they target different components 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": 16, + "review_unit_index": 23, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-391", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:43335", + "issue:43388", + "issue:43412", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43873", + "issue:43927", + "issue:44112", + "issue:44292", + "issue:44448", + "issue:44493", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45310", + "issue:45372", + "issue:45459", + "issue:45478", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45698", + "issue:45712", + "issue:45803" + ], + "soft_pairs": [ + "issue:43388|issue:43526", + "issue:43335|issue:43653", + "issue:45310|issue:45478", + "issue:43819|issue:44493", + "issue:43550|issue:44112", + "issue:44855|issue:45083", + "issue:29942|issue:32090", + "issue:43335|issue:43504", + "issue:43335|issue:45083", + "issue:39692|issue:44493", + "issue:44292|issue:45520", + "issue:38175|issue:44493", + "issue:44448|issue:44779", + "issue:28218|issue:35141", + "issue:43335|issue:45072", + "issue:43335|issue:45593", + "issue:43720|issue:44112", + "issue:44977|issue:45229", + "issue:44448|issue:44977", + "issue:44568|issue:45491", + "issue:43606|issue:44857", + "issue:45459|issue:45712", + "issue:44857|issue:45072", + "issue:29127|issue:32090", + "issue:45198|issue:45803", + "issue:43927|issue:45698", + "issue:44977|issue:45563", + "issue:45372|issue:45588", + "issue:34689|issue:35141", + "issue:40444|issue:43526", + "issue:43701|issue:45083", + "issue:43550|issue:45083", + "issue:43412|issue:45588", + "issue:45245|issue:45563", + "issue:43873|issue:44493", + "issue:29942|issue:35141" + ], + "prepared_review_unit_hash": "69a41f040521cbef1bd405f126b90d535e0de77e453067bba7a07fcef8d83966", + "component_budget": { + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38766, + "estimated_input_tokens": 9692, + "estimated_eval_tokens": 19640 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous false-positive cluster: the items span unrelated bugs across tokenizers, model loading, training, CI, and generation. Only one soft pair is a true duplicate (the Qwen3.5 MoE from_pretrained regression).", + "confidence": 0.95, + "canonical_issue_reason": "issue:45310 is the clearest canonical issue because it is the earlier report of the exact duplicate pair with 45478 and has the cleaner tracker position for the shared Qwen3.5 MoE from_pretrained bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best issue representative: it is the only strong duplicate hub in this set, while the rest of the cluster is too heterogeneous to merge into it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both mention label handling, but one is about gather_for_metrics truncating labels and the other about BeitImageProcessorFast reduce_labels; different bugs." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different subsystems: SwitchTransformers config creation vs BigBirdTokenizer special-token registration." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same exact Qwen3.5 MoE from_pretrained error with identical title and version scope; clear duplicate." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent/STE mismatch and unexpected position-id keys are unrelated code paths and symptoms." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Torch.compile/SDPA model failure and GraniteSpeech CI device-override test failure are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 import syntax error in DebertaV2 vs helper-length behavior in qwen3_omni_moe; different bugs." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures are not the same bug as Trainer _gpu_broadcast_one NoneType errors." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Both involve model/config loading, but one is sparse-layer creation and the other is a legacy preset field for BEiT; not the same issue." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Config bug in SwitchTransformers vs helper output-length bug in qwen3_omni_moe; no shared failure mode." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Documentation example errors and unexpected position-id keys are different problems." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and flash_attn import KeyError on Python 3.13 are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Zero-probability behavior in SigLIP2 is not the same as unexpected position-id keys across many models." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are version regressions, but they affect different models and likely different tokenizer/generation paths." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and dtype mismatch in bfloat16 inference are different bugs." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer config bug and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading issue and GraniteSpeech CI stale override failure do not match." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU OOM are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different models and symptoms: Pegasus output drift vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token behavior and Gemma3 NaN embeddings under sliding-window attention are different issues." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU-offload device mismatch and float16 AMP crash are separate hardware/runtime failures." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer exception masking and leftover dummy classes in dummy_pt_objects.py are unrelated maintenance bugs." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Precision-related failures, but on different models/code paths and with different root causes." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error messaging and Trainer broadcast TypeError are unrelated." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and bare-except error swallowing in Fuyu are not the same bug." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Config custom-token-ID loss and wrong custom-module loading after save_pretrained are both save/load related, but the concrete failures differ." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Paged generate stale warning is not the same as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor ImportError and flash_attention s_aux=None AttributeError are different code paths." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 model-loading regression and embedding reinitialization after resize are distinct problems." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable-dataset finetuning failure and BEiT label reduction bug are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and qwen3_omni_moe feature-length behavior are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and qwen3_omni_moe helper behavior are unrelated." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3n export guard/erfinv problem and sink-less flash_attention AttributeError are different issues." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count limit error and paged-generate stale warning are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Quantization/offloading failure and unexpected position-id keys are not the same bug." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention test failures and embedding reinitialization after resize are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The one accepted soft edge (45310/45478) is well supported by the identical title and overlapping bug description, and the rest of the rejects are adequately cautious. Minor phrasing like \u201ccleaner tracker position\u201d is a bit subjective, but not enough to invalidate the overall result." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 24, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-391", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:36010", + "issue:37428", + "issue:39692", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43421", + "issue:43653", + "issue:43873", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44448", + "issue:44451", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44610", + "issue:44734", + "issue:44743", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45103", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45520", + "issue:45588", + "issue:45823" + ], + "soft_pairs": [ + "issue:36010|issue:37428", + "issue:45372|issue:45459", + "issue:43066|issue:44462", + "issue:45588|issue:45823", + "issue:44857|issue:45588", + "issue:44448|issue:44466", + "issue:43278|issue:43381", + "issue:25251|issue:32090", + "issue:43065|issue:45412", + "issue:43653|issue:44743", + "issue:44451|issue:45520", + "issue:43976|issue:45440", + "issue:44186|issue:45198", + "issue:42915|issue:42994", + "issue:43994|issue:45412", + "issue:43421|issue:45491", + "issue:44361|issue:45198", + "issue:44871|issue:44977", + "issue:44265|issue:45198", + "issue:44206|issue:44479", + "issue:29942|issue:30064", + "issue:43065|issue:43994", + "issue:44734|issue:45406", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:44610|issue:45412", + "issue:45103|issue:45372", + "issue:43873|issue:45229" + ], + "prepared_review_unit_hash": "49dfa48c96732e9701788cc4ebe9caf758b7adcce7832bbd87f70517917d15fd", + "component_budget": { + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36204, + "estimated_input_tokens": 9051, + "estimated_eval_tokens": 18358 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous. All soft pairs are only loosely similar by subsystem or error type, not the same concrete bug/change, so none should be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43873 is the most active and broadly scoped runtime/regression report in the set, so it is the best single issue to anchor the cluster if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 has the strongest discussion/reference signals and is general enough to represent the cluster better than the narrower, model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36010", + "right": "issue:37428", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols in different modules and different failure paths." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 processor-loading import failure vs tokenizer protobuf error masking; related area, but not the same bug." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoding-type mismatch and AutoTokenizer ignoring tokenizer.json are distinct loading/serialization issues." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Both involve Gemma4-related inference, but one is a flash_attention crash and the other is a device-map forward mismatch." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Different components and symptoms: AMP/CUDA loss crash vs flash_attention sinkless-model AttributeError." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "One is output drift between v4/v5, the other is inconsistent serialization of tied weights; not the same issue." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Both mention eval-mode behavior, but one is dtype drift and the other is gradient checkpointing incompatibility." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting bug and Trainer GPU broadcast NoneType error are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder and an RT-DETR memory leak are different bugs in different code paths." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token registration bug vs recurrent-state reset bug; no shared concrete failure." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Model loading failure for ScandiBERT and Python 3.13 flash_attn import error are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility issue vs DeepseekV3MoE implementation divergence; different underlying problems." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Both are tokenizer-related, but one crashes on NER/padding and the other fails save_pretrained/tokenization for a different model." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Quantization failures, but one is FP8 config inference and the other is saving quantized models." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 output correctness and RT-DETR memory release are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime tokenizer post-processor update bug vs Gemma3 NaN embeddings in sliding-window attention." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer failures for different models and task flows; not the same bug." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token configuration mismatch and Qwen3.5 flash-attention generation failure are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure due to torch_compilable_check is not the same as Wav2Vec2 tokenization/save_pretrained failure." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Different regressions: unsupported center argument in image processing vs video input regression in Qwen VL models." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer issue and SigLIP2 incorrect outputs are different bugs." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Serve KV-cache indexing crash and Gemma4Processor missing _tokenizer are distinct serve failures." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error and SigLIP2 documentation example errors are not the same concrete issue." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging and TrainerState token-count tracking are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor image-size mismatch and RT-DETR memory leak are different bugs." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation parsing crash and mistral_common import error are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both are quantization/memory-related, but one is offloading behavior and the other is a multi-GPU CUDA OOM for Gemma4." + } + ] + }, + "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": 16, + "review_unit_index": 25, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-391", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:35141", + "issue:36010", + "issue:41720", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43329", + "issue:43334", + "issue:43381", + "issue:43441", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43653", + "issue:43701", + "issue:43723", + "issue:43756", + "issue:43824", + "issue:43931", + "issue:44077", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44554", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45593", + "issue:45803", + "issue:45834" + ], + "soft_pairs": [ + "issue:43756|issue:45440", + "issue:43723|issue:44554", + "issue:45372|issue:45406", + "issue:43278|issue:43575", + "issue:43381|issue:43701", + "issue:43526|issue:45834", + "issue:43653|issue:44442", + "issue:41720|issue:45229", + "issue:45440|issue:45593", + "issue:43278|issue:43329", + "issue:29942|issue:36010", + "issue:43334|issue:43531", + "issue:32090|issue:33357", + "issue:43824|issue:44279", + "issue:43526|issue:44186", + "issue:44977|issue:45245", + "issue:43526|issue:44857", + "issue:44464|issue:45491", + "issue:43441|issue:45588", + "issue:42915|issue:43931", + "issue:43262|issue:44206", + "issue:44442|issue:45072", + "issue:44743|issue:44811", + "issue:43575|issue:43701", + "issue:43646|issue:44077", + "issue:43452|issue:45588", + "issue:44442|issue:45803", + "issue:29127|issue:35141", + "issue:43575|issue:44387" + ], + "prepared_review_unit_hash": "3aaaeda56ad4ec83e1bd0d6c09df920b692acbbed695f58c6a74f317ab0c7bca", + "component_budget": { + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36466, + "estimated_input_tokens": 9117, + "estimated_eval_tokens": 18490 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are a mixed set of unrelated Transformers bugs and regressions; none of the soft pairs are close enough to treat as duplicates or merge into one change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45372 is the clearest actionable report in the set: it is open, has concrete traceback details, and has inbound references, so it is the best single issue to keep as a representative bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Different products and failures: Smollm3 RoPE-layer count bug vs DeepSeekV3 implementation divergence." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer import/loading regression vs MPS attention correctness issue; different code paths." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma4, but one is a mistral_common import dependency issue and the other is a missing _tokenizer attribute in serve." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype flip in eval vs tensor-parallel OOM on a large model; unrelated bugs." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are distinct trainer behaviors." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and Kosmos2.5 OCR index error are different components and symptoms." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-related, but the failing models and defects differ completely." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert vs Gemma4 multi-GPU OOM; different root causes." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3 implementation divergence and D-FINE auxiliary-loss handling are unrelated model bugs." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype regression vs multimodal token counting undefined variables; no shared failure mode." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures and GenerationMixin import error are unrelated regressions." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id loading error vs Qwen3-MoE sliding_window issue; different model families and bugs." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error and MacOS bus error on CLIP are unrelated runtime failures." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Import error for a specific model class vs a broad dependency issue; not the same underlying bug." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "ImageProcessorFast label reduction bug vs LayoutLMv2Tokenizer padding/truncation crash; different components." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation bug vs category-count limit error; no common code path." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "BeitImageProcessorFast label handling and LwDetrImageLoss AMP crash are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and Gemma3 sliding-window NaNs are different generation bugs." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention FlashAttention, but they hit different failures and model setups; too broad to merge." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and Qwen3-VL weight-shape mismatch are separate loading problems." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate default and feature-extractor center-arg crash are unrelated audio bugs." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and bf16 dtype mismatch are different bugs in different subsystems." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3 recurrent state reset and Whisper batch_decode skip_special_tokens handling are distinct behaviors." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM and checkpoint key mismatch do not describe the same failure." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "General v5 custom initialization break and patchtsmixer post_init policy are not the same concrete bug." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "gguf_file loading breakage and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading and FuyuBatchFeature exception handling are separate issues." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and token-embedding resize reinitialization are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Large-model tp OOM and int4 quantization reserved-memory OOM have different triggers and fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 26, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-391", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41628", + "issue:42907", + "issue:43316", + "issue:43381", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43611", + "issue:43643", + "issue:43720", + "issue:43761", + "issue:43827", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44568", + "issue:44743", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45216", + "issue:45290", + "issue:45372", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45698", + "issue:45759" + ], + "soft_pairs": [ + "issue:44977|issue:45584", + "issue:33357|issue:38175", + "issue:43316|issue:43525", + "issue:44964|issue:45440", + "issue:43761|issue:44079", + "issue:44479|issue:45290", + "issue:28218|issue:29127", + "issue:42907|issue:45698", + "issue:43931|issue:45216", + "issue:28218|issue:32090", + "issue:33290|issue:34567", + "issue:39692|issue:45491", + "issue:34689|issue:43611", + "issue:44442|issue:44898", + "issue:43761|issue:44188", + "issue:43381|issue:43873", + "issue:43493|issue:43827", + "issue:43550|issue:44743", + "issue:44568|issue:45479", + "issue:43316|issue:45759", + "issue:41628|issue:45372", + "issue:43643|issue:44913", + "issue:43720|issue:44442", + "issue:32090|issue:33290", + "issue:44190|issue:44496", + "issue:43873|issue:44871", + "issue:34689|issue:36010", + "issue:43381|issue:43856", + "issue:44077|issue:44479" + ], + "prepared_review_unit_hash": "e16c65d5eac128f80bf6e3e5b6a2e3c6ebd9cc0aa560e976501f7835914b48fe", + "component_budget": { + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36696, + "estimated_input_tokens": 9174, + "estimated_eval_tokens": 18604 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: the soft pairs mostly share only broad keywords like loading, config, tokenizer, or multimodal models, but they do not look like the same underlying bug or change. I would keep them separate; no PRs are present.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue cleanly represents this set: the items span unrelated tokenizer, config, model-loading, training, and documentation problems across different models and code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must be chosen as the broadest representative, issue:45698 is the most generally framed load/save regression, but it still does not unify the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Both are generation failures, but one is Qwen3.5 flash-attention behavior and the other is Whisper empty-transcription handling after chat-template alignment; different code paths." + }, + { + "left": "issue:33357", + "right": "issue:38175", + "accept": false, + "reason": "Both involve vision-language models, but a MacOS bus error in CLIP is not the same bug as unexpected zero probabilities in SigLIP2." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config API inconsistencies, but they concern different models and different missing fields; not the same underlying issue." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Different models and different failures: Phi-4 multimodal loading vs DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel hidden_states output bug and ModelOutput key assignment bug are distinct output-plumbing issues." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "A video-input regression in Qwen multimodal models is unrelated to chat-template crashes on assistant tool-call messages." + }, + { + "left": "issue:28218", + "right": "issue:29127", + "accept": false, + "reason": "Tokenizer spacing after added tokens and LayoutLMv3 error-message clarity are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both touch save/load behavior, but dequantized save failure and wrong custom-module loading are different bugs." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "One is a shape mismatch when loading Qwen3-VL weights; the other is an incorrect checkpoint saved by save_pretrained for Qwen3.5." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing and Trainer _gpu_broadcast_one NoneType errors are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "AdaFactor/DeepSpeed OOM and TrainerState token-count tracking are different problems." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "Docs/example errors for SigLIP2 are not the same as Gemma3 NaN embeddings from sliding-window attention." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are load regressions, but they have different root causes and model families." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver interpolation failure are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden_states being None in CLIPVisionModel is unrelated to attention-kernel divergence under torch.compile." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient-checkpointing eval-mode restriction and quantization/offloading behavior are different bugs." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch is a code bug; pipeline mentions in docs after v5 removals are documentation cleanup." + }, + { + "left": "issue:43550", + "right": "issue:44743", + "accept": false, + "reason": "Different models and different code paths: Bamba torch.compile+SDPA failure vs Qwen recurrent-state reset." + }, + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer special-token addition regression and zero-loss classification behavior are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Config API parity for Gemma3TextConfig is not the same as AutoModelForCausalLM.from_config failing to unwrap text_config." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "AutoImageProcessor import failure and mistral_common ReasoningEffort import failure are unrelated import problems." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both are config reload bugs, but missing fields with trust_remote_code and rotary_pct resetting are different mechanisms." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading and tokenizer loading for FastSpeech2ConformerTokenizer are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer NoneType broadcast and AdaFactor+DeepSpeed OOM are unrelated training issues." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to an unrecognized model type in config.json." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma3 eos_token_id mismatch are different bugs." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Llama 3.2 model loading regression and missing GenerationMixin import are unrelated import/load failures." + }, + { + "left": "issue:43381", + "right": "issue:43856", + "accept": false, + "reason": "Eval-mode gradient checkpointing and MoE training memory inefficiency are different issues." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer post_init policy and Qwen video-input regression 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": 16, + "review_unit_index": 27, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-391", + "nodes": [ + "issue:25251", + "issue:28282", + "issue:29127", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43540", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:44162", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44617", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:44936", + "issue:45127", + "issue:45137", + "issue:45200", + "issue:45584", + "issue:45656", + "issue:45698" + ], + "soft_pairs": [ + "issue:44855|issue:45137", + "issue:33290|issue:45656", + "issue:43316|issue:44877", + "issue:43540|issue:44514", + "issue:29127|issue:33357", + "issue:43381|issue:43742", + "issue:42175|issue:43316", + "issue:33290|issue:34689", + "issue:43404|issue:43441", + "issue:44162|issue:44792", + "issue:25251|issue:28282", + "issue:43232|issue:43388", + "issue:41950|issue:43475", + "issue:43295|issue:43825", + "issue:45127|issue:45200", + "issue:44871|issue:45584", + "issue:43550|issue:43701", + "issue:43606|issue:43701", + "issue:43065|issue:44617", + "issue:43295|issue:44871", + "issue:43761|issue:44479", + "issue:33290|issue:35141", + "issue:33290|issue:36331", + "issue:43673|issue:44743", + "issue:44936|issue:45698", + "issue:43452|issue:44496", + "issue:43575|issue:43742", + "issue:43646|issue:44913" + ], + "prepared_review_unit_hash": "df25ba1578700c1e50f3655e5e3aa9c4f8ae24607e259bb8b87aadb8c0288f72", + "component_budget": { + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36114, + "estimated_input_tokens": 9029, + "estimated_eval_tokens": 18314 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous mix of unrelated Transformers bug reports and regressions. The soft pairs only share broad subsystem vocabulary, not the same concrete failure mode, so none should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out: the items span unrelated bugs across loading, generation, training, configs, and vision/video pipelines.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41950 is the cleanest single bug report in the set, but it is not a duplicate hub for the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 import parsing error vs DeepSpeed ZeRO3 deque failure; unrelated bugs." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "OOM in Adafactor+DeepSpeed vs optimizer step called twice; different failure modes." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Gemma3TextConfig API mismatch vs strict granite_speech config loading; different config issues." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Video input ValueError in Qwen3OmniMoe vs batched chat template crash in Qwen2_5_VLProcessor." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity issue vs CLIP model bus error on macOS; unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43742", + "accept": false, + "reason": "Gradient checkpointing in eval mode vs key error loading MobileLLM-125M; no shared bug." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Packaging/backend dependency issue vs config API discrepancy; not the same defect." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "DeepSpeed OOM with Adafactor vs Llama 3.2 Vision model-loading regression; unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Weight-tying bug in Mistral3 vs FlashAttention failure in Ministral-3; different code paths." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 model breakage vs janus image-generation test failure; no concrete overlap." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting bug vs missing PyTorch ImportError; unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs sync issue vs gather_for_metrics label truncation; different runtime paths." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Pipeline uses image processor incorrectly vs missing fpn_position_embeddings on Sam3 output; different models and failures." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression vs misleading translation-task error message; both v5-related but not the same bug." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings vs Gemma 4 mm_token_type_ids defaulting; unrelated model issues." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma-3 eos_token_id inconsistency vs Whisper empty-transcription failure after align_special_tokens; different symptoms." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure vs checkpoint resume key mismatch; no shared underlying defect." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch vs checkpoint key mismatch; unrelated." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d implementation vs CUDA OOM in Sam3Video; one is architectural, the other memory-related." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression vs eos_token_id mismatch; both tokenizer-adjacent but not duplicate." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIP hidden_states regression vs Qwen VL video-input regression; different models and failure modes." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "DeepSpeed OOM vs embedding reinitialization after resize; unrelated training vs model-init bugs." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "Optimizer memory issue vs Trainer compute_loss signature breakage; different layers of the stack." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Generation cache missing in v5.0.0 vs Qwen3.5 recurrent-state reset; both cache-related but not the same bug." + }, + { + "left": "issue:44936", + "right": "issue:45698", + "accept": false, + "reason": "train/evaluate lifecycle failure vs wrong custom module loaded after save/load; unrelated trainer vs serialization issues." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file loading regression vs unrecognized model_type config issue; both loading-related but distinct causes." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "tensor-parallel OOM vs model loading key error; not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage in v5.0.0 vs rotary_pct not persisting on reload; different config/init defects." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 28, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-391", + "nodes": [ + "issue:41720", + "issue:42617", + "issue:43065", + "issue:43335", + "issue:43540", + "issue:43550", + "issue:43575", + "issue:43644", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45357", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45803", + "issue:45834" + ], + "soft_pairs": [ + "issue:42617|issue:43575", + "issue:43761|issue:44242", + "issue:43575|issue:43873", + "issue:44077|issue:44534", + "issue:43931|issue:44060", + "issue:44464|issue:44871", + "issue:44479|issue:44734", + "issue:44617|issue:45584", + "issue:43827|issue:43994", + "issue:43906|issue:45290", + "issue:44792|issue:44977", + "issue:43065|issue:44610", + "issue:44534|issue:44913", + "issue:44190|issue:44964", + "issue:41720|issue:45245", + "issue:44792|issue:45600", + "issue:44737|issue:45803", + "issue:44855|issue:45588", + "issue:44521|issue:45381", + "issue:45127|issue:45357", + "issue:43335|issue:44855", + "issue:44938|issue:45542", + "issue:43976|issue:44855", + "issue:43761|issue:45834", + "issue:44077|issue:44877", + "issue:44496|issue:45803", + "issue:43550|issue:44190", + "issue:43644|issue:44913", + "issue:43540|issue:44734" + ], + "prepared_review_unit_hash": "5f177bf48ceadca8c9ed2b40561595ca439eef213ad096551d133928e81a27a5", + "component_budget": { + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35784, + "estimated_input_tokens": 8946, + "estimated_eval_tokens": 18148 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is broad and mostly heterogeneous: the soft pairs cover different models, different failure modes, and in several cases different layers of the stack (docs, config, generation, quantization, processors, etc.). I would not merge any of the candidate edges; no clear duplicate issues or same-change PRs are present.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43873 is the most central active issue in the set by discussion and inbound references, and it describes a concrete runtime problem rather than a meta/config/doc-only report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest representative issue here: it is open, well-discussed, and has the highest external signal among the listed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Both are loading/runtime failures, but one is a 3D parallel script problem and the other is tensor-parallel OOM for a specific Qwen2 model; different code paths and symptoms." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVision hidden-states regression and MoE load-balancing loss gating are unrelated bugs in different model families." + }, + { + "left": "issue:43575", + "right": "issue:43873", + "accept": false, + "reason": "Qwen2 TP OOM and offloading-with-quantization are both memory-related, but they are distinct mechanisms and not the same concrete bug." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "PatchTST post_init enforcement is unrelated to the non-persistent-buffer junk regression." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Shape-mismatch on Qwen3-VL loading is not the same as the Qwen3-Next tied-weights warning/config issue." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Chunked generation under compiled forward and Gemma eos_token configuration are separate problems with no shared failing code path." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "A multimodal video-input regression and a serve KV-cache continuation indexing crash are different failures in different subsystems." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video CUDA OOM and Whisper empty-transcription handling after token alignment are unrelated bugs." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() and SigLIP2 producing nonsensical outputs are not the same underlying issue." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "The former is only an isolated reproduction reference; the latter is a specific chat-template/tool-call crash. No concrete match is shown." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "A janus image-generation test failure and Qwen3.5 flash-attention generation bug are different model-specific issues." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo input-size mismatch are separate model/processor problems." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization regression and GPTNeoX rotary_pct reload defaulting are different config/runtime bugs." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to loading a specific multimodal model checkpoint." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "A Qwen3 auto-device-map cudaErrorAssert and a category-count runtime limit are unrelated failure modes." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus test failure and stale auto-mapping references to removed Sam3LiteText configs are not the same issue." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU allocation regression and Fuyu bare-except exception masking are entirely different code defects." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 indentation parsing failure in DebertaV2Model is unrelated to flash_attention handling of s_aux=None." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks in apply_chat_template and wrong vision_position_ids in Qwen2.5-VL are different multimodal bugs." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse with extended vocabulary is unrelated to incorrect visual-encoder keys saved by Qwen3.5." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and a DebertaV2 Python parsing error do not share a code path." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend handling are unrelated environment/setup issues." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python-version compatibility reporting and DebertaV2 script parsing are different bugs." + }, + { + "left": "issue:43761", + "right": "issue:45834", + "accept": false, + "reason": "CLIPVision hidden_states regression and Kosmos2.5 long-OCR index error are unrelated model-specific failures." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "PatchTST post_init policy and granite_speech strict-config loading are separate config/validation issues." + }, + { + "left": "issue:44496", + "right": "issue:45803", + "accept": false, + "reason": "Unrecognized model-type loading and bare except swallowing interrupts are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Bamba torch.compile SDPA failure and local dataset loading in an image-classification script are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk and GPTNeoX rotary_pct reload behavior are different defects." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError and serve KV-cache continuation indexing are different bugs in different flows." + } + ] + }, + "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": 16, + "review_unit_index": 29, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-391", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42907", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43479", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43854", + "issue:44016", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44336", + "issue:44464", + "issue:44466", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45335", + "issue:45362", + "issue:45375", + "issue:45406", + "issue:45446", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45632" + ], + "soft_pairs": [ + "issue:43650|issue:44220", + "issue:45276|issue:45584", + "issue:44112|issue:45600", + "issue:43335|issue:44190", + "issue:43116|issue:44190", + "issue:43295|issue:45276", + "issue:45245|issue:45584", + "issue:43479|issue:45375", + "issue:36246|issue:41628", + "issue:44933|issue:45362", + "issue:44464|issue:45563", + "issue:43404|issue:45216", + "issue:44186|issue:44734", + "issue:44734|issue:45632", + "issue:44683|issue:45446", + "issue:38175|issue:43065", + "issue:44561|issue:45632", + "issue:44466|issue:44913", + "issue:44246|issue:45003", + "issue:36246|issue:38617", + "issue:43643|issue:44496", + "issue:45406|issue:45632", + "issue:45563|issue:45584", + "issue:41950|issue:44016", + "issue:44964|issue:45600", + "issue:43388|issue:43688", + "issue:42907|issue:43441", + "issue:44112|issue:44964", + "issue:43295|issue:45335", + "issue:43854|issue:44964", + "issue:43673|issue:44336", + "issue:44016|issue:44220" + ], + "prepared_review_unit_hash": "e9b35b4e0c65c9f107f9c112bab4bec0fcd12f4c11c98a2398117d4306410277", + "component_budget": { + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37370, + "estimated_input_tokens": 9343, + "estimated_eval_tokens": 18942 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: mostly unrelated bug reports spanning import regressions, model-loading issues, generation/runtime failures, and CI/test problems. I would not merge any of the proposed soft edges; they are only superficially similar by subsystem or symptom.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 41628 is the best anchor because it is a direct public-API import break (`AutoImageProcessor` from `transformers`) and is broadly representative of the import/export regression subset in this cluster. That said, the cluster as a whole is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "41628 is the most canonical issue to keep because it describes a clear, user-facing top-level import failure with likely broad impact. It is more general and reusable as a reference than the model-specific or test-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Completely different problems: a vague data request vs. an audio feature extraction error." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Different models and code paths: Gemma token embedding resize vs. Whisper empty transcription generation." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both mention CI, but one is a stale GraniteSpeech test and the other is an auto_mappings config reference break." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Unrelated: SwitchTransformers config construction vs. local dataset loading in an image-classification script." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example-script failures with different causes; no shared code-path is evident." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "A processor/tokenizer regression is not the same as Gemma token embedding resize behavior." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "No concrete overlap: category-count limit vs. Whisper generation on empty transcription." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-related, but they affect different model families and different missing/default fields." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different modules." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "An import-from-image_utils regression is unrelated to a Qwen chat/runtime crash." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Different generation issues: compiled-forward inconsistency vs. a stale warning in paged generate." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Tied-weight/serialization bugs on different models are not the same underlying defect." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer padding/NER crash is unrelated to serve KV-cache continuation indexing." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Serve tensor indexing and trust_remote_code cache-path collisions are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is a torch>=2.9 failure and the other is a version-check/import bug; not the same concrete issue." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Unrelated model behavior: unexpected probabilities vs. a dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Different trust_remote_code regressions: removed helper API vs. local cache-path collision." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Serialization of tied weights and GPTNeoX config reload are distinct bugs." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import taking long sometimes is not the same as unsafe sys.modules access, even if both relate to import-time behavior." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are import failures, but for different names and different modules; no shared root cause is shown." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are config-loading issues, but one loses fields with trust_remote_code and the other lacks a model_type." + }, + { + "left": "issue:45406", + "right": "issue:45632", + "accept": false, + "reason": "Gemma4Processor missing `_tokenizer` in serve is unrelated to trust_remote_code cache collisions." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning about `num_return_sequences` is not the same as Whisper failing on empty transcription." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "A video-classification pipeline bug is unrelated to a notebook syntax error." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Different model-loading failures: Phi-4 multimodal loading vs. stale Sam3LiteText config references in CI." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different training/evaluation bugs affecting different loss or metric paths." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but dequantized save failure and FlashAttention runtime failure are distinct code-path problems." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flakiness in GraniteSpeech and Phi-4 multimodal load failures are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model-specific loading failures; no evidence of a shared underlying bug." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache behavior and ANSI output formatting are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "A notebook syntax error has nothing to do with `_torch_extract_fbank_features()`." + } + ] + }, + "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": 16, + "review_unit_index": 30, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-391", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42175", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43388", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43650", + "issue:43824", + "issue:43827", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44617", + "issue:44683", + "issue:44779", + "issue:44933", + "issue:45020", + "issue:45042", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:44496|issue:45042", + "issue:43299|issue:45216", + "issue:43531|issue:45600", + "issue:43526|issue:43901", + "issue:42175|issue:44279", + "issue:45335|issue:45584", + "issue:44075|issue:44368", + "issue:43381|issue:45593", + "issue:43299|issue:45357", + "issue:43901|issue:44496", + "issue:44496|issue:45759", + "issue:44351|issue:45278", + "issue:44242|issue:45200", + "issue:44016|issue:44062", + "issue:43388|issue:43827", + "issue:41950|issue:45020", + "issue:43479|issue:43525", + "issue:43976|issue:45405", + "issue:43577|issue:45216", + "issue:43824|issue:44933", + "issue:41950|issue:45823", + "issue:44683|issue:45542", + "issue:43299|issue:43854", + "issue:44279|issue:45405", + "issue:38175|issue:44617", + "issue:39692|issue:43901", + "issue:32090|issue:35141", + "issue:41950|issue:43650", + "issue:43295|issue:44779" + ], + "prepared_review_unit_hash": "b51853ca65a81952fcad3a3fe19a2ffcfd527528eddd3922eff915a168d38965", + "component_budget": { + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35807, + "estimated_input_tokens": 8952, + "estimated_eval_tokens": 18160 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: loading regressions, config bugs, docs issues, dependency problems, and unrelated model-specific failures. Under strict duplicate triage, none of the soft pairs look like the same concrete bug/change.", + "confidence": 0.93, + "canonical_issue_reason": "No single issue cleanly subsumes the set; the items span unrelated problems rather than one duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No clear best issue for canonicalization because the cluster does not converge on one underlying defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Different failures: model loading/config validation vs PIL image processor dependency handling." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen, but one is a loading regression and the other is a save_pretrained checkpoint-key bug." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to stale auto_mappings references for Sam3LiteText configs." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "ImageProcessor label reduction bug vs documentation mismatch about return_all_scores." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Specific backend install omission vs a vague dependency complaint; not the same underlying bug." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Different code paths: token embedding resize propagation vs Whisper empty-transcription handling." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer argument usage bug is unrelated to a tie_word_embeddings warning." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient-checkpointing eval-mode restriction is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 regressions: model loading vs incorrect visual-encoder keys on save." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs note about pipeline output options is unrelated to an unrecognized-model loading error." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model/config registration issue vs from_config text_config unwrapping for composite multimodal configs." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing HybridCache export vs broad post-upgrade import failures; too umbrella-like to be the same duplicate." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Missing load-balancing loss and mm_token_type_ids defaulting are different Mixture-of-Experts/multimodal problems." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error is unrelated to tokenizers.AddedToken keyword duplication." + }, + { + "left": "issue:43388", + "right": "issue:43827", + "accept": false, + "reason": "Metric gathering bug vs documentation still mentioning removed pipeline APIs." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup bug is not the same as remote_code compatibility regressions." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Multimodal config default initialization vs missing pad_token_id on Llama4Config are distinct issues." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python-version compatibility break vs unreleased PEFT version bump." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype propagation bug is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they are for different missing symbols and different root causes." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Torch flex_attention compilation failure is unrelated to TensorBoard/TensorFlow backend installation." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL loading regression and GLM-4.7-Flash test-loading failure are different model-specific bugs." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue is not the same as the specific MIN_PEFT_VERSION release problem." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to Sam3Video CUDA out-of-memory." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 example errors are unrelated to the TextClassificationPipeline docs mismatch." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is unrelated to embedding reinitialization after resize_token_embeddings." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "Video-classification processor bug is unrelated to the placeholder 'ADD THE DATA' issue." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Custom-model processor/tokenizer regression and Deepseek tokenizer regression affect different subsystems and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 31, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-391", + "nodes": [ + "issue:42994", + "issue:43065", + "issue:43122", + "issue:43262", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:44987", + "issue:45081", + "issue:45276", + "issue:45290", + "issue:45325", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45712", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:44462|issue:45081", + "issue:44297|issue:44462", + "issue:43976|issue:44279", + "issue:45600|issue:45712", + "issue:43976|issue:44987", + "issue:43441|issue:45834", + "issue:44521|issue:45325", + "issue:44462|issue:44779", + "issue:43450|issue:44279", + "issue:42994|issue:43317", + "issue:44261|issue:44263", + "issue:44466|issue:45276", + "issue:43065|issue:44898", + "issue:43441|issue:44683", + "issue:43650|issue:45290", + "issue:43723|issue:44162", + "issue:44623|issue:44749", + "issue:44623|issue:45397", + "issue:43653|issue:45593", + "issue:44671|issue:44779", + "issue:43784|issue:45542", + "issue:44016|issue:45823", + "issue:44987|issue:45542", + "issue:44361|issue:45593", + "issue:43901|issue:43994", + "issue:43122|issue:43650", + "issue:44016|issue:44291", + "issue:43262|issue:44521", + "issue:43673|issue:43761", + "issue:44188|issue:44336" + ], + "prepared_review_unit_hash": "029288061b46e3b1f78f3cabf12aadd9131a49059ddb958092dcd2db90422d8d", + "component_budget": { + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36182, + "estimated_input_tokens": 9046, + "estimated_eval_tokens": 18348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed issue set with one plausible tokenizer-loader duplicate pair; the rest are separate bugs across unrelated subsystems. No PRs were provided.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 44462 is the best anchor: it states a concrete tokenizer-loading regression in v5 and is broad enough to cover downstream incorrect-tokenization reports like model-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44462 is the strongest representative because it names a likely root cause, is actionable, and is more general than the model-specific symptom reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-related, but one is a general loading regression and the other is a Mistral regex patch crash; different code paths and failure modes." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Serialization of tokenizer_class metadata is distinct from AutoTokenizer ignoring tokenizer.json; related area, not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "One is a Python version compatibility issue, the other is a generic dependency complaint; too broad and not the same underlying problem." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both involve repo/CI hygiene, but one is stale auto_mappings references and the other is leftover dummy classes; separate fixes." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Different failures: interpreter support vs a specific model-loading regression." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Different model-specific bugs in unrelated paths; no shared underlying code defect is evident." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both touch multimodal/chat-template behavior, but one is assistant masks and the other is temporal RoPE indexing; not the same bug." + }, + { + "left": "issue:44462", + "right": "issue:44779", + "accept": true, + "reason": "This looks like the same tokenizer-loading regression manifesting on Deepseek: wrong tokenizer selection/ignoring tokenizer.json can plausibly explain incorrect tokenization." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor batching shape bug is unrelated to a dependency issue." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both concern quantization/dequantization, but saving failure and offloaded loading failure are distinct code paths." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different model internals and symptoms; not a duplicate pair." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization of tied weights and Gemma4 resize_token_embeddings behavior are separate issues." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Unrelated vision-model bugs; same broad domain only." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both are attention-kernel failures, but they hit different kernels and different triggering conditions." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Completely unrelated issues: one is a vague data request, the other is a chat-template crash." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "A tokenizer-loading regression and an ESM2 model breakage are not the same underlying issue." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to a performance regression report." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Different subsystems and failures; no duplicate evidence." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but one is masked LM predictions and the other is tokenizer output; too different to merge." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Both are import/dependency flavored, but they concern different backends and different failure points." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Specific model-loading regression vs TensorFlow backend error; different problems." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Different model-specific bugs with no shared code path evident." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for a pipeline argument is not the same as a model producing bad results." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Different topics entirely." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template, but audio sampling-rate defaulting and multimodal assistant masks are distinct behaviors." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache handling and CLIPVisionModel hidden_states are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel branching bug and ANSI-color logging are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is mostly conservative and grounded in the packet. The only accepted soft edge, issue:44462 with issue:44779, is a plausible tokenizer-regression match, and the other rejections are appropriately cautious. No PR pair mergeability issues apply since no PRs were provided." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 32, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-391", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:43299", + "issue:43352", + "issue:43450", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44589", + "issue:44617", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:44964", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45561", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45701" + ], + "soft_pairs": [ + "issue:43525|issue:43881", + "issue:43525|issue:43643", + "issue:44297|issue:45397", + "issue:43450|issue:44617", + "issue:42491|issue:43299", + "issue:44589|issue:45362", + "issue:43901|issue:44246", + "issue:41628|issue:43976", + "issue:44336|issue:44373", + "issue:44242|issue:45593", + "issue:43352|issue:45250", + "issue:16998|issue:22355", + "issue:44295|issue:45397", + "issue:44246|issue:44496", + "issue:41950|issue:44220", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:44336|issue:44485", + "issue:43673|issue:44561", + "issue:43824|issue:43976", + "issue:43976|issue:44964", + "issue:44246|issue:44871", + "issue:44242|issue:44857", + "issue:45362|issue:45375", + "issue:44162|issue:45200", + "issue:44295|issue:44749", + "issue:44779|issue:45292", + "issue:44877|issue:45375", + "issue:45292|issue:45584", + "issue:45292|issue:45701", + "issue:45561|issue:45563" + ], + "prepared_review_unit_hash": "ca213bd53244f9822ccd87d2f95ee4ee3ac802655f67a84f7d197b630493580c", + "component_budget": { + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36541, + "estimated_input_tokens": 9136, + "estimated_eval_tokens": 18528 + }, + "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 regressions and import/config issues. I don\u2019t see any strong duplicate PR candidates, and the soft issue pairs are mostly superficial overlaps (same subsystem or same model family, but different concrete failures), so I reject them all.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43824 is the clearest, high-signal bug report in the set: a concrete, reproducible import failure with multiple inbound references and broad user impact.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the best anchor for duplicate triage because it is specific, actionable, and appears to have attracted the most downstream attention.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Both are loading/import failures, but they hit different models and likely different code paths (Llama4 config vs GLM-4V load failure)." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "One is a missing config attribute on Llama4; the other is a trust_remote_code config field-loss bug. Similar theme, not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer config mismatch and ZeRO3 from_pretrained are unrelated failures." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Both mention video models, but one is a batched-shape bug and the other is CUDA OOM; different problems." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen MoE variants, but one is LoRA compatibility across versions and the other is a model-loading regression for Qwen3VL MoE." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "A Float8 storage import/storage error is not the same as a Qwen3.5 chat crash." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores and intermittent import slowness are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import failure and Python-version compatibility regression are different issues." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI escape handling in loading_report and a wrong docstring for position_ids are not the same bug." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both concern missing losses, but they affect different models/features and different loss terms." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Model-specific Flash Attention support error is not the same as a generic Flash Attention issue." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Model max length behavior and a missing transformers.onnx module are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Buffer registration/position_ids error and ZeRO3 loading regression are different failures." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowness and unrecognized model/config errors do not share the same underlying cause." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification processor selection and audio feature extraction are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "These are different missing-symbol import errors from different packages/modules." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they expose different missing symbols and likely different export regressions." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Loading-report ANSI formatting and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Generation cache missing during chunked prefill and removal of is_torch_fx_available are distinct internal API breakages." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "A Qwen2.5-VL import error and a Python-version support issue are not the same underlying problem." + }, + { + "left": "issue:43976", + "right": "issue:44964", + "accept": false, + "reason": "Different symptoms: one is version/platform incompatibility, the other is a specific multimodal model load failure." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import performance and Gemma eos_token_id inconsistency are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss omission and LwDETR AMP crash are different model/training failures." + }, + { + "left": "issue:45362", + "right": "issue:45375", + "accept": false, + "reason": "Same Qwen3.5 family, but one is a chat crash and the other is a config-field/schema issue; too far apart to merge." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 workflow breakage and Gemma 4 token-type defaults are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer access and tokenizer slowdown after upgrade are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer regression and resize_token_embeddings not updating output embeddings are different bugs." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both touch strict config handling, but they affect different model configs and different failure modes; not enough to treat as the same bug." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize behavior and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Tokenizer-version changes and embedding resize behavior do not share a concrete code-path bug." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist race in testing utils and a stale generation warning are different issues entirely." + } + ] + }, + "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": 16, + "review_unit_index": 33, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-391", + "nodes": [ + "issue:36246", + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43901", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44246", + "issue:44297", + "issue:44336", + "issue:44368", + "issue:44466", + "issue:44496", + "issue:44623", + "issue:44734", + "issue:44869", + "issue:44933", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45335", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45459", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45759" + ], + "soft_pairs": [ + "issue:44987|issue:45459", + "issue:43901|issue:45003", + "issue:45375|issue:45759", + "issue:43232|issue:44336", + "issue:36246|issue:43596", + "issue:43526|issue:45003", + "issue:44496|issue:45003", + "issue:43257|issue:45137", + "issue:43065|issue:43408", + "issue:44995|issue:45200", + "issue:43262|issue:44246", + "issue:42886|issue:45229", + "issue:43475|issue:43540", + "issue:44466|issue:45335", + "issue:44995|issue:45588", + "issue:43653|issue:44162", + "issue:44368|issue:44977", + "issue:44368|issue:45563", + "issue:45397|issue:45656", + "issue:44060|issue:44077", + "issue:43673|issue:44734", + "issue:45003|issue:45561", + "issue:45137|issue:45600", + "issue:43931|issue:44368", + "issue:44869|issue:45356", + "issue:44933|issue:45459", + "issue:44297|issue:44623", + "issue:43646|issue:44162", + "issue:43232|issue:43673" + ], + "prepared_review_unit_hash": "35a6b2bc05def2631ac5555e102f0398e95c70966fb2f877988d115500acdedf", + "component_budget": { + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36059, + "estimated_input_tokens": 9015, + "estimated_eval_tokens": 18286 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are not duplicates overall: the soft pairs span unrelated bugs across tokenization, generation, model loading, SAM/Qwen, DeepSpeed, and docs/utilities. None of the candidate edges look like the same concrete underlying issue.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45003 is the most central node in the weak similarity graph, but it is still too generic to be a true duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Different failure modes: model import/config mismatch vs tokenizer error masking when protobuf is absent." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for `return_all_scores` is unrelated to unsafe `sys.modules` access in modeling internals." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal configs, but one is a missing config field and the other is `from_config` unwrapping; different bugs." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs update after `sync_gpus` is unrelated to ANSI codes emitted by loading report." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for a missing processor class and a DeepSpeed/BERT index error are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiT image processor label reduction bug is unrelated to `sys.modules` access in `modeling_utils`." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading failure is unrelated to the `sys.modules` access bug." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both mention DeepSpeed, but one is Qwen3 MOE weight conversion and the other is a ZeRO3 deque underflow." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "SAM3 pixel decoder dummy conv and sam3_video/sam3_tracker warning are different configuration/model-class issues." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale cache crash is unrelated to Gemma 4 `mm_token_type_ids` defaulting." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling rate bug is unrelated to intermittent import latency." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 vision encoder output attribute error and Qwen3OmniMoe video processing error are different bugs." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Tied-weight serialization inconsistency and `resize_token_embeddings` not updating decoder embeddings are not the same code path." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: stale indexer cache on second forward vs flash-attention crash on `s_aux=None`." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug and ESM2 breakage are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Tie-word-embeddings warning and Qwen3.5 flash-attention generation failure are different bugs." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Stale `num_return_sequences` warning in paged generate is unrelated to the tie-word-embeddings warning." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 ZeRO3 loading and duplicate optimizer steps under DeepSpeed are different problems." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Qwen3-Next tied-weights warning and patchtsmixer `post_init` policy are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Chunked-prefill cache handling and KV-cache continuation in `transformers serve` are different concrete paths." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "`sys.modules` access bug is unrelated to a pytest-xdist race in captured_info handling." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 deque underflow and removed Sam3LiteText auto-mapping references are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and a tie-word-embeddings warning are not the same issue." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper trailing-replacement decode crash and Kimi-K2.5 tokenizer regression are different tokenizer bugs." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Missing image_utils import and protobuf-related tokenizer error hiding are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save metadata mismatch and processor save missing files are similar area but different serialization bugs." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Transformers 5.0 custom model init regression and ESM2 breakage are too broad to be the same concrete bug." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Generation kwargs update after `sync_gpus` and missing generation cache in v5.0.0 are distinct generation regressions." + } + ] + }, + "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": 16, + "review_unit_index": 34, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-391", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43377", + "issue:43452", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43704", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44361", + "issue:44496", + "issue:44623", + "issue:44661", + "issue:44749", + "issue:44933", + "issue:44964", + "issue:45003", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45230", + "issue:45310", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45656", + "issue:45712" + ], + "soft_pairs": [ + "issue:44361|issue:44749", + "issue:43673|issue:43827", + "issue:43452|issue:45003", + "issue:28282|issue:30990", + "issue:44623|issue:45656", + "issue:42994|issue:43482", + "issue:43475|issue:43643", + "issue:44749|issue:45310", + "issue:42371|issue:45092", + "issue:44749|issue:45656", + "issue:43475|issue:45381", + "issue:44038|issue:44623", + "issue:45230|issue:45397", + "issue:41628|issue:44933", + "issue:45081|issue:45103", + "issue:42994|issue:43525", + "issue:45375|issue:45478", + "issue:42673|issue:43704", + "issue:43475|issue:44661", + "issue:45310|issue:45375", + "issue:41628|issue:44351", + "issue:42831|issue:44222", + "issue:42222|issue:45200", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:42175|issue:45712", + "issue:36010|issue:41628", + "issue:43377|issue:44242", + "issue:44038|issue:45310", + "issue:44496|issue:45561", + "issue:45561|issue:45600", + "issue:44964|issue:45137", + "issue:43901|issue:45561" + ], + "prepared_review_unit_hash": "fe0054fe36a6787e4e6633af71d8d48153e11fb779b90b5dfcc389e1d3ce0587", + "component_budget": { + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37395, + "estimated_input_tokens": 9349, + "estimated_eval_tokens": 18954 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: a few import/export regressions and a couple of exact duplicate Qwen3.5-Moe issues, but most pairs are unrelated model-specific bugs, docs, or performance reports.", + "confidence": 0.41, + "canonical_issue_reason": "Issue 41628 is the broadest, most representative import-regression report in the set; several nearby issues are also import/export breakages. The rest of the cluster is too mixed for a stronger canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "41628 is the best single issue to anchor the cluster, but only loosely: it captures the general transformers import breakage theme better than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer attribute error vs. a throughput regression; different failure modes and code paths." + }, + { + "left": "issue:43673", + "right": "issue:43827", + "accept": false, + "reason": "Runtime cache bug vs. documentation referencing removed pipeline APIs; not the same underlying change." + }, + { + "left": "issue:43452", + "right": "issue:45003", + "accept": false, + "reason": "gguf loading failure vs. unsafe sys.modules access; related area, but not the same concrete bug." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch missing dependency error vs. sentence-transformers hanging on load; different symptoms and causes." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save/export problem vs. deepspeed optimizer double-step; unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure vs. GGUF loading failure in v5; both serialization/loading related but not one bug." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 video output attribute mismatch vs. missing fields from trust_remote_code config loading; different defects." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Performance slowdown after upgrade vs. Qwen3.5-Moe from_pretrained error; not the same issue." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance/docs issue vs. remote-code meta-init incompatibility; unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Data filtering slowdown vs. deepspeed optimizer stepping twice; different subsystems." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal model bugs: missing attribute vs. wrong video position ids." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe upgrade bug vs. processor save_pretrained missing files; no concrete overlap." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report vs. Gemma-4 zero3 from_pretrained failure; too little evidence of sameness." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they refer to different missing symbols and different modules." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patch crash vs. auto-docstring annotation handling crash; different code paths." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized save failure vs. missing pad_token_id on Llama4Config; not the same bug." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Related Qwen3.5-Moe family, but one is a missing config field and the other is a broader from_pretrained error." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same title, same model, same VRAM leak in multiple dataloader threads; clear duplicate." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM 3 video encoder attribute issue vs. tokenizer mapping add-new-model-like failure; unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Broad Qwen3.5-Moe load error vs. missing deepstack_visual_indexes field; related family, but not the same defect." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both import errors, but different missing exports and likely different fixes." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy issue vs. FP8 save_pretrained failure; different symptom and scope." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose breakage vs. Gemma 4 token-type defaulting; unrelated models and behavior." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained moe vs. Qwen3.5-Moe from_pretrained error; not the same underlying bug." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failure vs. missing Qwen2_5_VL symbol import; different issues." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "TensorFlow backend packaging issue vs. leftover dummy class cleanup; unrelated." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both import-name failures, but for different symbols and regression surfaces." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Padding-mask correctness bug vs. router-logits auxiliary-loss bug; distinct model behaviors." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen MOE variants, but the reported failures are different and not mergeable as one fix." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config recognition failure vs. xdist file race; unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Test-worker race condition vs. stale auto_mappings references; different root causes." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Model loading failure vs. DeepSpeed ZeRO3 deque underflow; unrelated." + }, + { + "left": "issue:43901", + "right": "issue:45561", + "accept": false, + "reason": "Docs mismatch vs. test-worker race; no shared bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: it correctly characterizes the cluster as mixed, notes the exact duplicate Qwen3.5-Moe pair, and uses 41628 as a broad import-regression anchor without overstating it. The soft-edge verdicts are mostly conservative false negatives, with the one true duplicate (42673/43704) supported by identical titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 35, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-391", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43278", + "issue:43479", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44060", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44964", + "issue:44977", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:45834" + ], + "soft_pairs": [ + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:43232|issue:44792", + "issue:43232|issue:44188", + "issue:42898|issue:45812", + "issue:44188|issue:44373", + "issue:43784|issue:43824", + "issue:43278|issue:45137", + "issue:44623|issue:45310", + "issue:44734|issue:45103", + "issue:30333|issue:33290", + "issue:43723|issue:44568", + "issue:44060|issue:45125", + "issue:42898|issue:45356", + "issue:43874|issue:45092", + "issue:42898|issue:44779", + "issue:45405|issue:45712", + "issue:42898|issue:44448", + "issue:44188|issue:44964", + "issue:43479|issue:44079", + "issue:44295|issue:45656", + "issue:44933|issue:45712", + "issue:42175|issue:44933", + "issue:44222|issue:44297", + "issue:43976|issue:44933", + "issue:43479|issue:44869", + "issue:44297|issue:45656", + "issue:44206|issue:45103", + "issue:42831|issue:44623", + "issue:44222|issue:44623", + "issue:30333|issue:36331", + "issue:41628|issue:42757", + "issue:43232|issue:45834", + "issue:30333|issue:34689", + "issue:43723|issue:44977" + ], + "prepared_review_unit_hash": "9296a468d961cd9fa12ee9f115f4e981bfe2b8a52c64ba32d186e983a5290e6b", + "component_budget": { + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38195, + "estimated_input_tokens": 9549, + "estimated_eval_tokens": 19354 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is broadly heterogeneous: mostly unrelated regressions around tokenizers, model loading, generation, imports, and DeepSpeed. No soft pair looks like a true duplicate, so there is no strong merge candidate among the listed artifacts.", + "confidence": 0.83, + "canonical_issue_reason": "issue:42898 is the most representative concrete bug in the set: a clear v5 tokenizer-behavior regression with broader relevance than the model-specific reports around it.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the best anchor issue because it describes a specific, user-visible regression and is broad enough to stand as a representative tokenizer bug, even though the cluster does not contain true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Different failures: loading hangs for Sentence Transformers vs embedding reinitialization after resize. No shared code-path bug." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different behaviors and models: cleanup spacing vs BOS/EOS insertion." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation state update after sync_gpus is unrelated to a Janus image-generation test failure." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Different generation/attention paths; one is sync_gpus kwargs handling, the other is torch.compile branch divergence in attention kernels." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both concern tokenization regressions, but the concrete bug differs: cleanup spacing vs Granite token IDs across all models." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel branching and a docstring typo are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different import errors in different packages/models; not the same underlying bug." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "BF16-to-FP32 dtype change in evaluation is unrelated to DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained file omission is unrelated to Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache indexing crash in serve and auto_docstring future-annotations crash are different subsystems and bugs." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow job status reporting and an Adafactor/DeepSpeed OOM are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading in v5 and add_special_tokens behavior for mdeberta are different issues." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Tied-weights warning in Qwen3-Next is unrelated to missing _tp_plan in Qwen3.5 MoE." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they target different models and failures (spacing behavior vs codec handling/warning)." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Both are multimodal loading issues, but they involve different models and mechanisms; not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions for different model families; no shared concrete failure mode." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Package version bump problem and leftover dummy class cleanup are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Pegasus output differences are a separate model regression from clean_up_tokenization_spaces behavior changes." + }, + { + "left": "issue:44188", + "right": "issue:44964", + "accept": false, + "reason": "Attention kernel divergence and Phi-4 multimodal loading are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Both mention None handling, but one is config initialization and the other is ModelOutput key assignment; different code paths." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer read error and double optimizer step under DeepSpeed are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing image_utils import and dummy PT object cleanup are not the same issue." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "TensorFlow extra/backend packaging and image_utils import exposure are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both involve save_pretrained, but one is FP8/MoE serialization and the other is tokenizer config class metadata; different bugs." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and a missing import are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Phi4Multimodal config defaults and Whisper timestamp decoding are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to DeepSpeed double-step behavior." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature-extractor argument incompatibility and auto_docstring future-annotation crash are different bugs." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy concerns and processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Different save_pretrained failures in different components; not mergeable as one fix." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLFlow reporting failure and CustomTrainer compute_loss signature breakage are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Two separate import errors from different dependencies; no common code-path." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs handling and Kosmos2.5 OCR long-input indexing are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Training-job MLFlow reporting and Llama 3.2 vision model loading are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression and Qwen3.5 flash-attention generation bug 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": 16, + "review_unit_index": 36, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-391", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:30990", + "issue:35141", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42994", + "issue:43066", + "issue:43232", + "issue:43479", + "issue:43576", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:44038", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44568", + "issue:44623", + "issue:44871", + "issue:44913", + "issue:44945", + "issue:45092", + "issue:45103", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45593", + "issue:45753" + ], + "soft_pairs": [ + "issue:43873|issue:44945", + "issue:44222|issue:44484", + "issue:44297|issue:45310", + "issue:28282|issue:30333", + "issue:44263|issue:45092", + "issue:30333|issue:35141", + "issue:44483|issue:45406", + "issue:44263|issue:44360", + "issue:44373|issue:44485", + "issue:44514|issue:45103", + "issue:43479|issue:43644", + "issue:44295|issue:44623", + "issue:44261|issue:45092", + "issue:45092|issue:45357", + "issue:43723|issue:44871", + "issue:30990|issue:38175", + "issue:43479|issue:44913", + "issue:42886|issue:42994", + "issue:41628|issue:43824", + "issue:22355|issue:28282", + "issue:42831|issue:45310", + "issue:39401|issue:44568", + "issue:44263|issue:44373", + "issue:44945|issue:45753", + "issue:42831|issue:44038", + "issue:42757|issue:45278", + "issue:43576|issue:43784", + "issue:42886|issue:43066", + "issue:43232|issue:45593", + "issue:42371|issue:44263" + ], + "prepared_review_unit_hash": "30be542d78a69878b91f4c1c4562e210f801a3b64d0a079daa04bd5fc8de812c", + "component_budget": { + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35689, + "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 heterogeneous: most pairs are superficially related by broad subsystem or v5 regression themes, but they do not describe the same concrete bug/change. I found no true duplicate pair to merge, though issue 45278 is the broadest umbrella candidate among the import-error reports.", + "confidence": 0.84, + "canonical_issue_reason": "No single issue cleanly represents the whole set; the cluster is not a true duplicate group. If an umbrella must be chosen, issue 45278 is the broadest because it covers multiple import failures after a 4.57.0\u21925.5.0 upgrade.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best global anchor because it is the most general, still-open report and plausibly subsumes several import-related regressions, but it is not a precise duplicate target for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Different problems: quantization/offloading behavior vs incorrect output under pipeline parallelism." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "One is about FP8 MoE save_pretrained behavior; the other is about max_shard_size documentation/behavior. Not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer config mismatch on save vs Qwen3.5 MoE from_pretrained failure; different code paths and symptoms." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "PyTorch missing import error vs MLflow reporting after failed training. No shared underlying defect." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "DSA indexer torch.split issue vs remote-code checkpoint/meta-init incompatibility. Unrelated failures." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow failure reporting vs embedding resize reinitialization in post_init. Different subsystems and causes." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "API request rejection vs Gemma4Processor missing _tokenizer. Not the same failure mode." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention the DSA indexer, but one is about torch.split return values and the other about a missing ReLU. Different bugs." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring mismatch for position_ids vs RoPE implementation bug. One is documentation, the other is code behavior." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Batched chat-template crash vs auto-docstring AttributeError with future annotations. Not the same code path." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config default initialization bug vs non-persistent buffer corruption. Different model lifecycle issues." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Buffer registration/read error for position_ids vs processor save_pretrained missing files. Not a duplicate." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "RMS norm epsilon precision issue in MLA vs meta initialization incompatibility. Different underlying defects." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Meta-init incompatibility for old checkpoints vs incorrect visual encoder keys on save_pretrained. Not the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "AutoTokenizer load issue in v5 vs eos_token_id inconsistency for Gemma-3. Different tokenizer problems." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Stuck loading Sentence Transformers vs zero probabilities in a specific SigLIP2 model. No shared concrete defect." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Default config initialization on None vs rotary_pct not persisting on reload. Separate config bugs." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache load failure for tokenizers vs quantized model saving failure. Different features and failure modes." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different breakages. Too broad to merge." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module vs AutoModel requiring PyTorch. Different imports and causes." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression vs Qwen3.5 MoE from_pretrained error. Not the same issue." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Qwen3 offset_mapping bug vs mdeberta add_special_tokens regression. Both tokenizer-related, but not the same concrete bug." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "DSA indexer runtime bug vs a wrong docstring. No shared underlying change." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallelism output bug vs Qwen3.5 infinite loop on a specific image. Different model behaviors and triggers." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue vs Qwen3-VL-Moe bug in v5. Not the same concrete defect." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing import from huggingface_hub vs a broad 'many import errors after upgrade' report. Related theme, but not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken transformers env command vs sentence-transformers import NameError for nn. Different failure surfaces." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline tokenizer cache loading bug vs wrong tokenizer decoder type in v5. Not a duplicate." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs/sync_gpus issue vs D-FINE auxiliary-loss behavior. Completely different functionality." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings warning/regression vs DSA indexer torch.split issue. 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": 16, + "review_unit_index": 37, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-391", + "nodes": [ + "issue:29127", + "issue:30990", + "issue:33357", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43723", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44222", + "issue:44261", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45245", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600" + ], + "soft_pairs": [ + "issue:43756|issue:44060", + "issue:44117|issue:44704", + "issue:42907|issue:44945", + "issue:30990|issue:33357", + "issue:44704|issue:45290", + "issue:43122|issue:44514", + "issue:43232|issue:45245", + "issue:44295|issue:44297", + "issue:43784|issue:45600", + "issue:41628|issue:45278", + "issue:42907|issue:43937", + "issue:43723|issue:44779", + "issue:43723|issue:44442", + "issue:43408|issue:43475", + "issue:44261|issue:44373", + "issue:44360|issue:44485", + "issue:43122|issue:44521", + "issue:44625|issue:44829", + "issue:43116|issue:45200", + "issue:29127|issue:30990", + "issue:42907|issue:44964", + "issue:43122|issue:44779", + "issue:44038|issue:44297", + "issue:42907|issue:43452", + "issue:39401|issue:44488", + "issue:44038|issue:44295", + "issue:43824|issue:44351", + "issue:36296|issue:43116", + "issue:44038|issue:44222", + "issue:39401|issue:44521", + "issue:45216|issue:45478", + "issue:42757|issue:44351", + "issue:43066|issue:44779" + ], + "prepared_review_unit_hash": "908d3496c4ea28fc67f2799ce0c85f982aed720ff5f565764f3798b4717cea55", + "component_budget": { + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37265, + "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 highly heterogeneous: most items are distinct transformers/model/tokenizer/import regressions rather than duplicates. None of the soft pairs looks like the same concrete bug or change, so all soft edges are rejected.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella report in the set (multiple import errors after an upgrade) and is the closest thing to a cluster representative.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 has the widest scope and is the most plausible representative for the overall upgrade/import-breakage theme, even though the set is not a tight duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model families and different bug shapes: RoPE-layer configuration vs tied-weights warning." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping fallback bug vs AutoProcessor/cached_file kwarg forwarding bug." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized models is unrelated to pipeline-parallelism output corruption." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Both involve loading, but one is a hang and the other is a MacOS bus error on a specific model." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Processor kwargs forwarding and chat-template tool-call handling are different code paths." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Generic tokenizer regression vs batched chat-template crash with padding=False." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation kwargs update bug and category-count runtime limit are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading a registered buffer is not the same bug as tokenizer_class mismatch on save_pretrained." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError in sentence-transformers vs stale auto_mappings references; different failures and fixes." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing AutoImageProcessor symbol vs broad post-upgrade import errors; not the same concrete bug." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized save failure and invalid GenerationConfig are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44779", + "accept": false, + "reason": "AutoTokenizer load failure vs incorrect Deepseek tokenization; different symptoms and likely different causes." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Both affect AutoTokenizer, but they target different tokenizer classes and the titles do not indicate the same root cause." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "SAM3 model-type mismatch warning is separate from missing fpn_position_embeddings on a vision output object." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Layernorm epsilon precision bug vs docstring typo for position_ids." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer activation issue and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Different chat/tokenization regressions: tokenization changes vs all-zero assistant masks for multimodal inputs." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Config propagation bug for num_labels is unrelated to flash_attention_3 training degeneration." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script empty outputs and Gemma 4 mm_token_type_ids fine-tuning behavior are different issues." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "Error-message clarity for LayoutLMv3 boxes is unrelated to Sentence Transformers loading hangs." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals is unrelated to loading Phi-4 multimodal models." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizer changes in v5, but one is a broad regression report and the other is Deepseek-specific incorrect output." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe bug and tokenizer_class mismatch on save_pretrained are different failure modes." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save failure does not match gguf_file loading failures for tokenizer/model classes." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping in Qwen3 tokenizer is unrelated to failure loading cjvt/sleng-bert." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe behavior and position_ids buffer access are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different modules; no shared concrete code path is evident." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug and multi-label classification example output are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe bug and FP8 save_pretrained moe issue are separate model-path problems." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Wrong offset_mapping and zero assistant masks are different tokenizer/chat-template bugs." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 and 5.4.0+, but one is checkpoint saving corruption and the other is a from_pretrained error; not the same concrete bug." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Importing from huggingface_hub and importing from transformers are different libraries and different missing symbols." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer decoder type regression and Deepseek tokenization correctness are different tokenizer issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 38, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-391", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42907", + "issue:43064", + "issue:43116", + "issue:43122", + "issue:43381", + "issue:43421", + "issue:43441", + "issue:43450", + "issue:43493", + "issue:43673", + "issue:43784", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44222", + "issue:44485", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44945", + "issue:44977", + "issue:45072", + "issue:45081", + "issue:45083", + "issue:45278", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45753" + ], + "soft_pairs": [ + "issue:22355|issue:28218", + "issue:42907|issue:44222", + "issue:43992|issue:44704", + "issue:43122|issue:44977", + "issue:43784|issue:45446", + "issue:43937|issue:44485", + "issue:42222|issue:43441", + "issue:42371|issue:43874", + "issue:43976|issue:45446", + "issue:43493|issue:45753", + "issue:42831|issue:45753", + "issue:44075|issue:44936", + "issue:43116|issue:43825", + "issue:44038|issue:45478", + "issue:44222|issue:45478", + "issue:43116|issue:43493", + "issue:43937|issue:45563", + "issue:43064|issue:43673", + "issue:45083|issue:45446", + "issue:38617|issue:45278", + "issue:39401|issue:44779", + "issue:33453|issue:39401", + "issue:44117|issue:45588", + "issue:22355|issue:29127", + "issue:43381|issue:44945", + "issue:43827|issue:45446", + "issue:43937|issue:44977", + "issue:45405|issue:45446", + "issue:43450|issue:43986", + "issue:42673|issue:45072", + "issue:44117|issue:45081", + "issue:39401|issue:43421" + ], + "prepared_review_unit_hash": "a37e36c4fc4b0b4ffc5370fcabffdd67896c0e0881021198f527a5281d470803", + "component_budget": { + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36913, + "estimated_input_tokens": 9229, + "estimated_eval_tokens": 18714 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issue pairs are mostly soft-similarity false positives: they span unrelated model-specific regressions, tokenizer behavior changes, import errors, and training/runtime bugs rather than the same underlying defect.", + "confidence": 0.32, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report here: an update-triggered wave of import errors, making it the closest general duplicate target among the available issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most suitable issue to anchor this cluster because it is open, broad, and can plausibly subsume nearby import-regression reports better than the highly specific model or tokenizer bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Different symptoms and code paths: missing module import vs tokenizer spacing after added tokens." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Both involve saving, but one is dequantized model saving and the other is FP8 MoE save_pretrained; not the same bug." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Loading missing weights vs AutoProcessor kwargs forwarding are unrelated failure modes." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer regression and flash-attention generation failure are different issues on different code paths." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Sentence-transformers import NameError vs an AuxRequest/PyTorch version check bug are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 config validation and GLM-5 RoPE implementation are distinct problems." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage and Ministral flash-attention failure are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API warning and missing video-patch helper are different subsystems and bugs." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python support/version compatibility issue vs incorrect PyTorch version gating for a specific import." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and Qwen3.5 image looping are not the same underlying bug." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FP8 accuracy regression and infinite-loop generation bug are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling and trainer evaluate-after-train failure are different problems." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script multi-label output bug and pipeline deprecation/error-message issue are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen variants and different failure modes: VL-Moe behavior vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained on MoE is not the same as a from_pretrained loading error." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Classification example failure and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and a stale warning about num_return_sequences are different issues." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP/PEFT optimizer-state corruption and missing GenerationMixin cache are unrelated training vs generation bugs." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-extraction length behavior in qwen3_omni_moe vs a PyTorch version-check import bug are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "45278 is broad, but this specific missing-symbol ImportError is not clearly the same underlying bug without stronger evidence." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and outputs." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression and wrong offset_mapping are different symptoms." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping fallback bug and flash_attention crash on s_aux=None are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Missing transformers.onnx import and LayoutLMV3 box-validation messaging are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44945", + "accept": false, + "reason": "Gradient checkpointing in eval mode and incorrect output under pipeline parallelism are not the same bug." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Documentation still referencing pipeline() and a flex_attention version-check bug are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation and flash-attention generation failure are different issues." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT minimum-version bump and a PyTorch import version check are unrelated dependency problems." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video shape bug and missing torchvision crash are different video-processing failures." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak across dataloader threads and dtype mismatch in bfloat16 inference are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None handling and Mistral regex patch crashing on backend_tokenizer are different code paths." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Wrong offset_mapping and runtime special-token post-processor update behavior are different tokenizer 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": 16, + "review_unit_index": 39, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-391", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43742", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43937", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45071", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45459", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656" + ], + "soft_pairs": [ + "issue:38617|issue:41628", + "issue:44829|issue:45216", + "issue:44410|issue:45310", + "issue:44291|issue:45071", + "issue:42222|issue:45542", + "issue:44484|issue:45310", + "issue:42175|issue:42222", + "issue:43937|issue:44496", + "issue:43408|issue:43742", + "issue:44483|issue:45464", + "issue:44075|issue:45656", + "issue:44964|issue:45278", + "issue:43012|issue:43577", + "issue:43066|issue:43122", + "issue:42371|issue:44261", + "issue:43874|issue:44261", + "issue:38617|issue:44220", + "issue:44410|issue:45478", + "issue:44484|issue:45478", + "issue:42222|issue:45459", + "issue:43097|issue:44493", + "issue:44263|issue:44485", + "issue:43441|issue:44829", + "issue:43012|issue:43408", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:42673|issue:44977", + "issue:42371|issue:42831", + "issue:42673|issue:43906", + "issue:43931|issue:44038", + "issue:43986|issue:44484", + "issue:43335|issue:45071", + "issue:44117|issue:44987", + "issue:43097|issue:43452" + ], + "prepared_review_unit_hash": "d021d25f88e8640c114bc78a6a38f277552c8ddb23e508d2f1265283b66111fe", + "component_budget": { + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37711, + "estimated_input_tokens": 9428, + "estimated_eval_tokens": 19112 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous cluster, not one true duplicate set. Most soft edges are false positives across unrelated bugs; the only clear duplicate-like pair is the TensorFlow backend packaging regression for the torch extra.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45278 is the broadest current umbrella report about version-related import breakage after upgrading to 5.5.0, so it is the best representative issue for this mixed regression cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most umbrella-like and upstream-facing issue here; it best represents the cluster even though the cluster is too mixed to treat as one duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import failures, but they involve different missing symbols and different code paths; not the same bug." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "One is a FlashAttention 3 training degeneration issue; the other is a save_pretrained checkpoint regression. Different failures." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen3-related failures: missing projections in a model layer versus a from_pretrained error." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "One is init_empty_weights argument handling; the other is PreTrainedConfig type checking. Different regressions." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Different model/package problems; vitpose breakage is unrelated to TensorFlow backend installation." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "max_shard_size behavior has no concrete overlap with the Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "TensorFlow backend packaging issue versus a vitpose model breakage; unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation failure and unrecognized model/config.json failure are different loading errors." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A model-type warning for sam3_tracker is unrelated to the MobileLLM key error." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both involve chat/completions-style failures, but one is an API acceptance issue and the other is streaming inference on a specific model; not the same concrete bug." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both concern optimizers, but one is ignored SGD args while the other is double optimizer stepping with deepspeed." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "A specific multimodal model load failure is not the same as a broad report of import errors after upgrade." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "One is a PyTorch compile precision warning; the other is a dtype propagation bug on BLIP2. Different issues." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions, but the reports describe different symptoms and no shared concrete failure mode is established." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 configuration warnings and MLA layernorm epsilon precision errors are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch method in GLM46V is unrelated to the MLA q_a_layernorm epsilon issue." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "An import error for configuration_utils versus an audio feature extraction bug are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3-family loading bugs; missing projections is not the same as a from_pretrained error." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "max_shard_size behavior and Qwen3.5 MoE loading errors are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "vitpose model breakage is unrelated to tokenizer protobuf error masking." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder API and unexpected position-id keys are different regression classes." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return values in an indexer and a RoPE implementation issue are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention FlashAttention, but they are different model-specific failures and not the same code-path bug." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "A dtype/compile warning and a sam3 model-type warning are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PreTrainedConfig type-check regression are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "PreTrainedConfig type checking and TensorFlow backend installation are different problems." + }, + { + "left": "issue:42673", + "right": "issue:44977", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM under multithreaded dataloaders is unrelated to Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 settings and FineGrainedFP8 accuracy are different numerical issues." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "A Qwen3ForCausalLM VRAM leak and a reproduction of another issue are not the same bug." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Weight-shape mismatch for Qwen3-VL-30B and a Qwen3-VL-Moe bug are different model-loading failures." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor without torchvision and max_shard_size have no overlap." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and PreTrainedConfig type checking are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and a model-loading failure for physical-intelligence/fast are different bugs." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removed tie_embeddings API and gguf_file breaking AutoTokenizer/AutoModel loading 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": 16, + "review_unit_index": 40, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-391", + "nodes": [ + "issue:38617", + "issue:42617", + "issue:42673", + "issue:42757", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43408", + "issue:43502", + "issue:43550", + "issue:43577", + "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:44410", + "issue:44484", + "issue:44485", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45071", + "issue:45103", + "issue:45245", + "issue:45290", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45561", + "issue:45588" + ], + "soft_pairs": [ + "issue:43976|issue:44945", + "issue:43874|issue:44263", + "issue:43408|issue:44368", + "issue:44829|issue:45245", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:44410|issue:45375", + "issue:38617|issue:44351", + "issue:44062|issue:44117", + "issue:42673|issue:43577", + "issue:43097|issue:45588", + "issue:44704|issue:45103", + "issue:44038|issue:44410", + "issue:44964|issue:45071", + "issue:43931|issue:44410", + "issue:44964|issue:45341", + "issue:44261|issue:44485", + "issue:43502|issue:43992", + "issue:43986|issue:44117", + "issue:43097|issue:43873", + "issue:43066|issue:43906", + "issue:43986|issue:45290", + "issue:45341|issue:45561", + "issue:43986|issue:45372", + "issue:43986|issue:45341", + "issue:43097|issue:43901", + "issue:42617|issue:45341", + "issue:43825|issue:44655", + "issue:43992|issue:44484", + "issue:45341|issue:45588", + "issue:43012|issue:43550", + "issue:43208|issue:43550", + "issue:43012|issue:44368" + ], + "prepared_review_unit_hash": "e022333c89b9288531bc3b04aa4d01da2c711ed4d99203527dc0ff9bd63461e8", + "component_budget": { + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37020, + "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 heterogeneous: the soft pairs are mostly superficial title similarity across different subsystems (imports, model loading, training, quantization, docs, and testing). I would not merge any of the proposed soft edges as duplicates or same-change PRs.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43986 is the clearest self-contained regression report, but the set is too diverse for a true canonical duplicate representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Both are runtime problems, but one is Python-version compatibility and the other is pipeline-parallel inference correctness; different bugs." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Same broad GLM area, but one is a missing processor method and the other is a torch.split indexing issue; not the same code-path." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Both mention warnings, but one is a model-type mismatch and the other is a tie-word-embeddings config warning; distinct issues." + }, + { + "left": "issue:44829", + "right": "issue:45245", + "accept": false, + "reason": "Training degeneration with flash_attention_3 is unrelated to the 2^24 category limit runtime error." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different missing symbols in different modules; not duplicates." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Different training stack failures: wrong optimizer state on FSDP2/PEFT vs Liger Kernel not applied with model_init." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both touch Qwen config/model structure, but one is missing attention projections and the other is a dropped config field." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "ImportError in unrelated symbols/modules; no shared underlying bug." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer construction TypeError vs mapping lookup assuming non-None; different failure points." + }, + { + "left": "issue:42673", + "right": "issue:43577", + "accept": false, + "reason": "VRAM leak under dataloader threads is unrelated to BLIP2 dtype staying float32." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "A removed config attribute warning is unrelated to the flash_attention crash on s_aux=None." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "One is kwargs not forwarded in AutoProcessor, the other is an auto_docstring annotations crash; different code paths." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen families and different breakages: model loading regression vs missing layer projections." + }, + { + "left": "issue:44964", + "right": "issue:45071", + "accept": false, + "reason": "Model loading mismatch and PretrainedConfig type-checking are separate regressions." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Weight-shape mismatch for Qwen3-VL is not the same as missing qwen3next projections." + }, + { + "left": "issue:44964", + "right": "issue:45341", + "accept": false, + "reason": "A multimodal model load failure and a testing_utils bug are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Precision/eps handling in MLA is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Local-files-only network leak and missing embed_tokens.weight are different loading bugs." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Video processor dependency crash vs tokenizer mapping None assumption; unrelated." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Config deprecation/warning issue is unrelated to offloading/quantization behavior." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and the linked reproduction issue do not describe the same bug." + }, + { + "left": "issue:43986", + "right": "issue:45290", + "accept": false, + "reason": "One is a video-model torchvision dependency crash; the other is a chat-template tool-call crash." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both mention testing utils, but one is a generic bug report and the other is a pytest-xdist file race; not enough evidence of the same bug." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Video model loading without torchvision is unrelated to the mistral_common ReasoningEffort import failure." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Completely different areas: video-model loading vs testing_utils." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py execution failure is unrelated to the testing_utils bug." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline translation-task messaging and save_pretrained Pipeline serialization are different issues." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing encoder weights on load is unrelated to the max_shard_size default question." + }, + { + "left": "issue:45341", + "right": "issue:45588", + "accept": false, + "reason": "Testing utils bug and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A PyTorch warning about float32 precision is not the same as a torch.compile SDPA failure." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and Bamba SDPA compile failure are distinct problems." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Different warning classes and different subsystems; 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": 16, + "review_unit_index": 41, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-391", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43381", + "issue:43441", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43881", + "issue:43901", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44220", + "issue:44230", + "issue:44242", + "issue:44263", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:45216", + "issue:45290", + "issue:45341", + "issue:45381", + "issue:45440", + "issue:45753" + ], + "soft_pairs": [ + "issue:42886|issue:43381", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:43531|issue:45341", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:43012|issue:44683", + "issue:42757|issue:43824", + "issue:44038|issue:44230", + "issue:43618|issue:43761", + "issue:38617|issue:43502", + "issue:44483|issue:45290", + "issue:44483|issue:45381", + "issue:43299|issue:43867", + "issue:43064|issue:44380", + "issue:43901|issue:44655", + "issue:36683|issue:43475", + "issue:43867|issue:45216", + "issue:42994|issue:44655", + "issue:43352|issue:43937", + "issue:43066|issue:45381", + "issue:36010|issue:42757", + "issue:44220|issue:44655", + "issue:43756|issue:44485", + "issue:44263|issue:45440", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:43906|issue:45753", + "issue:36683|issue:44242", + "issue:43299|issue:45753", + "issue:36683|issue:43881", + "issue:43352|issue:43976", + "issue:43441|issue:44380" + ], + "prepared_review_unit_hash": "fedaa05fdf25d9f19964b46a3279392bc6b2654d50058a96d6a5499b8932ba89", + "component_budget": { + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36487, + "estimated_input_tokens": 9122, + "estimated_eval_tokens": 18500 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set: it spans many unrelated Transformers regressions and API changes (imports, model config attributes, saving/loading, chat templating, attention backends, MoE, and offline behavior). All soft-similarity edges look superficial rather than the same underlying bug.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the items describe distinct bugs across different subsystems and models, so merging the cluster around one issue would be misleading.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue stands out; even the broadest reports are model- or subsystem-specific and do not represent the rest of the cluster well.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline tokenizer cache loading and gradient-checkpointing eval-mode behavior are unrelated bugs." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Both are model-specific failures, but dequantized model saving and a Qwen3.5 image loop are different problems." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized models and saving Pipeline objects touch the same verb but not the same code path or bug." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding-window handling and a testing_utils bug are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BEiTImageProcessorFast label reduction are separate issues in different components." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat-completions request validation and batched apply_chat_template padding crashes are different layers and failures." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A PyTorch warning during bfloat16 compile is not the same as compiled flex_attention failing on torch>=2.9." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "These are both import errors, but they concern different missing symbols from different modules." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-MoE breakage and fp8 support for Qwen3-VL/Qwen3.5-MoE are not the same concrete bug." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both involve CLIP, but one drops attentions and the other returns hidden_states=None; different regressions." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "An import error in configuration_utils and unexpected network calls despite local_files_only=True are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Both are chat-related, but request acceptance and tool-call templating crashes are different code paths." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "Chat request handling and Qwen2.5-VL video position ids are unrelated bugs." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are loading failures, but Qwen3-VL-MoE loading and sorted-state_dict load errors are different root causes." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and GPT2 attention scaling under SDPA/FlashAttention are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Outdated docs for return_all_scores and inability to save Pipeline objects are not the same bug." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Missing vocab_size on Gemma3Config and missing fpn_position_embeddings on Sam3VisionEncoderOutput are different attribute errors." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "A load error with sorted state_dict is not the same as a save_pretrained regression for Qwen3.5 checkpoints." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure and Pipeline save_pretrained failure are different save paths and failures." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "FlashAttention support for Nemotron and invalid GenerationConfig for GLM-5 are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer decoder type mismatch and Qwen2.5-VL video position-id errors are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different public symbols and modules with no shared bug." + }, + { + "left": "issue:44220", + "right": "issue:44655", + "accept": false, + "reason": "Audio feature extraction and Pipeline serialization are unrelated subsystems." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "RoPE-layer dropping in Smollm3 and GLM-5 RoPE implementation concerns are different model-specific issues." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "A torch.split result issue in one MoE indexer and DeepSeekV3 implementation divergence are not the same defect." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different model configs missing different attributes; no shared underlying bug." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions regression and Qwen3.5 save_pretrained corruption are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:45753", + "accept": false, + "reason": "An isolated reproduction of an earlier issue and a specific Qwen3.5 image loop are not duplicates." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Gemma3Config attribute loss and missing load-balancing loss for MoE are different problems." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Qwen3-VL-MoE loading failure and a Qwen3.5 infinite loop on one image are different bugs." + }, + { + "left": "issue:36683", + "right": "issue:43881", + "accept": false, + "reason": "Gemma3Config missing vocab_size and glm-4v-9b loading failure are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "FlashAttention support for Nemotron and Python-version incompatibility are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44380", + "accept": false, + "reason": "Ministral FlashAttention failure and GPT2 attention scaling being ignored are different attention-backend 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": 16, + "review_unit_index": 42, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-391", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43097", + "issue:43352", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43867", + "issue:43901", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44117", + "issue:44222", + "issue:44246", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44380", + "issue:44484", + "issue:44492", + "issue:44655", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45125", + "issue:45310", + "issue:45341", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45479", + "issue:45561", + "issue:45588", + "issue:45600" + ], + "soft_pairs": [ + "issue:43992|issue:45310", + "issue:43352|issue:44380", + "issue:44380|issue:45479", + "issue:43867|issue:45375", + "issue:41669|issue:44246", + "issue:43618|issue:44380", + "issue:43064|issue:44492", + "issue:43352|issue:45478", + "issue:44355|issue:44855", + "issue:36683|issue:44117", + "issue:42890|issue:45561", + "issue:43097|issue:43352", + "issue:43867|issue:45357", + "issue:43976|issue:44938", + "issue:43992|issue:45478", + "issue:44360|issue:45440", + "issue:43064|issue:44655", + "issue:36296|issue:43575", + "issue:44077|issue:44380", + "issue:43867|issue:44484", + "issue:28282|issue:33453", + "issue:43618|issue:44857", + "issue:43618|issue:45588", + "issue:43618|issue:44977", + "issue:44655|issue:44938", + "issue:43901|issue:44938", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:43010|issue:44075", + "issue:42890|issue:45341", + "issue:44222|issue:45125", + "issue:42548|issue:44351" + ], + "prepared_review_unit_hash": "8d3f8611329a49b7bb89e2710bfd628a0524a4a9b8aa38fbf9092f0445b4eb49", + "component_budget": { + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37453, + "estimated_input_tokens": 9364, + "estimated_eval_tokens": 18984 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one pair looks like the same underlying bug: slow `transformers` import due to model-module `import *` usage. The rest are distinct issues across unrelated models, loading paths, or test flakes. No PRs were provided.", + "confidence": 0.74, + "canonical_issue_reason": "issue:41669 is the better canonical issue because it names the likely root cause of the import-time slowdown and covers the broader symptom reported by issue:44246.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41669 is the strongest representative issue in this set: it is root-cause oriented, broader than the symptom-only report, and the only clear duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both are `from_pretrained` failures, but they involve different models and different failure modes (`embed_tokens.weight` vs Qwen3.5 MoE load error)." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Different concrete problems: unsupported Flash Attention for one model versus GPT-2 attention scaling being ignored in backends." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Unrelated bugs: attention backend config handling versus a sequence-classification loss bug." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Different code paths: sorted `state_dict` load error versus a Qwen3.5 vision config field being dropped by `@strict`." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Same underlying issue: import-time slowdown in `transformers`, with 41669 pointing to the likely root cause and 44246 reporting the symptom." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Different models and failures; one is a missing attentions assignment, the other is GPT-2 attention-scaling behavior." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Completely unrelated: distributed optimizer state corruption versus a cache-strategy typo." + }, + { + "left": "issue:43352", + "right": "issue:45478", + "accept": false, + "reason": "Same broad area only; the specific bugs differ (`Flash Attention 2.0` unsupported vs Qwen3.5 MoE `from_pretrained` error)." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both mention import/runtime errors, but one is about compiled Python files generally and the other is a specific `torch.jit.script` parsing issue in DebertaV2Model." + }, + { + "left": "issue:36683", + "right": "issue:44117", + "accept": false, + "reason": "Different loading bugs: missing `vocab_size` on one config versus tokenizer mapping returning `None`." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Test flakiness in a model integration test is not the same as an xdist race writing `captured_info.txt`." + }, + { + "left": "issue:43097", + "right": "issue:43352", + "accept": false, + "reason": "Different topics: a removed config method versus Flash Attention support for Nemotron." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Both concern loading/saving, but one is a `state_dict` load failure and the other is incorrect visual encoder keys on save." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility reports, but they are different versions and different failure causes." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Same family of `from_pretrained` issues, but different models and different missing/invalid fields." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Unrelated subsystems: a DSA-indexer activation question versus a DeepSeekV3 implementation divergence." + }, + { + "left": "issue:43064", + "right": "issue:44655", + "accept": false, + "reason": "Different areas: FSDP/PEFT optimizer state handling versus saving `Pipeline` objects." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a training bug and the other is an OOM while loading a specific model." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "Different model/config behavior: `patchtsmixer` post-init policy versus GPT-2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "Load failure versus a question about the default `max_shard_size`; not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Different symptoms and subsystems: missing PyTorch dependency versus tokenizer-loading regression." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "Different model failures: missing CLIP attentions assignment versus an AMP/CUDA crash in LwDetrImageLoss." + }, + { + "left": "issue:43618", + "right": "issue:45588", + "accept": false, + "reason": "Both touch attention-related code, but the failures are different (`CLIPOutput.attentions` vs `s_aux=None` in flash_attention.py)." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "Different concrete issues: CLIP attentions output assignment versus Qwen3.5 generation failing with flash-attention." + }, + { + "left": "issue:44655", + "right": "issue:44938", + "accept": false, + "reason": "Different problems: saving `Pipeline` objects versus Python 3.14 import compatibility." + }, + { + "left": "issue:43901", + "right": "issue:44938", + "accept": false, + "reason": "Documentation mismatch in a pipeline API versus a runtime failure on Python 3.14." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Different model-specific failures; one is a flaky test, the other is a latest-transformers load regression for Phi-4 multimodal." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/test-related, but they describe different failures and causes." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Different issues in test/auto-mapping code; no evidence they share the same root cause." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Different bug classes: offline loading still making API requests versus tokenizer `AddedToken` argument duplication." + }, + { + "left": "issue:43010", + "right": "issue:44075", + "accept": false, + "reason": "Cache update decoration and SGD optimizer arguments are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "The titles suggest unrelated test issues; no clear shared bug." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen3.5 MoE problems: FP8 save-pretrained behavior versus missing `_tp_plan` for tensor parallelism." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-related, but one is a `PreTrainedModel` export issue and the other is a missing `HybridCache` import." + } + ] + }, + "evaluator_result": null, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 43, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-391", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:43976", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44273", + "issue:44315", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45125", + "issue:45278", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45542", + "issue:45656", + "issue:45850" + ], + "soft_pairs": [ + "issue:43502|issue:44485", + "issue:44355|issue:44749", + "issue:45125|issue:45478", + "issue:30990|issue:31795", + "issue:45125|issue:45375", + "issue:44387|issue:44556", + "issue:30333|issue:33453", + "issue:43010|issue:45278", + "issue:43723|issue:44556", + "issue:43502|issue:44222", + "issue:43010|issue:44368", + "issue:44315|issue:44360", + "issue:43010|issue:45850", + "issue:43502|issue:44961", + "issue:42831|issue:43874", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:44222|issue:44230", + "issue:44355|issue:44655", + "issue:43827|issue:44961", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:43299|issue:44556", + "issue:43010|issue:45656", + "issue:33453|issue:36296", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:44961|issue:45468", + "issue:31795|issue:38617", + "issue:38617|issue:43576", + "issue:41628|issue:42548", + "issue:43010|issue:43976", + "issue:43576|issue:44938", + "issue:44908|issue:44961", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526", + "issue:44261|issue:44360", + "issue:44273|issue:45003", + "issue:44273|issue:45542" + ], + "prepared_review_unit_hash": "f48612d951c09736a9ad9293a490860ae7e78622e09b3ba41ee4d5cbf97ca822", + "component_budget": { + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 39145, + "estimated_input_tokens": 9787, + "estimated_eval_tokens": 19830 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of Transformers v5 regression reports, centered on import/loading/model-compatibility breakages rather than one single duplicate bug. There is one plausible lazy-loading subcluster, but most soft links are too broad or too model-specific to merge.", + "confidence": 0.67, + "canonical_issue_reason": "45278 is the best umbrella issue: it is broad enough to represent the recurring post-v5 import/loading breakage theme without being as vague as the most generic complaints.", + "canonical_pr_reason": null, + "best_issue_reason": "45278 is the most representative issue for the cluster overall because it captures the shared upgrade-regression pattern seen across many of the other reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Different bugs: local_files_only network leakage vs GLM-5 RoPE implementation." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Unrelated failures: compiled Python file handling vs a Chinese report about slower filtering after upgrade." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is tensor-parallel plan support and the other is from_pretrained loading; not the same concrete bug." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence-Transformers loading hang and documentation wording are unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Same model family, but missing _tp_plan and missing deepstack_visual_indexes are distinct configuration/support issues." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Both are upgrade regressions, but one is int4 memory/OOM behavior and the other is checkpoint reload compatibility." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting after failed training is unrelated to tokenizer loading regressions." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Decorator/no_grad cache-update issue is unrelated to broad import failures." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading in v5 and checkpoint reload failures are different code paths." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "local_files_only API leakage and FP8 save_pretrained issues are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "Cache update no_grad behavior and tie_word_embeddings warning are different bugs." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger kernel application and DSA indexer activation are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "One is a specific cache-update decorator bug; the other is a generic complaint about many models breaking." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "No overlap beyond being general issues; 'racoon' is not a loading regression." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FineGrainedFP8 accuracy and GLM46V image processor token counting are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting and tensor-parallel training are different failures." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file errors and PretrainedConfig type-checking are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8 and Moe, but save_pretrained failure and inference support are different changes." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file errors and Pipeline.save_pretrained are not the same bug." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still mentioning pipeline() is unrelated to 'racoon'." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading are different symptoms and code paths." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing is_offline_mode import and the transformers env command are not the same issue." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 upgrade loading regressions, but on different model/loading paths; too broad to merge confidently." + }, + { + "left": "issue:43010", + "right": "issue:45656", + "accept": false, + "reason": "Cache update no_grad and duplicate optimizer.step under deepspeed are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env command and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Env command breakage and Qwen2.5-VL import failure are different issues." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No shared bug; 'racoon' is unrelated to Gemma4AudioRelPositionalEncoding." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation wording and an ImportError for layer_type_validation are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Different failure modes: missing import vs env command breakage." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are top-level import errors, but they concern different missing symbols and are not clearly the same concrete bug." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "No overlap between cache-update behavior and Python version support." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env command and Python 3.14 loading failure are different problems." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to 'racoon'." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and pipeline docs mentioning return_all_scores are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "AutoImageProcessor import failure and compiled Python file errors are different bugs." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training and BeitImageProcessorFast reduce_labels are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "MLA q_a_layernorm precision/config issue and DSA indexer activation issue are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": true, + "reason": "These look like the same lazy-loading bug: a generic report that lazy loading is broken and a more specific root-cause report about unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading problems and a TensorFlow/tensorboard backend error are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the cluster is indeed dominated by v5-era import/loading/compatibility regressions, and the lone accepted soft edge (44273\u219445003) is plausibly the same lazy-loading bug. The other pair judgments are conservative and mostly rest on clearly different titles or code paths. No overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 44, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-391", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43827", + "issue:43874", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44961", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45468", + "issue:45478", + "issue:45753", + "issue:45850" + ], + "soft_pairs": [ + "issue:44623|issue:45230", + "issue:44393|issue:45753", + "issue:44038|issue:45125", + "issue:43576|issue:44556", + "issue:44393|issue:45071", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:44373|issue:44961", + "issue:43572|issue:45850", + "issue:44704|issue:44908", + "issue:45362|issue:45850", + "issue:42890|issue:44908", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:43976|issue:44393", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:44908|issue:45071", + "issue:44297|issue:45230", + "issue:41669|issue:44351", + "issue:44295|issue:45230", + "issue:43673|issue:44492", + "issue:41669|issue:45341", + "issue:45278|issue:45850", + "issue:44393|issue:45478", + "issue:43874|issue:45850", + "issue:41669|issue:44492", + "issue:44315|issue:44829", + "issue:43827|issue:44908", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:41669|issue:44908", + "issue:42371|issue:44492", + "issue:43576|issue:44273", + "issue:44655|issue:44861", + "issue:44360|issue:45468", + "issue:44492|issue:45850", + "issue:44273|issue:44908", + "issue:45230|issue:45310", + "issue:43519|issue:44485" + ], + "prepared_review_unit_hash": "a80c074130ef56dfddd1772ff873e8a65195c21fa8bfba5f4afbbb19093cb9fa", + "component_budget": { + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39212, + "estimated_input_tokens": 9803, + "estimated_eval_tokens": 19862 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of Transformers v5 regression reports, with a few import/lazy-loading issues and many unrelated model-specific breakages. Only one pair looks like the same underlying import/lazy-loading problem; the rest are too distinct to merge.", + "confidence": 0.43, + "canonical_issue_reason": "issue:45850 is the broadest umbrella for the cluster\u2019s recurring \u201cv5 breaks things\u201d reports, even though it is vague.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best single representative of the cluster because it captures the general v5 regression theme across many of the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "One is a concrete `processor.save_pretrained` bug; the other is just a generic bug report." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Different Qwen3-VL failure modes: 2D bbox output corruption vs an infinite loop on a specific image." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both mention Qwen3.5-MoE, but one is a Flash Attention support/error issue and the other is missing tensor-parallel metadata." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 upgrade complaints, but one is about the `transformers env` command and the other about checkpoint reload compatibility." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Unrelated problems: Qwen3-VL output errors vs `PretrainedConfig` type-checking breakage." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Specific `Llama4Config` attribute error versus a broad, unspecific v5 breakage complaint." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-time slowdown from `import *` usage is not the same bug as missing generation cache support during chunked prefill." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern upgrade/reload incompatibility, but they describe different code paths and model situations." + }, + { + "left": "issue:44373", + "right": "issue:44961", + "accept": false, + "reason": "Docstring typo vs an unrelated placeholder issue." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "A missing `pad_token_idx` in `StableLmConfig` is a model-specific config regression, not the same as the generic v5 complaint." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Different APIs and failures: `AutoProcessor.from_pretrained` kwargs forwarding vs scheduler kwargs handling." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Qwen3.5 chat crash is a specific model/runtime bug, not the same as a broad v5 breakage report." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test flakiness due to missing seeds is unrelated to scheduler kwarg handling." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": true, + "reason": "Both point to the same lazy-loading/import regression around `import transformers` being unexpectedly slow or broken." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type warning during instantiation is unrelated to Liger Kernel application with `model_init`." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and Qwen3-VL output errors are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support gating is unrelated to Qwen3-VL bounding-box hallucinations/errors." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "One is a broken CLI command; the other is a scheduler configuration bug." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs being ignored is unrelated to `PretrainedConfig` type-checking failures." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save metadata mismatch is a specific serialization bug; the other issue is generic." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import performance regression from lazy-loading changes is not the same as missing `HybridCache` export/import failure." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Buffer access error for `position_ids` is unrelated to the generic bug report." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing and a typo in cache strategies are different problems." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-time slowdown and a testing_utils bug are unrelated." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad v5 complaints, but one is specifically about import errors after upgrade while the other is a generic model-breakage report." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen families and different failure modes; not the same underlying bug." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "A missing multimodal-token helper is a concrete API regression, not the same as a generic breakage report." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import performance regression is unrelated to a cache-strategy typo." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "`model_init`/Liger-Kernel application and Flash Attention 3 training degeneration are different issues." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing `pipeline()` is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "A model config validation change and a tied-weights helper crash are different code paths." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Doc confusion about `input_ids`/`past_key_values` is unrelated to tokenizer loading regression." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import/lazy-loading performance issues are unrelated to scheduler configuration." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings guidance is unrelated to a cache-strategy typo." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken `transformers env` command and lazy-loading/import slowness are different symptoms and code paths." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects and tied-weights helper crashes are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategy docs/code is not the same as broad v5 breakage." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading problems are unrelated to inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs a specific Qwen3.5 MoE `from_pretrained` error." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp math and GLM-5 RoPE implementation are different model-specific bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering summary is grounded in the packet: most items are indeed v5-era regression reports, with a few import/lazy-loading items and many clearly model- or API-specific bugs. The single accepted soft-edge pair, issue:44246 and issue:44273, is a conservative match on the same import/lazy-loading theme. No pair is overstated, and the broad canonical issue choice is reasonable as an umbrella for the vague v5-breakage reports." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 45, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-391", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:37428", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43704", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44360", + "issue:44485", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45092", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468" + ], + "soft_pairs": [ + "issue:41669|issue:43704", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:43704|issue:45341", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:43704|issue:44998", + "issue:41669|issue:44998", + "issue:43525|issue:44861", + "issue:43066|issue:44998", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44360|issue:44998", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "e59629260307b2507cba2e2f9bf42cc3b41d5f6a6e6fbc0ab0137b6a9ff7140e", + "component_budget": { + "node_count": 391, + "item_count": 391, + "soft_pair_count": 1476, + "serialized_chars": 759364, + "estimated_input_tokens": 189841, + "estimated_eval_tokens": 379938 + }, + "budget": { + "node_count": 34, + "item_count": 34, + "soft_pair_count": 32, + "serialized_chars": 28733, + "estimated_input_tokens": 7184, + "estimated_eval_tokens": 14624 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous with no true duplicate pair; the closest thematic overlap is around tokenizer/model-loading regressions, but the soft matches are still too coarse to merge.", + "confidence": 0.38, + "canonical_issue_reason": "Issue 33453 is the strongest representative bug report here: it is concrete, user-facing, and has substantial discussion around a loading regression, making it the best stand-in for the noisy loading-related subset.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 33453 is the most suitable issue to anchor this set because it is a clear, substantive regression report rather than a doc nit, feature request, or highly model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Different problems: import-time wildcard usage/perf vs a Qwen3 VRAM leak in multithreaded dataloaders." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Unrelated subsystems: Qwen3VL timestamp calculation vs inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion is not the same as a model-loading regression for Llama 3.2." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Doc wording issue vs an ImportError from flash attention utils; no shared bug." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Both concern loading paths, but one is Liger kernel application in model_init and the other is remote-code/meta-init incompatibility." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in dataloader threads is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Both are model-specific encoding bugs, but they affect different models and different code paths." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 configuration guidance is unrelated to a Qwen3 memory leak." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network leakage is unrelated to timestamp computation in a processor." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Different processor bugs: timestamp math vs missing files on save_pretrained." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Processor timestamp bug is unrelated to a VRAM leak." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "Different model internals: torch.split return behavior vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch is not the same bug as Gemma-4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm precision/config issue is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "A VRAM leak and a small testing_utils bug are not the same underlying change." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both involve tokenizer v5 behavior, but one is a broad regression report and the other is a specific decoder-type mismatch; not the same concrete bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling has nothing to do with an unrelated low-signal issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weights key handling is unrelated to apply_chat_template crashes on tool-call messages." + }, + { + "left": "issue:43704", + "right": "issue:44998", + "accept": false, + "reason": "A real Qwen3 memory leak is unrelated to the unrelated low-content issue." + }, + { + "left": "issue:41669", + "right": "issue:44998", + "accept": false, + "reason": "Import-star performance regression is unrelated to the unrelated low-content issue." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "pad_token_id missing in Llama4Config is not the same as tied-weight key crashes." + }, + { + "left": "issue:43066", + "right": "issue:44998", + "accept": false, + "reason": "Tokenizer v5 decoder-type bug is unrelated to the unrelated low-content issue." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is unrelated to tied-weight key handling." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Checkpoint loading slowness and an ImportError from configuration_utils are distinct issues." + }, + { + "left": "issue:44360", + "right": "issue:44998", + "accept": false, + "reason": "DSA indexer missing ReLU is unrelated to the unrelated low-content issue." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "fp8 inference support is not the same bug as missing processor save files." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow status reporting failure is unrelated to slow from_pretrained checkpoint loading." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow checkpoint loading is unrelated to a tensor-parallel training bug." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint loading performance and documentation confusion are different classes of issues." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "fp8 support/inference and a Qwen3.5 MoE from_pretrained error are not the same concrete bug." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Both are loading-related, but one is slowness and the other is a tokenizer loading regression; not the same failure mode." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching support and Qwen3 fp8 support are different feature areas." + } + ] + }, + "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": 16, + "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": "58c47de5b36a4bf733d1b52246dcb4a7c369e3678ea1926eefb811244a533dee", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1588, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1588, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are similar in form but not in substance: one requests Flash Attention 2 support for more architectures, the other requests GGUF support for more architectures. They are related feature-expansion ideas, not the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No canonical issue applies because the requests are for different capabilities; if one must be chosen as the cluster representative, issue 26350 is older and has more discussion, but it is not a duplicate of 33260.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature requests touching different formats/subsystems (Flash Attention 2 vs GGUF); they do not describe 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": 4, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "error", + "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": "880a630ad9de1d4aeee9caa49170291aa4fe7528be674c7c1f672099d415ee62", + "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": null, + "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": 16, + "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-36817-15", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:37015|issue:42503", + "issue:36879|issue:37015", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:45322", + "issue:43837|issue:43909", + "issue:43909|issue:44205", + "issue:43671|issue:43909", + "issue:44121|issue:45322", + "issue:43837|issue:44121", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177" + ], + "prepared_review_unit_hash": "fef203f7476cd19461d08af90d8a191b596aa6f0e3181f4eea411af0f6bd9663", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20710, + "estimated_input_tokens": 5178, + "estimated_eval_tokens": 10612 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20710, + "estimated_input_tokens": 5178, + "estimated_eval_tokens": 10612 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are all model-support request issues, but they refer to different models, architectures, and sometimes different modalities (text, ASR, TTS, OCR, vision). I don\u2019t see true duplicates or a single underlying bug/change; the cluster is only loosely similar by topic.", + "confidence": 0.96, + "canonical_issue_reason": "issue:42738 is the broadest and most general request in the set ('BERT-like models with RoPE'), so it is the most reasonable anchor if one issue must represent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42738 is the best representative issue because it is broader than the other model-specific requests and fits the shared theme without overfitting to one exact model.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model requests: EuroBert config support vs DEIMv2 architecture support." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config support and Qwen3-TTS support are unrelated models and modalities." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are different model families; not the same change." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are separate vision-model requests." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR is an object-detection model; LFM2.5 Audio is an audio model request." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and OpenAI weight-sparse transformer are unrelated architectures." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR target different model types and tasks." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are distinct model requests with different modalities." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different models; no shared bug/change." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT support and circuit-sparsity transformer support are unrelated requests." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT is a text encoder model; LFM2.5 Audio is an audio model request." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different model additions, not the same request." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are unrelated model families." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model/task requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 support and weight-sparse transformer support are not the same code-path change." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are separate model requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 is a general model architecture request; Voxtral TTS support is a different audio-model request." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model additions." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different models and different tasks." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are distinct model requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT is a specific model request; 'BERT-like models with RoPE' is a broad category request." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE and Voxtral TTS support are not the same underlying change." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related by family name but target different modalities and fixes." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different model-specific support requests." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and circuit-sparsity transformer support are not the same change." + }, + { + "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:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are different model requests with different purposes." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are distinct audio-model support requests." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different multimodal model requests." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model support requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "OpenAI weight-sparse transformer and EUPE are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and circuit-sparsity transformer support do not describe the same code-path change." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different speech-model support requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different tasks and 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": 6, + "component_count": 16, + "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": "16dfdefcb4a424862aa464d7297d6cb7845cfdca03626deb866d9b1043d9f7e4", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6293, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6293, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are not duplicates of one another; they span unrelated models, configs, typos, and tokenizer warnings. No issue/PR canonical cluster emerges from the provided titles alone.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical issue: the set covers distinct bugs/questions in different components (Llama4, Mask2Former, ModernBERT, quantization, tokenizers) with no shared underlying fix.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44031 is the strongest standalone representative because it describes a concrete, user-visible regression with broader impact and clear reproduction context implied by the version-specific tokenizer warning.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different components and problems: a Llama4 normalization design question versus a ModernBERT config type-hint issue." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value being unused is unrelated to kwargs not being forwarded into a loss function." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "These concern different subsystems and failure modes: Mask2Former loss handling versus tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A Mask2Former loss-parameter bug is not the same underlying issue as a typo in a quantization attribute name." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Both mention model config/loss-adjacent topics, but the concrete bugs are unrelated and would not be fixed by one patch." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Passing kwargs to a loss function is a behavior bug, while ModernBERTConfig norm_eps is a type annotation problem." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A config type-hint mismatch and a tokenizer regex warning regression are unrelated issues." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERT norm_eps typing and a quantization typo are distinct, non-overlapping fixes." + } + ] + }, + "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": 16, + "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": "df808b98ceeda2c6ef33bfc35a4e8b5bd0ecbf87a2e897998d183170618a8512", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "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 about different feature requests and do not look like duplicates: one is for block decoding, the other for DeepSeek v3.2 support.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the titles and likely scopes are unrelated, so neither issue cleanly subsumes the other.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good cluster representative for a duplicate set because they describe different underlying requests; if forced, #43037 is more specific, but it is not a duplicate of #41084.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different topics and no shared code-path evidence; this looks like two separate feature requests, 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": 8, + "component_count": 16, + "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": "fad4c255a15ba146e429de201108d42c070e8fc7b311032e8b2718735a29546f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are related only at a very high level (custom trainers / Trainer behavior) but they describe different problems and different code paths, so they should not be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #43598 is the better representative of the cluster because it is a concrete Trainer customization request centered on `remove_unused_column`; it has the clearest, most generalizable framing of the shared theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43598 is the strongest single representative for the cluster, but it should not be treated as the same bug as #43600.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They both mention custom trainers, but #43598 is about making `remove_unused_column` more customizable in `Trainer`, while #43600 is about accounting for custom trainers when estimating FLOPS. Different functionality, different failure modes, and not plausibly one merged fix." + } + ] + }, + "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": 16, + "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": "6ef2a09e2bc8a74def6e854d4f788412aec0fca355139c61879a19488643b278", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a broad transformer-model support level, but they target different model families and different AutoModel entry points, so they are not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43684 is the broader registration request and covers a core AutoModel / AutoModelForConditionalGeneration gap for Qwen3-Omni, making it the better canonical issue for this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43684 is the best representative because it describes a clear library registration deficiency affecting generic model loading, whereas 44405 is a narrower task for a different config and a different task head.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying requests: one is about registering Qwen3-Omni for AutoModel/AutoModelForConditionalGeneration, the other is about adding AutoModelForSequenceClassification support for Qwen3.5. They involve different configs and API surfaces, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 16, + "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": "bb4e6ec27fbd7e1456e7ce86fc840e8aea730d072af661a711173902499a45eb", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three issues share the exact title \"huggingface \" and look like duplicates, but there is no body detail to prove they describe the same underlying bug. \"Fett\" appears unrelated. With only title-level similarity, I would not merge any pair.", + "confidence": 0.33, + "canonical_issue_reason": "issue:43845 is the earliest of the near-identical \"huggingface \" issues, so it is the best representative if this cluster is deduplicated.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43845 is the cleanest issue to keep as the canonical duplicate target because it is earliest and matches the repeated title exactly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no shared body/detail; title overlap is too weak to infer the same bug." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no evidence beyond generic similarity." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no concrete indicator they report the same problem." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Same short title, but no description or issue target to confirm they are the same underlying report." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Identical title alone is insufficient; the bodies are too sparse to verify the same bug or change." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Identical title alone does not establish a duplicate without supporting details." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 16, + "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": "c0b07763fa508d7a153a6361c283bf88e7dba455d9fc5d2a14b469edb0372b87", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All five items look like low-signal or spammy closed issues with no substantive body, files, or linked targets. None are strong duplicate candidates; the identical \"\" titles are not enough to treat them as the same underlying issue.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 44371 is the best placeholder canonical because it is the earliest of the generic spam-like issues and has no evidence suggesting a different topic from the other empty items.", + "canonical_pr_reason": null, + "best_issue_reason": "44371 is the safest representative for this cluster: it is generic, earliest, and no item contains enough detail to justify a more specific choice.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are generic spam placeholders, but there is no concrete bug or change described to show they are the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same spam-style title, but no substantive body or shared technical context to confirm a true duplicate." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is a spam placeholder and the other is a vague documentation suggestion; titles are too different and unsupported by details." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "No overlap in described problem; one is spam-like and the other is a vague phrase with no technical content." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A vague documentation suggestion and a spam placeholder are not the same underlying issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "No evidence of shared bug/change; only a superficial similarity score." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Identical spam titles do not establish the same bug or change, especially with empty bodies." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "The titles point to unrelated content, and neither item provides enough detail for duplicate confirmation." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No concrete shared problem is described, so this is not safe to merge as a 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": 16, + "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": "7f7cd23ef14eb76e99e0e92fa0c68a5a5e4affb89b0109088164b6329261b157", + "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 pair is likely a duplicate issue cluster, but the evidence is limited to identical titles, similar body lengths, and a soft-similarity signal. #45145 is the best canonical issue because it appeared earlier; however, the available packet does not prove the bodies are identical or that the requests are unquestionably the same.", + "confidence": 0.74, + "canonical_issue_reason": "#45145 is the earliest issue in a pair with the same title and no distinguishing links, targets, or filenames, so it is the best canonical issue to keep.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best representative for the cluster because it predates #45151 and nothing in the packet distinguishes #45151 as a different request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Likely duplicate based on identical titles and similar metadata, but the packet does not expose the full bodies, so this should be treated as a probable rather than proven duplicate." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster is plausibly duplicated, but the analyst overstates certainty. The packet only shows identical titles, similar body lengths, and a soft-similarity signal; it does not expose the actual issue bodies or prove they are the same request. The soft-edge verdict should be more conservative (e.g. \"likely duplicate\"), not a clear duplicate." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 16, + "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-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "d9feab0e20b7003fa81e3b23b65224caf0e6b28bef1dcea373c3007cc225796f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues both mention 4-bit inference, but they describe different failures in different code paths: one is a Gemma4/audio-module torch.finfo() uint8 TypeError, the other is a BitsAndBytesConfig skip_modules assertion regression. They should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 45674 is the more general and reusable report: it describes a concrete BitsAndBytesConfig regression in 4-bit inference with a clear config-related failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45674 is the better cluster representative because it is broader and more directly tied to a specific inference/config bug, while 45672 appears to be a separate model/module-specific failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different root causes and code paths. 45672 is a Gemma4/audio-module dtype error from torch.finfo() on uint8 weights; 45674 is a BitsAndBytesConfig skip_modules behavior regression causing an AssertionError in 4-bit inference." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 16, + "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-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "6904d6aebe97eb5d480fbe3d64043843dc490e53cfa971aaae31e19d17282996", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are just personal-name/date titles with no body or technical context. They do not appear to describe the same bug or request, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "The titles reference different people and different dates, with no shared technical subject, body text, or linked targets. This is not evidence of 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": 16, + "component_count": 16, + "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-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "2598ed8620b33a14a9b912cb08976c4d6aa26479de9bfaf77a8b578ef5b33662", + "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": "Two closed issues with only person-name-and-date titles and no body content; they do not appear to describe the same underlying problem.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical representative: both are sparse, unrelated-looking, and lack any problem description or linkage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Different names and dates with no body, links, or shared context; no evidence they describe the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-13", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:45795" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:44827", + "pull_request:43995|pull_request:45213", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:45795", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43823|pull_request:45795", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "9ec6aa791bc863f6282a046bb5ae3d4326a7a2a411b44bbbf949a184d658ba03", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 19, + "serialized_chars": 35202, + "estimated_input_tokens": 8801, + "estimated_eval_tokens": 17858 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 19, + "serialized_chars": 35202, + "estimated_input_tokens": 8801, + "estimated_eval_tokens": 17858 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous PRs that only share broad Transformers themes. The only high-confidence duplicate pair is the two `fixed_cross_entropy` patches (`43251` and `43254`), which both extend the same function in the same file for the same issue target.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "Pick `pull_request:43251` as the canonical PR for the one true duplicate pair: it has the explicit issue link, more review activity, and the same concrete `fixed_cross_entropy` API expansion as `43254`.", + "best_issue_reason": null, + "best_pr_reason": "`pull_request:43251` is the best overall PR anchor because it is the clearest duplicate candidate in the cluster; the remaining PRs are unrelated enough that they should not be merged into the same canonical thread.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Both are unrelated feature/test PRs; they only share vague model/runtime context." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer method additions vs a new model implementation; not the same change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Different subsystems and goals: tokenizer API gaps vs executorch export tests." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor robustness changes are unrelated to adding a new model." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs fix vs adding MobileLLM; no shared bug/change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Same loss utility vs Mistral4 test/model work; too different to be duplicates." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic-shape test vs Mistral4 test/model changes; unrelated." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Different feature areas: exportability tests vs new model addition." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "MobileLLM implementation vs config-resolution fix; no concrete overlap." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "Adding a model vs refactoring Falcon output collection; not the same code-path problem." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon refactor and Mistral4 test fixes are separate model-specific changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon output-interface refactor vs model-creation skill scaffolding; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fix vs a layernorm renaming sweep; different bug/change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45795", + "accept": false, + "reason": "Mistral4 test/model fixes vs docs for audio/video processors; not the same change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Model-specific test fix vs class-annotation resolution fix; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "The shared `modeling_auto.py` touch is incidental; one is a model fix, the other is a docs/skill PR." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New model implementation vs a model-creation skill/docs PR; different artifacts and purpose." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45795", + "accept": false, + "reason": "Model addition vs documentation for processors; only broad topical overlap." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both patch `fixed_cross_entropy` in the same file for the same issue target, adding support for the same kwargs; they are effectively the same bug fix and could be merged together." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet. The only clearly supported duplicate candidate is `pull_request:43251`/`pull_request:43254`: they touch the same file and function, share the same issue target `43240`, and both add the same `fixed_cross_entropy` kwargs support. The other pairwise rejects are conservative and consistent with the diff previews." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "a14f67ba43916306d6a1e33ffa06b9ce46c1b305157c670bb6d90c43cf72aabd", + "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 PRs, but they are not duplicates: one introduces the base VibeVoice integration, while the other adds a realtime variant and an acoustic tokenizer, which is a larger follow-on feature.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 40546 is the foundational VibeVoice implementation and the cleanest representative of the core model integration.", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 is the most central standalone change; PR 42781 appears to be a dependent extension rather than the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "They overlap on VibeVoice infrastructure and auto registrations, but 42781 adds realtime support plus an acoustic tokenizer, making it a distinct follow-on feature rather than the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "19af67eca9bc99364f5c52e954f4e1e919c16b32d4d6d550be27c5c34ca9adbf", + "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 not duplicates: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They touch different models, code paths, and feature sets, so they should stay separate.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different underlying changes for different model families (TimesFM forecasting with covariates vs DINOv3 image classification). Shared doc/test/modeling churn is incidental and they could not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "837fd7abbd1f0bbe53d661f1607a2c57728a6532f0403f9bf32b86bb733daa5b", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10429, + "estimated_input_tokens": 2608, + "estimated_eval_tokens": 5472 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10429, + "estimated_input_tokens": 2608, + "estimated_eval_tokens": 5472 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-addition PRs (DeepSeek OCR, Isaac, Kimi2-6). They share mostly boilerplate registration/docs paths, but they implement different models with different codebases and release scopes, so they are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model integrations: DeepSeek OCR vs Isaac. Shared files are generic auto-registry/docs scaffolding, not the same concrete code-path change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model integrations: Isaac vs Kimi2-6. Overlap is limited to common Transformers wiring and documentation, so they should not be merged 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": 6, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "0187cc80dc93d8fcfaf78a82c89ee7bcc92579834fe141963ea2a4369fdfefea", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two workflow maintenance PRs that both update GitHub Actions versions, but they target different action families and different upgrade goals. They overlap in some workflow files, yet they are not the same underlying change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the stronger canonical representative: it has a clear stated purpose (Node 24 compatibility) and a broad, coherent set of workflow action upgrades tied to that goal.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best single PR in the cluster because its scope is more clearly defined and it represents the broader dependency-upgrade theme more cleanly than the docker-action bump.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Do not merge: 42975 upgrades core GitHub workflow actions like checkout/cache/upload-artifact for Node 24 compatibility, while 42976 updates docker/build-push-action to v6 in Docker image workflows. They are related maintenance, but not the same concrete bug/change and would not naturally be a single PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-7", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:43973", + "pull_request:44601", + "pull_request:45490", + "pull_request:45838" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490", + "pull_request:43973|pull_request:45838", + "pull_request:44601|pull_request:45838", + "pull_request:45490|pull_request:45838" + ], + "prepared_review_unit_hash": "17159348b8513b917aee729703768caab0ac52f4c1d5cd1bd1d2777e6bc56997", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 23511, + "estimated_input_tokens": 5878, + "estimated_eval_tokens": 12012 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 23511, + "estimated_input_tokens": 5878, + "estimated_eval_tokens": 12012 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are separate PRs for different model additions or an unrelated distributed-loading feature; the shared file overlap is mostly docs/auto-registration boilerplate. No soft edge looks like the same underlying change, so every candidate is rejected.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model families and code paths: ViT NEPA vs Molmo. Shared docs/auto files are just integration boilerplate, not the same fix." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different additions: ViT NEPA vs Molmo2. These are separate model implementations, not one mergeable change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA model support and CTSM model support are unrelated changes." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related by name but are distinct model families/versions with separate configs and implementations." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo support and CTSM support are different model additions, not the same underlying bug or feature." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 support and CTSM support are unrelated model additions." + }, + { + "left": "pull_request:43973", + "right": "pull_request:45838", + "accept": false, + "reason": "Lfm2 Audio adds an audio model; PP-OCRv6 adds text recognition models. Different modalities and code paths." + }, + { + "left": "pull_request:44601", + "right": "pull_request:45838", + "accept": false, + "reason": "Native pipeline-parallel loading support is a distributed infra change, not the same change as adding PP-OCRv6 model support." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45838", + "accept": false, + "reason": "CTSM and PP-OCRv6 are different model families; shared docs/model-registry edits do not indicate a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-3", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "b0d7537286cd96dff952dedcb94100a40dc921bead251642b27dd9a884fc8844", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three PRs are not duplicates of one another: one is a Whisper tokenizer/test fix, one is a CLIP/ViT test-only change with no real bug context, and one is an FP8 dequant/model-loading fix. The only thing they share is vague similarity in being fixes.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44815 is the most concrete and substantial fix, with a clear code-path change in FP8 dequant/model loading and multiple related files; the others are unrelated test-only or Whisper-specific changes.", + "best_issue_reason": null, + "best_pr_reason": "PR 44815 is the strongest representative because it addresses a specific runtime bug path rather than only adjusting tests or making a narrow tokenizer tweak.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer decoding changes are unrelated to the CLIP/ViT test edits; they do not fix the same underlying bug or change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Different subsystems and different problems: Whisper decode logic vs FP8 dequant/loading logic." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test-only CLIP/ViT edits are not the same concrete code-path change as the FP8 dequant fix, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "9054f002811e467113ecbc1389d35f95f3fb57f3ebe92015fb400a2a7810f6b0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are not duplicates: one is a small setup/version/test-bot formatting change, while the other rewires CI/workflow behavior and touches several unrelated files. The only overlap is a shared Vit test file, which is not enough to treat them as the same change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43488 is the better canonical PR because it is the narrower, more self-contained change and does not mix in unrelated workflow edits.", + "best_issue_reason": null, + "best_pr_reason": "PR 43488 is the best representative of this cluster if one must be chosen, since it is the smaller and more focused PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Reject: these PRs address different code paths and intents. 43488 is about setup/version/test-bot plumbing, while 43532 changes GitHub Actions workflows and notification/testing utilities; the shared Vit test file is incidental and not enough to merge them 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": 10, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "595500950fc0b4a09ebf8a5d66a7c3bc825eb8b96f109a4233680d6620d61e24", + "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": "These are closely related pipeline-addition PRs, but they implement different features: concept segmentation vs visual segmentation. The shared scaffolding and doc/test files are not enough to treat them as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different concrete changes and code paths: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation. They share documentation and registration boilerplate, but the targets, pipelines, and model/test coverage differ enough that they would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "933c0ba11bbc4ff084c5107a7d5c66d8d1e9312c88055e185d5f060de1c8970e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs both touch `trainer.py` and are trainer extensibility refactors, but they address different code paths: gradient-accumulation loss scaling vs. signature-column filtering. They should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43651 is the more concrete, self-contained trainer behavior change and is the better representative of this small cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the more concrete, self-contained trainer behavior change and is the better representative of this small cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Reject: these are different trainer code paths. 43651 changes loss scaling during `training_step` via `_loss_is_scaled_for_ga`; 43663 adds `_get_signature_columns` for column filtering. Shared file/subsystem 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": 12, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-3", + "nodes": [ + "pull_request:43656", + "pull_request:43836", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842", + "pull_request:43836|pull_request:43842" + ], + "prepared_review_unit_hash": "56107392d5aefe4a230690ae72c7c2be0ef50da456b018a1610392f8c374c3f0", + "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": "All three PRs target the same TypeAdapter NameError area in `src/transformers/cli/serve.py`. The most focused fix is the later, smaller PR that explicitly handles the pydantic-not-installed case.", + "confidence": 0.7, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43842 is the most focused and precise fix: it directly addresses the TypeAdapter annotation import problem in the CLI serve path with a small, scoped change and an explicit pydantic-not-installed rationale.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 is the best representative because it is the narrowest patch, most clearly tied to the runtime NameError, and least entangled with broader annotation refactors.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": true, + "reason": "Both PRs fix the same TypeAdapter NameError in the CLI serve code path, differing mainly in annotation-handling mechanics; they could plausibly be merged into one patch." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": true, + "reason": "Both target the same serve.py TypeAdapter annotation failure and appear to be alternative/overlapping fixes for the same runtime issue, so they look like duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: all three PRs touch `src/transformers/cli/serve.py` and are about the TypeAdapter annotation NameError class of bugs. The choice of PR #43842 as the narrowest and most explicit fix is supported by its smaller diff and pydantic-specific title. The soft-edge acceptances are conservative enough here because the changes appear compatible and mergeable into a single bugfix patch, though #43656 is somewhat broader than the others." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + 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Most pairs only share the same tracking issue or broad refactor theme; only a few same-model/file pairs look like true duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best representative: it covers the same GPT-J/CodeGen output-tracing migration as the other GPT-J-focused PRs, is later, and appears to subsume the narrower variants.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the strongest overall fit because it is the most complete instance of the GPT-J/CodeGen standardized output-tracing change in this set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Same broad output-tracing theme, but different model families and files; not the same concrete change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families (Cvt/FNet vs DeBERTa); only the 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"pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen versus MGP-STR; same style of refactor, not the same artifact." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors in the same model family and file, so they look like the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen versus GPT-Neo; shared refactor pattern only." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J 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 code paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are unrelated model families." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are different implementations; only the decorator migration theme overlaps." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo versus ResNet is not the same underlying change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are different concrete changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are unrelated model code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + 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"right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are different model families." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "FNet/CVT and Segformer are unrelated model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT and SpeechT5 are different concrete changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa are different model families." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are unrelated changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 looks like a broader follow-up/subsuming PR rather than a different change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same file; 44722 just adds the CodeGen companion changes." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 do not share the same concrete bug or change." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and Vits are unrelated code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing migrations in the same model family and file, so they look like the same underlying change." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44116", + "accept": true, + "reason": "Both touch Flaubert output tracing in the same file; one is a broader Flaubert/XLM refactor, the other is a Flaubert-only WIP variant." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it correctly distinguishes broad, model-specific output-tracing refactors from the few same-model/file overlaps. The accepted soft edges are conservative and each pair looks mergeable as a single bugfix PR, especially the GPT-J/CodeGen cluster and the GPT-Neo and Flaubert subset pairs. No pair is overstated as a duplicate beyond what the diffs support." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 26, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request: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": "15ccb1a032239bfd2ef594a76c77f7abb2ed6e901b21f47eb036a0c6d5de0566", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84900, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17124, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are thematically similar standardized-output/capture refactors, but they target different model implementations and code paths, so they are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: each item is a separate model-specific refactor (RegNet, SqueezeBert, FocalNet, MPNet, VisualBert, TextNet, ImageGPT, SpeechT5).", + "best_issue_reason": null, + "best_pr_reason": "44129 is the clearest representative because it is explicitly issue-linked and directly about standardized output capture, but it still only applies to SpeechT5.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Same broad output-tracing theme, but FocalNet and ImageGPT are different model code paths and not mergeable as one fix." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are output-tracing refactors, but they touch different models (VisualBert vs TextNet) with separate implementation details." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert are unrelated model implementations; this is a shared refactor pattern, not the same underlying change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Different models and different forward/output plumbing; too broad to be one duplicate PR." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are distinct modules; similar decorator migration does not make them the same change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 have separate output-tracing implementations and cannot plausibly be merged into one concrete PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "994079c53d2504cfa7b4e32abde074a12e31211b86ed72b3790eae349b417368", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40170, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40170, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are model-specific refactors for output tracing/can_return_tuple, but they target different model implementations and code paths, so they are not duplicates of one underlying bug/change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue target here; PR 44025 is the best representative because it is a clear, multi-file example of the shared output-tracing refactor pattern.", + "best_issue_reason": null, + "best_pr_reason": "PR 44025 is the strongest cluster representative: it applies the tracing refactor across two closely related depth-anything files and matches the dominant theme of the set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families; same refactor theme, but not the same concrete change or code path." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different models and implementations; only the high-level output-tracing pattern overlaps." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Separate model code paths; not a mergeable duplicate pair." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Both are tracing refactors, but for different architectures and modules." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Unrelated model code paths; shared refactor motif is too broad." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model families and forward paths; not the same underlying fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Only the output-tracing refactor theme is shared." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model implementations; no shared concrete bug or change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Separate encoder-decoder vs vision model code paths." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Distinct models; same broad refactor pattern is insufficient." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Different multimodal/audio-vision model code paths; not duplicates." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different subsystems and forward implementations." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Shared tracing refactor theme only; concrete changes differ." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families; cannot be merged as one PR." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Same broad goal, but unrelated model code paths." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Not the same concrete bug/change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model implementations and refactor scope." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families; only theme-level similarity." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Separate code paths and architectures." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models; same output-tracing motif is too generic." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model architectures and unrelated implementation details." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Not the same code path; codegen and timm_backbone are unrelated." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Separate model families and forward logic." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Only broad refactor similarity, not a shared bug." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Different modules and model behavior; not mergeable as one fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model code paths; same refactor pattern only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Distinct encoder-decoder vs depth-estimation code paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models and changes; not a duplicate." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Unrelated model implementations despite similar tracing refactor." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Different concrete model logic and filenames." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families; no shared underlying bug." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Separate encoder-decoder integrations; not the same fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different code paths and implementation scopes." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models and refactor details." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families and forward implementations." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "No common concrete bug/change beyond a generic tracing refactor." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model code paths; not a duplicate pair." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model architectures and refactor scope." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Separate models; same theme is too broad." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families; not the same code-path fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-3", + "nodes": [ + "pull_request:44662", + "pull_request:45075", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401", + "pull_request:44662|pull_request:45075", + "pull_request:45075|pull_request:45401" + ], + "prepared_review_unit_hash": "0ccbb217cac8ab612a3519fe73cd6a1230358c93a616db0a3090677e1f847793", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10913, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10913, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three pull requests are separate model additions for different architectures (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). They share only common transformer plumbing and docs/registry updates, so they should not be deduplicated or merged together.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model families and different implementation surfaces; overlap is limited to shared auto-registry/docs files, which is boilerplate for model additions." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "These add unrelated models with different configs, processors, and tests. Similarity comes from standard integration files, not the same code-path fix." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "Separate model integrations for different tasks and architectures; no evidence they address the same bug or could be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "76478190ab9114795c279ff84a84c835e9dae977c85947fda0846ee26af91bea", + "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 two pull requests are related around module/kernel fusion, but they are not duplicates: PR #44979 introduces a generic Module Fusion API and test scaffolding, while PR #45363 wires n-to-1 kernel fusion through KernelConfig and adds integration/example code. They target different layers of the stack and would not plausibly be merged as one PR.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45363 is the more concrete end-user feature request: it adds KernelConfig-based fusion integration across modeling utils, hub kernels, and an example. PR #44979 is a lower-level foundation for module fusion, so it is better treated as supporting infrastructure rather than the main duplicate candidate.", + "best_issue_reason": null, + "best_pr_reason": "PR #45363 is the best representative of the cluster because it has the broader product-facing change and ties together the fusion workflow via KernelConfig. PR #44979 is a separate foundational API addition and not the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related but distinct: #44979 adds a generic module-fusion API, while #45363 implements KernelConfig-driven n-to-1 kernel fusion integration. Different code paths and feature scope." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "f59fe99ed9ace6d99dc0fe1a10642346f6ff2f16cdad37826e14e432e8736448", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same AttributeError in `_patch_mistral_regex` by switching the pre-tokenizer access from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the second PR is a fuller version with tests.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "Prefer pull_request:45317 as the canonical PR because it includes the same code fix plus test coverage, making it the more complete representative.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45317 is the best PR candidate: same fix as 45086, same explicit issue target, and it adds tests in addition to the code change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug fix in the same code path and file; the diffs are equivalent except that 45317 adds tests, so they are duplicate PRs for 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": 19, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "9ed13eb7a329ad22d352fc37d67e95d76281be1e6042b115fb1f1214671da029", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs overlap on NemotronH internals, but they are not the same change: one is a narrow checkpoint conversion-mapping update, the other is a broader model split/refactor with docs/tests. Reject as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the better cluster anchor because it is the broader end-to-end NemotronH refactor and package split, while #45115 is a much narrower conversion-mapping patch.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the strongest representative of the cluster: it introduces the concrete model-architecture and auto-mapping changes plus documentation/test updates. #45115 only adjusts weight renaming for conversion.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They share NemotronH model files, but the concrete changes differ: #45115 adds checkpoint weight-renaming mappings, while #45569 refactors NemotronH into dense/sparse variants with docs and tests. Not the same underlying bug/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": 20, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "bbf35807c8ccb5eff50a8b911e9ec1049861fa7f1d7080771f2336179d68c405", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs form a related stack around heterogeneous-layer support, but they are not duplicates: one adds per-layer config plumbing, the other adds broader model/runtime support on top of it.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the better representative because it is the broader, more complete change: it adds heterogeneous model support and already incorporates the downstream cache/masking/modeling updates that depend on per-layer config.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the strongest standalone candidate for the cluster since it covers the end-to-end feature rather than only the configuration layer.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "These are adjacent but distinct changes: #45333 introduces per-layer configuration support, while #45332 builds heterogeneous model/runtime support on top of that. They do not look like the same underlying bug/change and should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "39c4a94d4f1c742fe9cd709cb14dfe187f60448388a6002b8239d4115564f743", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests are typing-related, but they target different changes: PR 45415 is a broad type-checking sweep across many `src/transformers/*` files, while PR 45425 adds typing helpers/protocols and updates a smaller set of core typing-sensitive code paths. They should not be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the better canonical representative for the cluster because it introduces reusable typing infrastructure in `_typing.py` and updates core consumers, making it the more specific and structurally central typing change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the strongest standalone PR in this cluster: it has a focused code change, clear typing abstractions, and a tighter concrete scope than the broad type-checking cleanup in PR 45415.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are about typing, but they solve different problems: 45415 is a wide type-checking cleanup across many files, while 45425 adds new typing protocols/utilities and touches different implementation paths. They are not the same underlying 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 + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45487-4", + "nodes": [ + "pull_request:45487", + "pull_request:45817", + "pull_request:45836", + "pull_request:45843" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:45843", + "pull_request:45487|pull_request:45836", + "pull_request:45817|pull_request:45843", + "pull_request:45836|pull_request:45843" + ], + "prepared_review_unit_hash": "733589c62f11dea8532215bb5fbd699dfa0ea9a7400985a8ba7e25f37e78f8e7", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 9782, + "estimated_input_tokens": 2446, + "estimated_eval_tokens": 5148 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 9782, + "estimated_input_tokens": 2446, + "estimated_eval_tokens": 5148 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all related to model-parallel / device-placement work, but they target different models and different concrete failures, so they are not duplicates of one another.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45487 is the best representative because it fixes a concrete device-placement bug in real model code, spans multiple affected implementations, and is more substantial than the test-only or model-specific alternatives.", + "best_issue_reason": null, + "best_pr_reason": "PR #45487 is the strongest overall PR candidate for this cluster: it addresses an actual model-parallel code-path defect rather than only adjusting tests, and its fix is narrowly concrete and mergeable.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:45843", + "accept": false, + "reason": "Both are model-parallel fixes, but they affect different architectures (AltCLIP/ChineseCLIP vs DeimV2) and different code paths, so they are not the same change." + }, + { + "left": "pull_request:45487", + "right": "pull_request:45836", + "accept": false, + "reason": "One is a code fix for model parallel behavior; the other only skips a failing test for MiniCPM-V. Different underlying problem and scope." + }, + { + "left": "pull_request:45817", + "right": "pull_request:45843", + "accept": false, + "reason": "These fix separate model-specific parallelism issues in Gemma4 and DeimV2, with different device-placement and split-module changes." + }, + { + "left": "pull_request:45836", + "right": "pull_request:45843", + "accept": false, + "reason": "A test skip for an incompatible quantized-cache case is not the same underlying bug as DeimV2's model-parallel code fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "a194869684d137cf8ea47fe06f5a287bf1e606331a89cb194462f3b42baa57e6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4505, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4505, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about expert-parallel loading, but they fix different bugs on different code paths: one adds config/has_ep support for accelerate + ZeRO-3, the other prevents expert parameters from being overwritten during FSDP2/rank-0 broadcast loading.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the better representative of the cluster\u2019s core EP loading regression because it fixes the actual parameter-sharding/overwrite path; PR 45548 is a separate accelerate + ZeRO-3 configuration compatibility patch.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the strongest single PR here: it addresses a concrete loading bug in the expert-parameter path and has the broader, more direct fix. PR 45548 solves a different EP-related integration issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Related EP-loading theme, but not the same underlying bug/change: 45548 serializes distributed_config and adds has_ep for accelerate/ZeRO-3, while 45662 fixes expert params being overwritten during sharded/FSDP2 loading. Different code paths and mergeable as 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": 24, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "0cac7dff735e01029d94bda28a6ce94bcb1d8f4eb9cbf9790eb6c2db075837d9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist-related captured_info logging collision in testing utilities; PR #45645 looks like the more complete variant because it also updates CI log collection for the new per-worker files.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45645 is the broader, more complete fix: it includes the xdist-safe file handling in testing_utils plus the CI-side aggregation needed to preserve captured logs.", + "best_issue_reason": null, + "best_pr_reason": "PR #45645 best represents the underlying change because it covers both the core bug fix and the downstream log-handling adjustment.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying bug/change: both fix captured_info handling under pytest-xdist in testing_utils, and #45645 appears to extend the same fix with CI log aggregation." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45683-2", + "nodes": [ + "pull_request:45683", + "pull_request:45734" + ], + "soft_pairs": [ + "pull_request:45683|pull_request:45734" + ], + "prepared_review_unit_hash": "eba4ca0f26b2d3be0c00e316270a9341d31af2208b44dbab31b1d3a8e81e7538", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same quantization helper, but they fix different bugs: one special-cases audio submodules, the other changes how default skip lists are combined with user-supplied skips. They should not be clustered as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "45734 is the better representative PR because it fixes the core skip-module composition logic in `get_modules_to_not_convert`, which is broader and more central than the narrow audio-module special case in 45683.", + "best_issue_reason": null, + "best_pr_reason": "45734 is the strongest standalone PR in the set: it addresses a concrete quantization failure mode in the main code path and its fix is directly about the helper\u2019s behavior rather than a model-specific workaround.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45683", + "right": "pull_request:45734", + "accept": false, + "reason": "Both touch quantization skip logic, but 45683 adds audio-tower/embed_audio exclusions while 45734 changes additive handling of `skip_modules`; these are different underlying bugs 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": 26, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260508T180023Z/analysis-runs/hybrid-model-20260508t180023z/manifest.json b/snapshots/20260508T180023Z/analysis-runs/hybrid-model-20260508t180023z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..a0a8f0869cbb2d523e8f929f8990d385bb66f2d5 --- /dev/null +++ b/snapshots/20260508T180023Z/analysis-runs/hybrid-model-20260508t180023z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260508t180023z", + "artifacts": { + "hybrid": "snapshots/20260508T180023Z/analysis-runs/hybrid-model-20260508t180023z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260508T180023Z/analysis-runs/hybrid-model-20260508t180023z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-08T18:13:51Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260508T180023Z", + "variant": "hybrid" +} diff --git a/snapshots/20260508T180023Z/manifest.json b/snapshots/20260508T180023Z/manifest.json index 492d2a32072ddc4fbc4f4055475ee38a9621c34c..bee37a5b457209fcf27a165859b4a4b32a673ca6 100644 --- a/snapshots/20260508T180023Z/manifest.json +++ b/snapshots/20260508T180023Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 736 }, "extracted_at": "2026-05-08T18:00:23Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260508t180023z", + "runs": { + "hybrid-model-20260508t180023z": { + "analysis_id": "hybrid-model-20260508t180023z", + "artifacts": { + "hybrid": "snapshots/20260508T180023Z/analysis-runs/hybrid-model-20260508t180023z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260508T180023Z/analysis-runs/hybrid-model-20260508t180023z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260508T180023Z/analysis-runs/hybrid-model-20260508t180023z/manifest.json", + "model": null, + "published_at": "2026-05-08T18:13:51Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260508T180023Z", "watermark": {