diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 60f63961e37de93f72d81efd205a8cdaff8e765d..784c9ae85e63ea460b626fcf45b8a6ad857ec99a 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": "20260430T060020Z", - "generated_at": "2026-04-30T06:08:49Z", + "snapshot_id": "20260430T120024Z", + "generated_at": "2026-04-30T12:09:47Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1501,64 +1501,6 @@ } ] }, - { - "cluster_id": "cluster-43698-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", - "status": "open", - "confidence": 0.75, - "canonical_issue_number": 43698, - "canonical_pr_number": 43779, - "issue_numbers": [ - 43698 - ], - "pr_numbers": [ - 43779, - 43816 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target" - ], - "pr_comparisons": [ - { - "left_pr_number": 43779, - "right_pr_number": 43816, - "code_similarity": 0.418, - "size_similarity": 0.538, - "file_overlap": 1.0, - "area_overlap": 0.02, - "patch_similarity": 0.02, - "shared_filenames": [ - "src/transformers/integrations/integration_utils.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/integrations/integration_utils.py", - "left_ranges": [ - [ - 2227, - 2241 - ], - [ - 2303, - 2309 - ] - ], - "right_ranges": [ - [ - 2278, - 2291 - ], - [ - 2309, - 2322 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-45561-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #45561.", @@ -1634,6 +1576,64 @@ } ] }, + { + "cluster_id": "cluster-43698-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43698, + "canonical_pr_number": 43779, + "issue_numbers": [ + 43698 + ], + "pr_numbers": [ + 43779, + 43816 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43779, + "right_pr_number": 43816, + "code_similarity": 0.418, + "size_similarity": 0.538, + "file_overlap": 1.0, + "area_overlap": 0.02, + "patch_similarity": 0.02, + "shared_filenames": [ + "src/transformers/integrations/integration_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/integrations/integration_utils.py", + "left_ranges": [ + [ + 2227, + 2241 + ], + [ + 2303, + 2309 + ] + ], + "right_ranges": [ + [ + 2278, + 2291 + ], + [ + 2309, + 2322 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 320e1728d2387f1f94cf27bc794344970e112fb7..9ad22a77d0a4776c7db6269a04870048a6def59c 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": "20260430T060020Z", - "generated_at": "2026-04-30T06:08:49Z", + "snapshot_id": "20260430T120024Z", + "generated_at": "2026-04-30T12:09:47Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -26,7 +26,7 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "abf237f969daad485a12d4b0d204c1711bd7299e7fb440ef3dfe7c90d77acb11", + "prepared_review_unit_hash": "aaa9f2a701374a0841e1a6c6df27038619146e8dd77b6d7067c5ba9f52f97ada", "component_budget": { "node_count": 3, "item_count": 3, @@ -48,24 +48,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are not duplicates of one another: one is about Tapas tokenization mismatching TensorFlow, one is about a misleading auth/error message when downloading private models, and one is about failing to load bert-base-uncased. The only loosely related item is the generic model-loading report, but it still describes a different failure mode.", - "confidence": 0.93, - "canonical_issue_reason": "Issue #16618 is the broadest model-loading report, so it is the closest thing to a representative issue in this set, but it does not share the same underlying bug as the other two.", + "summary": "These three issues do not look like a duplicate cluster. Two are model-loading problems, but one is specifically about private-model authentication/error handling and the other is about a generic failure loading a public BERT model; the Tapas tokenization issue is unrelated.", + "confidence": 0.71, + "canonical_issue_reason": "Issue #16618 is the best representative of the cluster because it has the broadest model-loading framing and the most discussion activity, so it best captures the central user-visible failure among the candidates.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the best representative issue because it is the most general and user-facing model loading failure among the three, whereas #13244 and #15980 are clearly about different code paths.", + "best_issue_reason": "#16618 is the strongest overall issue to keep as the cluster anchor: it is the most general, appears most impactful, and has the highest engagement. #15980 is narrower and likely an authentication/error-message variant, while #13244 is unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tapas tokenization mismatch is a different problem from failing to load bert-base-uncased; different model/component and different underlying bug." + "reason": "Different problems: Tapas tokenization mismatching TensorFlow code is a tokenizer/parity issue, while #16618 is about failing to load bert-base-uncased. They do not describe the same underlying bug." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "A bad error message for unauthorized private-model downloads is an auth/download UX issue, not the same bug as a model load failure for bert-base-uncased." + "reason": "Both involve model download/loading, but #15980 is specifically about the error when downloading a private model while logged out, whereas #16618 concerns loading bert-base-uncased. That is not clearly the same concrete bug." } ] }, @@ -87,7 +87,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-381", + "cluster_id": "cluster-15354-382", "nodes": [ "issue:24643", "issue:30277", @@ -173,15 +173,15 @@ "issue:34928|issue:41720", "issue:43716|issue:45685", "issue:43541|issue:43716", - "issue:45507|issue:45685", "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:43039|issue:44918", "issue:43827|issue:44512", - "issue:43716|issue:44560", "issue:43828|issue:45685", + "issue:43716|issue:44560", "issue:44918|issue:45685", "issue:43039|issue:43828", "issue:30277|issue:36331", @@ -206,370 +206,280 @@ "issue:44841|issue:45084", "issue:41093|issue:41762" ], - "prepared_review_unit_hash": "33747c85a35b0f0d69b854d1c03460296fbb9dd31fbe61633ce71156d5e2309b", + "prepared_review_unit_hash": "9a021d0059cbcd75e44d1d88d77197beffc5100c63f598422d63ba96531571b6", "component_budget": { - "node_count": 381, - "item_count": 381, - "soft_pair_count": 1427, - "serialized_chars": 735824, - "estimated_input_tokens": 183956, - "estimated_eval_tokens": 368168 + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 67, - "serialized_chars": 47117, - "estimated_input_tokens": 11780, - "estimated_eval_tokens": 23816 + "serialized_chars": 47108, + "estimated_input_tokens": 11777, + "estimated_eval_tokens": 23810 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous, with one clearly duplicate issue pair and many soft-similarity matches that are only broad theme overlaps. The best representative issue is a generic index/shape-error report, but this is not a clean single-topic duplicate cluster.", - "confidence": 0.64, - "canonical_issue_reason": "issue:44805 is the broadest representative of the repeated index/shape-error family in this cluster, with the most nearby duplicate-like reports; the rest are mostly model-specific variants or unrelated bugs.", + "summary": "Mostly a heterogeneous cluster of unrelated model/runtime/docs issues. There is one close BERT/DeepSpeed ZeRO-3 subgroup, but the 43596/43638 pair is similar rather than clearly identical, so it should stay unmerged under a conservative duplicate policy.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43596 is the clearest representative of the BERT + DeepSpeed ZeRO-3 index-out-of-bounds subgroup, but the nearest match (43638) is not safe to collapse into the same bug because it describes a similar symptom in a non-pretrained Bert model rather than the exact same setup.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44805 is the best single issue to keep as the cluster anchor because it captures the most reusable error pattern while still being specific enough to point at the likely code path.", + "best_issue_reason": "Issue 43596 is the best representative issue for this cluster\u2019s only closely related subtopic: it is specific, concrete, and more central than the surrounding unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: missing config attribute vs streaming chat/completions runtime issue; not the same bug." + "reason": "Both involve Qwen3.5, but they hit different paths: missing config attribute vs streaming chat/completions failure." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different backends and error types (AMD GPU runtime vs MPS histogram op); same broad hardware theme only." + "reason": "Different platforms and failures: AMD GPU runtime issue vs MPS histogram not implemented." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model paths and symptoms: dtype mismatch in image preprocessing vs AMD GPU execution failure." + "reason": "Mistral-3 dtype mismatch and GPT-OSS AMD GPU failure are unrelated model/backend bugs." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are model/backend errors, but one is autocast dtype mismatch and the other is AMD GPU incompatibility; not one bug." + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is not the same bug as GPT-OSS on AMD GPUs." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model families and failures; no shared concrete code-path fix." + "reason": "GPT-OSS AMD GPU failure and GraniteMoEHybrid invalid method are different code-path problems." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Distinct model/runtime problems; too broad to treat as duplicates." + "reason": "Qwen-3-8B NVFP4 runtime error is a different backend/model issue from GPT-OSS AMD GPU failure." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch vs ONNX export error are unrelated." + "reason": "DeepSpeed collective mismatch during Jamba training is unrelated to ModernBERT ONNX export failure." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Both are model-specific errors, but onnx export and FP8 runtime are different code paths." + "reason": "ModernBERT ONNX export and Qwen3Moe FP8 failure are different model/export paths." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Different failures: ONNX export vs auto device-mapping cuda assert." + "reason": "ModernBERT export error and Qwen3 auto device-map cuda assert are unrelated." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs cleanups, but they target different removed references and would not be one concrete fix." + "reason": "Both are v5 docs regressions, but they concern different removed items and fixes." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export error and GenerationMixin import error are unrelated." + "reason": "ONNX export failure and GenerationMixin import error are different issues." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Same general zero3/index-error family, but these reports are about different triggers and model setups; not enough to merge confidently." + "reason": "Both are shape/index-style errors, but the reported BERT ZeRO-3 failure and the mask-shape mismatch do not clearly match." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Same broad error shape, but BertModel ZeRO-3 loading and mask-shape mismatch are not the same concrete bug." + "reason": "Same broad area, but the mask-shape mismatch is not clearly the same as the BERT ZeRO-3 index-0-out-of-bounds bug." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Both mention tensor-shape style issues, but one is a mask mismatch and the other is GPT-OSS tensor-parallel behavior." + "reason": "Shape/mask indexing error and GPT-OSS tensor-parallel failure are unrelated." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Different failures: mask shape mismatch vs Qwen3.5 embedding unpacking with TRL." + "reason": "Different models and contexts: mask/tensor shape mismatch vs Qwen3.5 embedding unpacking with TRL." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer mapping add-model bug and mask/index shape error are unrelated." + "reason": "Tokenizer mapping-name bug is unrelated to a tensor/mask indexing error." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset issue is unrelated to ModernBERT ONNX export." + "reason": "BarkProcessor voice_preset behavior and ModernBERT ONNX export are unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Different DeepSpeed-related bugs; one is collective mismatch, the other is ZeRO-3 index-out-of-bounds on Bert." + "reason": "Different DeepSpeed problems: collective mismatch for Jamba vs ZeRO-3 BERT loading failure." }, { "left": "issue:43596", "right": "issue:43638", - "accept": true, - "reason": "These describe the same ZeRO-3 index-out-of-bounds loading bug, with only the Bert variant differing." + "accept": false, + "reason": "Highly similar ZeRO-3/BERT index-0 failures, but one is BertModel and the other is a non-pretrained Bert model; same symptom, not clearly the same underlying bug." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Different problems: detokenization bug vs LoRA merge/save/load result mismatch." + "reason": "Tokenizer detokenization bug and LoRA save/reload mismatch are distinct issues." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy call and GPT-OSS tensor-parallel issue are different code paths." + "reason": "Liger Kernel cross-entropy invocation and GPT-OSS tensor-parallel failure are unrelated." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "NVFP4 runtime failure and LoRA merge/save mismatch are unrelated." + "reason": "Qwen NVFP4 runtime error and LoRA merge/save inconsistency are different problems." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation checkpointing/FSDP recomputation mismatch is a different bug from the mask/index shape errors." + "reason": "Activation-checkpointing/FSDP recompute mismatch is a different training-stack bug than the BERT index/mask errors." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both involve DeepSpeed, but the concrete failures differ: 2-D weight runtime error vs collective mismatch." + "reason": "Both involve DeepSpeed, but a 2-D weight RuntimeError is not the same as a collective mismatch." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 Bert loading and GPT-OSS TP behavior are different issues." + "reason": "ZeRO-3 BERT load failure and GPT-OSS tensor-parallel failure are unrelated." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP activation-checkpointing mismatch and CustomTrainer argument change are unrelated." + "reason": "FSDP checkpointing shape mismatch and CustomTrainer signature breakage are unrelated." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different models and error classes; no common bug." + "reason": "BERT ZeRO-3 init failure and GPT-OSS tensor-parallel issue are different models and paths." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different model-specific failures: dtype mismatch vs invalid method call in GraniteMoEHybrid." + "reason": "Mistral-3 preprocessing dtype mismatch and GraniteMoEHybrid invalid method are unrelated." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Different model/API failures: Gemma3 config attribute vs tokenizer regex patch crash." + "reason": "Gemma3 sliding-window attribute error and Mistral tokenizer regex crash are different bugs." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch and GPT-OSS MoE tensor-parallel failure are not the same bug." - }, - { - "left": "issue:44918", - "right": "issue:45161", - "accept": false, - "reason": "TRL embedding unpacking and GPT-OSS tensor-parallel failure are unrelated." - }, - { - "left": "issue:34928", - "right": "issue:41720", - "accept": false, - "reason": "Activation checkpointing/FSDP mismatch and CUDA assert on device mapping are different problems." - }, - { - "left": "issue:43716", - "right": "issue:45685", - "accept": false, - "reason": "Different backends and symptoms: image-preprocessor dtype mismatch vs MPS histogram not implemented." - }, - { - "left": "issue:43541", - "right": "issue:43716", - "accept": false, - "reason": "Torch dynamo grouped_mm tracing error and image-preprocessor dtype mismatch are unrelated." - }, - { - "left": "issue:45507", - "right": "issue:45685", - "accept": false, - "reason": "Invalid-method bug in GraniteMoEHybrid and MPS Int histogram failure are different code paths." - }, - { - "left": "issue:43828", - "right": "issue:44292", - "accept": false, - "reason": "Autocast dtype mismatch and NVFP4 model runtime failure do not share a concrete fix." - }, - { - "left": "issue:43716", - "right": "issue:44292", - "accept": false, - "reason": "Different model/backend failures; only a broad runtime-error similarity." - }, - { - "left": "issue:44292", - "right": "issue:44918", - "accept": false, - "reason": "Different model-specific runtime errors with no shared bug." - }, - { - "left": "issue:43039", - "right": "issue:44918", - "accept": false, - "reason": "Liger Kernel cross-entropy call and TRL embedding unpacking are different issues." - }, - { - "left": "issue:41762", - "right": "issue:43638", - "accept": false, - "reason": "Both are ZeRO-3 loading errors, but different models and not enough evidence for the same root bug." - }, - { - "left": "issue:43827", - "right": "issue:44512", - "accept": false, - "reason": "Both are docs-related, but one is pipeline-task removal and the other is the removed run command; not one change." - }, - { - "left": "issue:43716", - "right": "issue:44560", - "accept": false, - "reason": "Different model-specific bugs: Mistral-3 dtype mismatch vs Qwen3-vl video StopIteration." - }, - { - "left": "issue:43828", - "right": "issue:45685", - "accept": false, - "reason": "Different runtime backends and symptoms; not the same bug." - }, - { - "left": "issue:44918", - "right": "issue:45685", - "accept": false, - "reason": "TRL unpacking bug and MPS Int histogram limitation are unrelated." - }, - { - "left": "issue:43039", - "right": "issue:43828", - "accept": false, - "reason": "Both touch training/runtime behavior, but cross-entropy kernel routing and autocast mismatch are different defects." + "reason": "Phi-tiny-MoE autocast dtype mismatch is unrelated to GPT-OSS tensor-parallel behavior." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch and trainer signature mismatch are unrelated." + "reason": "DeepSpeed collective mismatch and trainer compute_loss API break are different layers and failures." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross-entropy issue does not match the index/mask shape error family." + "reason": "Liger Kernel cross-entropy call issue is unrelated to the tensor/mask indexing errors." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Activation checkpointing mismatch and GenerationMixin import failure are unrelated." + "reason": "FSDP checkpointing mismatch and GenerationMixin import error are unrelated." }, { "left": "issue:41762", "right": "issue:43596", "accept": false, - "reason": "Same broad ZeRO-3 theme, but different models and likely different underlying causes." + "reason": "Gemma3 ZeRO-3 loading issue and BERT ZeRO-3 index failure are only broadly similar, not the same bug." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Docs mentioning return_all_scores and docs mentioning run command removal are separate documentation issues." + "reason": "Documentation around return_all_scores and documentation about transformers run are separate regressions." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3 sliding-window attribute error and Qwen3 auto device mapping CUDA assert are unrelated." + "reason": "Gemma3 sliding-window attribute error and Qwen3 auto device-map cuda assert are different model-specific failures." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Corrupted checkpoint vs NemotronH load implementation bug are different problems." + "reason": "Checkpoint corruption and NemotronH loading failure are not clearly the same underlying issue." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross-entropy routing and Qwen3-vl video StopIteration are unrelated." + "reason": "Liger Kernel cross-entropy call and Qwen3-vl video StopIteration are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Model-loading test failure and corrupted checkpoint are different issues." + "reason": "Unit-test model-loading failure and corrupted checkpoint report are different problem classes." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are index-shape style errors, but the masked-tensor mismatch and ZeRO-3 Bert loading failure are not the same bug." + "reason": "Both are indexing/shape errors, but the specific mask mismatch and BERT ZeRO-3 failure do not match." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Different Qwen/Gemma sliding-window and configuration issues." + "reason": "Gemma3 sliding-window attribute error and Qwen3-MoE sliding_window issue are different model-specific config bugs." }, { "left": "issue:43425", @@ -581,37 +491,37 @@ "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Qwen3.5 chat crash and streaming chat/completions failure are not the same concrete bug." + "reason": "Qwen3.5 chat crash and Qwen3.5 streaming API failure are different code paths and symptoms." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Mistral3 weight-tying bug and corrupted checkpoint are unrelated." + "reason": "Mistral3 lm_head tie bug and Ovis2 checkpoint corruption are unrelated." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper model load failure and pydantic config breakage are unrelated." + "reason": "Whisper runtime failure and pydantic PretrainedConfig regression are unrelated." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Streaming inference failure and MPS Int histogram backend limitation are different issues." + "reason": "Qwen3.5 streaming inference failure and MPS histogram error are unrelated." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Torch dynamo tracing failure and MPS histogram backend limitation are unrelated." + "reason": "Mixtral grouped_mm tracing failure and MPS histogram implementation error are different bugs." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Grouped_mm tracing error and autocast dtype mismatch are different bugs." + "reason": "Both are MoE/dtype-adjacent, but grouped_mm tracing and autocast mismatch are not the same code-path problem." }, { "left": "issue:36010", @@ -623,23 +533,23 @@ "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure for Voxtral and template-node compile error are different problems." + "reason": "Voxtral processor failure and non-template-node compilation error are unrelated." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are tensor shape/index errors, but they involve different model-loading paths and are not clearly the same bug." + "reason": "Both are shape/index errors, but they involve different models and different failure contexts." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The evaluation is grounded in the packet and stays conservative. The cluster is indeed heterogeneous, the single accepted near-duplicate pair (issue:43596 / issue:43638) is well-supported by the shared ZeRO-3 index-out-of-bounds title pattern, and the other soft-edge rejections do not overstate similarity. The choice of issue:44805 as a broad index/shape-error anchor is plausible and not exaggerated." + "accept": false, + "feedback": "The cluster summary is broadly grounded, but it overstates the only positive soft-edge: 43596 vs 43638 is similar, yet the packet marks this pair as not deterministically accept-able and the two reports are not fully identical (BertModel vs non-pretrained Bert model). Given the instruction to stay conservative on soft edges, that acceptance is too strong." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -654,7 +564,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-381", + "cluster_id": "cluster-15354-382", "nodes": [ "issue:39186", "issue:39290", @@ -718,8 +628,9 @@ "issue:43054|issue:43994", "issue:41093|issue:43596", "issue:43541|issue:44589", - "issue:45632|issue:45698", "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:39186|issue:44918", "issue:43716|issue:44918", "issue:43404|issue:45005", "issue:43645|issue:45399", @@ -728,7 +639,6 @@ "issue:44360|issue:44512", "issue:42915|issue:45399", "issue:43873|issue:45005", - "issue:39186|issue:44918", "issue:44492|issue:44512", "issue:44918|issue:45507", "issue:43975|issue:44292", @@ -740,241 +650,241 @@ "issue:43828|issue:44928", "issue:43866|issue:44403" ], - "prepared_review_unit_hash": "dbac255fda6533e7aa51ea4b9b8f9a2c901579a27a6620d9d550667541270fcc", + "prepared_review_unit_hash": "732f6969b04036ee16fb5213ebfa7e5d7f597aab5c6cfe4ca1ae04b3e9c5f3cd", "component_budget": { - "node_count": 381, - "item_count": 381, - "soft_pair_count": 1427, - "serialized_chars": 735824, - "estimated_input_tokens": 183956, - "estimated_eval_tokens": 368168 + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37180, - "estimated_input_tokens": 9295, - "estimated_eval_tokens": 18846 + "serialized_chars": 37183, + "estimated_input_tokens": 9296, + "estimated_eval_tokens": 18848 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and does not form one duplicate set. The only clear duplicate mini-cluster is the Transformers v5 non-persistent-buffer corruption regression.", - "confidence": 0.92, - "canonical_issue_reason": "issue:44534 is the broadest and clearest statement of the non-persistent-buffer regression, and it matches the other buffer-corruption reports.", + "summary": "The cluster is mixed, but a few duplicate families are solid. The strongest one is the non-persistent-buffer regression around v5 loading, while the SigLIP2 and custom-module cache/loading pairs are too weakly supported to merge on this packet alone.", + "confidence": 0.79, + "canonical_issue_reason": "43950 is the best canonical issue: it states the non-persistent-buffer regression clearly and is the most actionable description of that bug family, with 43644 and 44534 looking like close duplicate reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44534 is the best anchor for triage because it most directly names the underlying v5 buffer-corruption bug and generalizes the symptom.", + "best_issue_reason": "43950 is the best issue overall because it is the clearest, highest-signal report of a concrete regression and covers the strongest duplicate family in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different problems: PaddleOCR-VL load failure vs gpt-oss GGUF support request." + "reason": "Both are model-loading/support problems, but they involve different architectures and failures; not the same concrete bug." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Unrelated regressions: missing StableLmConfig field vs pydantic PretrainedConfig breakage." + "reason": "Both are v5 config regressions, but the missing StableLmConfig field and the pydantic PretrainedConfig break are different bugs." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "OOM/memory-growth bug vs tied-weights regression; not the same code path." + "reason": "OOM under int4 quantization and tied-weights regressions are unrelated failure modes." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Grouped_mm tracing crash vs GPT-OSS tensor-parallel failure; distinct causes." + "reason": "Different concrete problems: torch-dynamo grouped_mm tracing versus GPT-OSS tensor-parallel support." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch in Phi MoE vs streaming chat/completions failure in Qwen3.5." + "reason": "Different model families and different code paths: autocast dtype mismatch versus streaming chat/completions failure." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "`init_empty_weights` argument error vs pydantic model-field regression; unrelated." + "reason": "Unexpected _is_hf_initialized during init_empty_weights is not the same bug as the pydantic PretrainedConfig regression." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "General support request vs a specific streaming inference bug." + "reason": "GGUF architecture support and Qwen3.5 streaming inference are separate issues." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding-window bug vs pydantic field breakage; no shared underlying defect." + "reason": "Qwen3-MoE sliding-window handling is unrelated to the PretrainedConfig/pydantic break." }, { "left": "issue:39290", "right": "issue:43742", "accept": false, - "reason": "Gemma3 sliding_window_pattern attribute issue vs MobileLLM load key error; different models and failures." + "reason": "Gemma3 sliding_window_pattern/vLLM and MobileLLM key errors are different loading bugs." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Both mention SigLIP2, but one is embedding-quality degradation and the other is bad pipeline/AutoModel outputs; too vague to merge." + "reason": "This is only the same model family (SigLIP2); the packet does not show the same concrete underlying bug." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Mask length mismatch vs zero3/BertModel index error; different runtime failures." + "reason": "Different shape-related errors in different contexts; no clear shared root cause." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Torch-dynamo grouped_mm crash vs missing Float8 storage object; unrelated." + "reason": "Grouped_mm tracing failure and missing Float8 storage are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Different models and different symptoms; both are quality reports only at a broad level." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Cache-path collision for local trust_remote_code models vs loading the wrong custom module after save_pretrained; similar area but not the same bug." + "reason": "The packet suggests a similar loading/caching theme, but not enough to prove the same underlying bug." }, { - "left": "issue:40990", - "right": "issue:44960", + "left": "issue:39186", + "right": "issue:44918", "accept": false, - "reason": "High perplexity on gpt-oss-20b vs GLM5 model title; no concrete overlap." + "reason": "FSDP 2-D weight error and Qwen3.5 embedding unpacking are unrelated." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Image preprocessor dtype mismatch vs Qwen3.5 embedding unpacking in TRL SFT; different failure modes." + "reason": "Different model families and failures: image preprocessor dtype mismatch versus TRL embedding unpacking." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Specific Mistral3 tie-weights bug vs broader translation-model tied-weights regression; too broad to treat as one issue." + "reason": "Both mention tied weights, but the concrete bug and affected path differ." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Notebook custom-model initialization breakage vs flash-attn fallback selection problem; unrelated." + "reason": "Notebook/custom-model initialization breakage is not the same as the flash-attn2 fallback gating issue." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash vs tied-weights regression; different subsystems." + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weights handling." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure vs tied-weights issue; not the same bug." + "reason": "NemotronH checkpoint loading failure is a different bug from tied-weights regression." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer ReLU discussion vs docs command removal typo; unrelated." + "reason": "DSA indexer discussion and docs typo are unrelated documentation issues." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure vs flash-attn fallback blocking; distinct problems." + "reason": "FineGrainedFP8Config on Qwen3Moe and flash-attn2 fallback gating are different code paths." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior vs tied-weights regression; no shared concrete code path." - }, - { - "left": "issue:39186", - "right": "issue:44918", - "accept": false, - "reason": "FSDP 2-D weight runtime error vs Qwen3.5 SFT embedding unpacking; unrelated." + "reason": "Quantization/offloading behavior is unrelated to tied-weights handling." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Cache-strategy typo vs stale docs command mention; not duplicates." + "reason": "A cache-strategy typo and outdated docs mention are separate docs issues." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "TRL SFT embedding issue vs GraniteMoE invalid-method call; unrelated." + "reason": "TRL embedding unpacking and GraniteMoEHybrid invalid method dispatch are different failures." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Detokenization bug vs Qwen NVFP4 runtime error; different symptoms and likely causes." + "reason": "Different models and symptoms: detokenization regression versus NVFP4 loading error." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same regression: non-persistent buffers are corrupted during `from_pretrained`; 44534 is the broader formulation." - }, - { - "left": "issue:43644", - "right": "issue:43950", - "accept": true, - "reason": "Both report the same v5 non-persistent-buffer corruption/junk-filled buffer bug." + "reason": "Both report the same v5 regression where non-persistent buffers are corrupted or filled with junk during loading." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Qwen NVFP4 execution failure vs GraniteMoE invalid method; unrelated." + "reason": "These are unrelated model/runtime failures with no shared concrete path." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 docs example/quantization problems vs poor SigLIP2 text embeddings; not the same concrete bug." + "reason": "SigLIP2 docs-example errors and SigLIP2 embedding-quality regression are related only by model family, not by the same bug." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad AutoTokenizer error for Voxtral vs missing `all_tied_weights_keys` on Molmo; unrelated." + "reason": "AutoTokenizer error messaging for Voxtral is unrelated to missing all_tied_weights_keys in MolmoForCausalLM." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Autocast dtype mismatch in Phi MoE vs Qwen3.5 RLHF NaN from 3D position_ids; different root causes." + "reason": "Autocast dtype mismatch and RLHF NaN from 3D position_ids are different root causes." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Corrupted checkpoint report vs loading-noise complaint; not the same bug." + "reason": "Checkpoint corruption and loading-noise/reporting issues are not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Both are the same non-persistent-buffer regression family in v5 loading/initialization." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The assessment is grounded in the packet and stays conservative on the soft edges. The only clear duplicate mini-cluster is indeed the v5 non-persistent-buffer corruption set around 43644/43950/44534, and the rejected pairings are mostly well-justified as distinct bugs or support requests. The cluster summary does not overclaim broader duplication." + "accept": false, + "feedback": "The overall cluster framing is reasonable, but at least one soft-edge acceptance is too strong for the evidence in the packet. In particular, issue:43054 vs issue:43994 is only clearly the same model family (SigLIP2), not clearly the same concrete bug, and issue:45632 vs issue:45698 is also more speculative than the packet supports. The non-persistent-buffer cluster looks well grounded, but the accepted soft edges are not uniformly conservative enough to accept this summary as-is." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -990,7 +900,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-381", + "cluster_id": "cluster-15354-382", "nodes": [ "issue:36331", "issue:38175", @@ -1042,9 +952,9 @@ ], "soft_pairs": [ "issue:36331|issue:41762", - "issue:41553|issue:43881", "issue:43872|issue:44589", "issue:43054|issue:45701", + "issue:41553|issue:43881", "issue:38175|issue:43054", "issue:42947|issue:44387", "issue:43054|issue:43493", @@ -1059,39 +969,39 @@ "issue:42491|issue:44368", "issue:41762|issue:42915", "issue:43975|issue:44451", - "issue:45020|issue:45356", "issue:44661|issue:45020", "issue:43824|issue:43872", "issue:44991|issue:45399", + "issue:45020|issue:45356", "issue:43827|issue:44509", "issue:45081|issue:45399", "issue:43792|issue:44220", "issue:43404|issue:43950", "issue:43257|issue:43866", - "issue:41553|issue:44991", "issue:43742|issue:45399", "issue:42915|issue:45020", + "issue:41553|issue:44991", "issue:43742|issue:45020", "issue:43940|issue:45313", "issue:43872|issue:44291", - "issue:41553|issue:44488", "issue:43854|issue:44863", - "issue:42915|issue:43872" + "issue:42915|issue:43872", + "issue:41553|issue:44488" ], - "prepared_review_unit_hash": "a29ee64e71a379dbd30c8d96af11219ce02cd1a36dd1e86edb4c585a80ad79ed", + "prepared_review_unit_hash": "a3898b7a3c7e255f84d2b77e73d9a29510f9b18bbb35c2a06cc5f741975d3d9e", "component_budget": { - "node_count": 381, - "item_count": 381, - "soft_pair_count": 1427, - "serialized_chars": 735824, - "estimated_input_tokens": 183956, - "estimated_eval_tokens": 368168 + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 36, - "serialized_chars": 37865, + "serialized_chars": 37867, "estimated_input_tokens": 9467, "estimated_eval_tokens": 19190 }, @@ -1100,216 +1010,234 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of distinct Transformers regressions, not one tight duplicate set. Only a few pairs look like true duplicates: the docs/pipeline pair, the SigLIP2 discrepancy pair, and one Qwen3 ZeRO-3/loading pair.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 45020 is the best umbrella-style issue here: it is open, broad, and captures the general class of recent-version model-loading regressions better than the more narrowly scoped reports.", + "summary": "Most pairs are unrelated model-specific bugs, but there are a few clear duplicate clusters: docs cleanup for removed pipeline tasks, the `_is_hf_initialized` TypeError, SigLIP2 implementation mismatch, remote_code config-loading regression, and Qwen3/Qwen3-Next ZeRO-3 weight-loading failures.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 45020 is the best global anchor: it is the broadest current runtime regression report in this set, and it cleanly covers the remote_code/config-loading symptom family without being as narrow as the model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "45020 is the most useful triage hub among these because it is broad enough to subsume several remote-code/loading breakages, while the other issues are mostly model-specific edge cases.", + "best_issue_reason": "45020 is the strongest overall issue candidate because it is open, broadly scoped, and more actionable as an umbrella than the narrower model-specific failures or documentation-only regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Different failure surfaces: trainer custom loss signature vs Gemma3 ZeRO-3 loading IndexError." - }, - { - "left": "issue:41553", - "right": "issue:43881", - "accept": false, - "reason": "Both are loading failures, but for different models and different bug classes." + "reason": "Different subsystems and failure modes: custom trainer loss signature vs Gemma3 ZeRO-3 loading." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Both are compatibility/type errors, but the underlying causes differ (_is_hf_initialized vs Float8 storage lookup)." + "reason": "Both are quantization/loading errors, but the specific errors differ: `_is_hf_initialized` vs missing `Float8_e4m3fnStorage`." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding quality regression vs tokenization version-change report; not the same bug." + "reason": "Related tokenizer/model-quality area, but one is a SigLIP2 embedding complaint and the other is a broad tokenization-version regression." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and different error surfaces; bad AutoTokenizer error message for Voxtral vs a general glm-4v-9b load failure." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Same model family, but one is zero probabilities and the other is worse text embeddings; too little to treat as the same defect." + "reason": "Both involve SigLIP-family models, but one is zero probabilities in siglip2 and the other is a text-embedding quality regression; not clearly the same bug." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Both mention memory behavior, but checkpointing/LoRA and int4 OOM are different code paths." + "reason": "Different problems: LoRA gradient checkpointing ineffective vs int4 quantization memory/OOM regression." }, { "left": "issue:43054", "right": "issue:43493", "accept": true, - "reason": "Both point to a SigLIP2 implementation mismatch/discrepancy affecting outputs; plausible same underlying model bug." + "reason": "Both point to the same SigLIP2 implementation issue; the JAX-vs-HF discrepancy is a plausible root cause of the poor text embeddings." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different models and different missing-attribute/loading failures." + "reason": "Unrelated model-loading failures with different concrete errors and model classes." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise vs a specific model load failure; not the same issue." + "reason": "Broad loading-noise complaint vs a specific inability to load ScandiBERT; not the same bug." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization bug vs flash-attn import/KeyError on Python 3.13." + "reason": "Different areas: tokenizer detokenization regression vs flash-attn import KeyError on Python 3.13." }, { "left": "issue:43643", "right": "issue:45020", - "accept": false, - "reason": "Remote-code handling is related, but this is a specific missing-fields AutoConfig bug, not clearly the same defect as the broad umbrella report." + "accept": true, + "reason": "The specific missing-fields behavior with `trust_remote_code=True` looks like a concrete manifestation of the broader remote_code regression." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "Unrelated: tokenizer detokenization vs AMD GPU execution failure." + "reason": "Tokenizer/detokenization bug vs AMD GPU runtime incompatibility; unrelated." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "One is logging noise, the other is a model load failure for a specific checkpoint." + "reason": "Both concern model loading, but one is generic noise and the other is a specific BERT load failure." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Different training-memory regressions with different mechanisms and models." + "reason": "LoRA checkpointing regression vs Qwen3 MoE training memory usage; different bugs." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different model families and different failure modes." + "reason": "Different model families and failure modes; Qwen3VL weight-only error vs GLM5 issue." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both touch Qwen3/LoRA, but one is a hf4.x/hf5.x checkpoint incompatibility and the other is a tie_word_embeddings warning." + "reason": "Both are Qwen-related, but one is a LoRA portability regression and the other is a tie_word_embeddings warning; not the same bug." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Both involve ZeRO-3/loading, but the models and reported failures are not the same concrete bug." + "reason": "Both mention model loading, but Gemma3 ZeRO-3 missing weights and Qwen3 MoE FineGrainedFP8Config failures are distinct code paths." }, { "left": "issue:43975", "right": "issue:44451", "accept": false, - "reason": "Different tokenizer/model-specific issues." - }, - { - "left": "issue:45020", - "right": "issue:45356", - "accept": false, - "reason": "Broad remote_code breakage vs a Kimi tokenizer regression with codec handling and warning text; not clearly identical." + "reason": "Different tokenizer/loading problems and different models; no clear shared underlying bug." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Model registration edge case vs broad remote_code regressions; too different to merge as duplicates." + "reason": "`add-new-model-like` mapping bug is unrelated to remote_code loading regressions." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Import/export issue for a missing class vs bitsandbytes initializer incompatibility." + "reason": "Import error for a missing class vs bitsandbytes `_is_hf_initialized` kwarg incompatibility." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading regression vs flash-attn fallback gating; unrelated." + "reason": "Tokenizer loading failure for EMBEDDIA/est-roberta vs flash-attn fallback blocking; unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote_code breakage is not the same bug as the Kimi-K2.5 tokenizer regression / fix_mistral_regex warning issue." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Both are the same docs regression: pipeline task references that remained after v5 removals." + "reason": "Same docs cleanup: both report stale pipeline-task references removed in v5." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Tokenizer regex crash vs flash-attn fallback gating; unrelated subsystems." + "reason": "Tokenizer patch crash vs flash-attn fallback gating; different loading problems." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Possibly adjacent Whisper/audio code, but not enough evidence that they are the same bug." + "reason": "Whisper runtime failure vs `_torch_extract_fbank_features()` issue; too little evidence they share the same root cause." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Weight tying in Mistral3 vs non-persistent buffer corruption; different defects." + "reason": "Tied lm_head weights vs non-persistent buffer corruption; separate model-state bugs." }, { "left": "issue:43257", "right": "issue:43866", "accept": false, - "reason": "Different Qwen3 MoE and Ovis2 issues with no shared concrete failure." - }, - { - "left": "issue:41553", - "right": "issue:44991", - "accept": false, - "reason": "Different model-loading failures with different root causes." + "reason": "Qwen3 MoE weight conversion issue vs Ovis2 checkpoint corruption; unrelated." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "Different subsystems: MobileLLM config/key error vs flash-attn fallback gating." + "reason": "MobileLLM key error vs flash-attn fallback gating; different loading paths." }, { "left": "issue:42915", "right": "issue:45020", "accept": false, - "reason": "FineGrainedFP8Config failure is not the same as the broad remote_code regression report." + "reason": "Qwen3 MoE FP8 failure and broad remote_code breakage are different regressions." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Different model load failures with no clear shared mechanism." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "Specific MobileLLM load failure vs generic remote_code breakage." + "reason": "Key error for MobileLLM loading is not the same as the remote_code config regression." }, { "left": "issue:43940", "right": "issue:45313", "accept": true, - "reason": "Both report Qwen3-family ZeRO-3 weight loading failures with the same missing-weights symptom and loader path." + "reason": "Both describe the same ZeRO-3 weight-loading failure pattern for Qwen-family conditional generation models." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "These are the same unexpected `_is_hf_initialized` argument bug during model loading/init_empty_weights." + "reason": "Same unexpected `_is_hf_initialized` kwarg incompatibility during model initialization/loading." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures for different models; not the same underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "FP8/Qwen3 MoE failure is unrelated to the bitsandbytes `_is_hf_initialized` incompatibility." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different models and different loading issues; not duplicates." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted duplicate calls are reasonably supported by matching symptoms or the same specific regression class (docs pipeline removal, `_is_hf_initialized`, ZeRO-3 weight loading, SigLIP2 output discrepancy). The rejected pairs are also framed cautiously and do not overclaim sameness from superficial similarity alone." + "feedback": "The summary is well grounded in the packet and stays mostly conservative. The accepted soft-edge pairs are plausible from the titles/bodies, especially the docs cleanup, the SigLIP2 discrepancy, the remote_code regression, and the Qwen ZeRO-3 load failures. I did not see an overclaim strong enough to reject." }, "evaluator_used": true, "retried": false, @@ -1328,7 +1256,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-381", + "cluster_id": "cluster-15354-382", "nodes": [ "issue:24643", "issue:30064", @@ -1412,14 +1340,14 @@ "issue:38175|issue:39692", "issue:42491|issue:43720" ], - "prepared_review_unit_hash": "b17b5455cc32a76c0855dc6b3026e9587863bab5c095e1a0d623f4e18c9ab0ef", + "prepared_review_unit_hash": "2df86cea26b766518d7c043834377f230696e4fdcfa5bf5630400a0bc80f670e", "component_budget": { - "node_count": 381, - "item_count": 381, - "soft_pair_count": 1427, - "serialized_chars": 735824, - "estimated_input_tokens": 183956, - "estimated_eval_tokens": 368168 + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 }, "budget": { "node_count": 48, @@ -1434,204 +1362,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a noisy mix of unrelated Transformers issues; only a few soft pairs look like true duplicates of the same underlying bug/regression. The clearest repeated theme is the non-persistent-buffer corruption regression in v5.", - "confidence": 0.58, - "canonical_issue_reason": "Issue 44534 is the clearest representative of the non-persistent-buffer regression: concise, specific, and matching the same bug described in 43644.", + "summary": "Mostly a loose cluster of unrelated bug reports, with a few genuine duplicate-style pairs around the same regression: non-persistent buffer corruption, custom model initialization in v5, SigLIP2 output corruption, and a Qwen video-input regression.", + "confidence": 0.69, + "canonical_issue_reason": "issue:43644 is the clearest broad regression report in the set and has a near-duplicate in issue:44534 with the same non-persistent-buffer corruption symptom.", "canonical_pr_reason": null, - "best_issue_reason": "44534 is the best single issue to anchor the shared buffer-corruption regression subgroup because it states the core problem directly and broadly.", + "best_issue_reason": "issue:43644 is the strongest standalone issue to keep because it states the bug crisply, is broadly scoped, and maps well to the duplicate-like follow-up report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Different failures: 3D position_ids/BF16 SDPA fallback vs an s_aux=None AttributeError in flash_attention.py." + "reason": "Both mention Qwen3.5/attention-related failures, but the concrete failures and code paths differ: gradient instability vs a flash_attention.py AttributeError." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both involve Qwen3/MoE and DeepSpeed, but they describe different bugs: loading/conversion vs gradient averaging." + "reason": "Both involve DeepSpeed/Qwen3-MoE, but one is a loading/conversion issue and the other is a gradient-averaging bug; different fixes." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Different code paths and symptoms: custom trainer API mismatch vs a tensor/mask shape mismatch." + "reason": "These are different error classes in different trainer/data paths; shared shape-related wording is not enough to make them the same bug." }, { "left": "issue:41093", "right": "issue:44805", "accept": false, - "reason": "Same generic IndexError shape template, but no evidence they stem from the same model or code path." + "reason": "Same error pattern, but no evidence they share the same underlying failing code path or fix." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "Unrelated: bitsandbytes init incompatibility vs a CLIPTokenizer model_max_length issue." + "reason": "Unrelated subsystems: bitsandbytes initialization vs tokenizer model_max_length." }, { "left": "issue:44479", "right": "issue:44560", "accept": true, - "reason": "Both report the same 5.3.0 Qwen video-input regression/StopIteration class of failure across related model variants." + "reason": "Both are video-input regressions in the Qwen video stack on 5.3.0 and plausibly stem from the same processor/video handling bug." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Different bugs: Qwen3.5 PagedAttentionCache group-type crash vs NemotronH checkpoint loading." + "reason": "Different models and failures; one is a Qwen3.5 cache/group-type crash, the other is a NemotronH checkpoint-loading issue." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Completely different subsystems and errors: DeepSpeed training weight shape vs segmentation-map processing." + "reason": "Completely different bugs: DeepSpeed training weight-shape error vs segmentation-map processing failure." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Different issues: GGUF architecture support vs a dtype mismatch under autocast." + "reason": "No shared concrete bug; one is GGUF architecture support, the other is an autocast dtype mismatch." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different domains and failures: batched audio track leakage vs empty-transcription generation after align_special_tokens." + "reason": "Different audio-generation paths and symptoms; not the same underlying defect." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Both touch Qwen3/MoE-adjacent areas, but one is GGUF architecture support and the other is a sliding_window bug." + "reason": "Both mention Qwen-related models only broadly; the actual issues are unrelated." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different concrete failures: torch.compile/SDPA on Bamba vs Qwen3.5 flash-attention crashes from 3D position_ids handling." + "reason": "Different model families and failure mechanisms; torch.compile/SDPA crash is not the same as Qwen3.5 flash-attention memory corruption." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Unrelated: Qwen video StopIteration regression vs an MPS histogram op not implemented for Int." + "reason": "One is a Qwen video-processing regression, the other is an MPS integer-kernel limitation; unrelated." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "These describe the same custom-model initialization regression; 43645 is just the Jupyter notebook repro variant." + "reason": "Same v5.0.0 custom-model initialization regression; the notebook-specific report is just a narrower manifestation of the generic one." }, { "left": "issue:43950", "right": "issue:45325", "accept": false, - "reason": "Different regressions: non-persistent buffer corruption vs Qwen2.5-VL temporal position_ids scaling." + "reason": "Both are transformer-regression reports, but one is buffer corruption and the other is a Qwen2.5-VL rope-index scaling bug." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Different loading failures: missing Qwen2.5-VL class import vs meta-device loading breakage." + "reason": "ImportError for a specific class and meta-device loading breakage are different problems." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Different bugs: Qwen3Moe FineGrainedFP8Config failure vs meta-device model-loading breakage." + "reason": "Different failure modes and code paths: FineGrainedFP8Config vs meta-device loading." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "No clear overlap beyond general loading/runtime issues; gpt-oss GGUF support is unrelated to Float8 storage lookup." + "reason": "No shared underlying bug; architecture support issue vs missing Float8 storage class." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Related model family, but the failures are different: video StopIteration vs embedding unpacking with TRL SFT trainer." + "reason": "Both involve Qwen3.5-family models, but one is video StopIteration and the other is SFT embedding unpacking; different code paths." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "Different problems: 3d_parallel.py launch failure vs GGUF gpt-oss architecture support." + "reason": "Unrelated issues: 3d_parallel.py execution failure vs GGUF architecture support." }, { "left": "issue:38175", "right": "issue:43994", - "accept": false, - "reason": "Same model family, but the reports point to different symptoms and likely different root causes." + "accept": true, + "reason": "Same SigLIP2 model/output corruption theme; both describe the model producing invalid or nonsensical probabilities on the same checkpoint." }, { "left": "issue:43646", "right": "issue:43950", "accept": false, - "reason": "Custom model initialization break vs non-persistent buffer corruption are separate regressions." + "reason": "Custom-model initialization regression and non-persistent-buffer corruption are separate v5 issues." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "Different bugs: missing GenerationMixin import vs Qwen3Moe FP8 failure." + "reason": "Importing GenerationMixin and Qwen3Moe FP8 loading are unrelated defects." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different errors: video StopIteration vs a mask/tensor shape mismatch." + "reason": "Both mention an IndexError-like failure elsewhere, but the video regression and mask-shape mismatch do not appear to share a code path." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both are config-related, but the model families and failure modes are too different to treat as one bug." + "reason": "Different config-validation problems in different models." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Different failures: DeepSpeed ZeRO3 Bert index error vs add-new-model-like/tokenizer-mapping behavior." + "reason": "Different root causes: zero3/Bert loading failure vs tokenizer-mapping-name handling." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different bugs: ZeRO3 Bert zero-size tensor index error vs tokenizer mapping interaction." + "reason": "Same as above; the out-of-bounds zero3 error is unrelated to TOKENIZER_MAPPING_NAMES handling." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Different resource/loading issues: gpu+cpu offload dequantization vs mmap OOM on Strix Halo." + "reason": "GPU/CPU offload loading failure is not the same as disabling mmap to avoid OOM." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Same underlying v5 regression corrupting non-persistent buffers; titles are effectively two phrasings of the same bug." + "reason": "These are the same non-persistent-buffer regression with near-identical symptom wording, so they can plausibly be fixed together." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Shared SigLIP2 context, but one is zero probabilities while the other is a documentation example with multiple errors." + "reason": "Related model family, but one is incorrect probabilities and the other is a doc example with model/processor mismatch and quantization errors." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Different incompatibilities: Qwen3 MoE LoRA/hf4.x vs bitsandbytes Int8Params kwargs." + "reason": "Both involve loading/weights, but the actual bugs are different: Qwen3-MoE hf4.x/hf5.x incompatibility vs BitNet packed-weight unpacking." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The three accepted pairs are plausibly same-bug groupings from the titles alone, and the rejected pairs are mostly justified by different model families, subsystems, or error modes. No clear overstatement stands out." + "feedback": "The summary is well grounded in the packet and stays conservative overall. The accepted soft pairs are plausibly duplicate-style reports with enough symptom overlap to justify a cautious accept, and the rejected pairs are appropriately non-committal where the evidence only suggests loose thematic similarity. The canonical issue choice is also defensible from the provided titles and descriptions." }, "evaluator_used": true, "retried": false, @@ -1650,7 +1578,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-381", + "cluster_id": "cluster-15354-382", "nodes": [ "issue:36010", "issue:39404", @@ -1709,13 +1637,13 @@ "issue:42491|issue:45276", "issue:41720|issue:42915", "issue:43856|issue:43873", - "issue:39692|issue:43994", "issue:43257|issue:43854", "issue:44488|issue:44991", + "issue:39692|issue:43994", "issue:42915|issue:44756", "issue:42491|issue:43931", - "issue:45362|issue:45406", "issue:44661|issue:44683", + "issue:45362|issue:45406", "issue:43644|issue:43645", "issue:43856|issue:44387", "issue:44910|issue:45588", @@ -1729,244 +1657,244 @@ "issue:39692|issue:44960", "issue:43335|issue:45663", "issue:43425|issue:43957", - "issue:42947|issue:45704", "issue:43873|issue:44387", + "issue:42947|issue:45704", "issue:44387|issue:44756", "issue:43854|issue:45216", "issue:44291|issue:44756" ], - "prepared_review_unit_hash": "202d00b8dbabf16f6f4dcf935d784cfba66be1b94cfe284fe0e84e55e7423e26", + "prepared_review_unit_hash": "41ce707c5bbf4c558e59b714d3cd611cc0539967d5e870c6e08f90711fc4da5c", "component_budget": { - "node_count": 381, - "item_count": 381, - "soft_pair_count": 1427, - "serialized_chars": 735824, - "estimated_input_tokens": 183956, - "estimated_eval_tokens": 368168 + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 33, - "serialized_chars": 37000, - "estimated_input_tokens": 9250, - "estimated_eval_tokens": 18756 + "serialized_chars": 37004, + "estimated_input_tokens": 9251, + "estimated_eval_tokens": 18758 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous Transformers bug reports with no single cluster-wide duplicate. I found two strong near-duplicate issue pairs around model weight tying and embedding resizing, but the rest are separate regressions across different models/features.", - "confidence": 0.63, - "canonical_issue_reason": "Issue 45276 is the best canonical anchor: it states the broader `resize_token_embeddings`/output-embedding regression, while 45335 is a narrower model-specific manifestation.", + "summary": "Most pairs are different bugs touching the same broad subsystem. The strongest duplicate candidates are the two lm_head weight-tying reports and the two BERT loading reports; the rest should stay separate.", + "confidence": 0.64, + "canonical_issue_reason": "issue:43454 is the clearest root-cause report: it states the missing lm_head tying directly and the symptom is concrete user-visible corruption, making it a strong representative for the weight-tying bug family.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45276 is the strongest general representative of the duplicate-like subset because its symptom is model-agnostic and likely shared across variants.", + "best_issue_reason": "issue:43454 is the best single issue to keep: it is specific, actionable, and captures the underlying weight-tying defect succinctly.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Same model family, but different code paths: one is ZeRO-3 loading of `language_model` weights, the other is incorrect visual-encoder keys during `save_pretrained`." + "reason": "Same model family, but different failures: DeepSpeed weight loading vs save_pretrained visual-encoder key serialization." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Both involve flash-attention and generation, but they affect different models and describe different failures; not the same concrete bug." + "reason": "Different models and different flash-attention/generation symptoms; no shared concrete bug path." }, { "left": "issue:44451", "right": "issue:44488", - "accept": false, - "reason": "Both are model-loading failures for different checkpoints, but the titles do not show a shared root cause or code path." + "accept": true, + "reason": "Both report the current/latest Transformers version failing to load specific BERT models, consistent with one loading regression affecting multiple checkpoints." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different failure modes: unit-test loading for GLM-4.7 versus a shape-mismatch load error for Qwen3-VL." + "reason": "Both are model-loading failures, but the errors and affected models are unrelated." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Unrelated bugs: Trainer checkpoint step calculation versus SGD optimizer arguments being ignored." + "reason": "Trainer resume/max_steps logic is unrelated to optimizer argument handling." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Qwen3 MoE LoRA compatibility across hf4.x/hf5.x is unrelated to the resize-token-embeddings regression." + "reason": "Different model families and different bugs: Qwen3 MoE compatibility vs Gemma4 resize_token_embeddings propagation." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Separate issues: CUDA assert with auto device mapping versus FineGrainedFP8Config failure." + "reason": "Both involve Qwen3, but one is auto device mapping/assertion and the other is FineGrainedFP8Config; not the same defect." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both mention memory/offloading, but one is training memory usage and the other is quantization/offload behavior; not the same bug." - }, - { - "left": "issue:39692", - "right": "issue:43994", - "accept": false, - "reason": "Same model family, but one is a docs/example + quantization problem and the other is a runtime AutoModel/pipeline correctness issue." + "reason": "Both concern memory/performance, but one is Qwen3 MoE training memory use and the other is quantization offloading behavior." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different problems: Qwen3 MoE weight conversion with accelerate/deepspeed versus GLM-4.7 load failure." + "reason": "Different subsystems and failures: Qwen3 MoE weight conversion vs GLM-4.7-Flash loading in tests." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both fail to load models, but they involve different checkpoints and no shared concrete loading bug is shown." + "reason": "Both are load failures, but they involve different models and different tokenizer/model-loading regressions." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same general model family, but doc example errors and nonsensical AutoModel/pipeline outputs are not the same bug." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE FP8 training failure and Strix Halo mmap OOM are unrelated." + "reason": "Qwen3 MoE FP8 failure is unrelated to Strix Halo mmap OOM." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Different model-specific load/training bugs with no evidence of a common root cause." + "reason": "Different model families and failure modes; no evidence of the same bug." }, { - "left": "issue:45362", - "right": "issue:45406", + "left": "issue:44661", + "right": "issue:44683", "accept": false, - "reason": "A chat crash in Qwen3.5 is not the same as Gemma4Processor missing `_tokenizer` in `transformers serve`." + "reason": "Tokenizer mapping-name behavior is unrelated to compiled flex_attention on torch>=2.9." }, { - "left": "issue:44661", - "right": "issue:44683", + "left": "issue:45362", + "right": "issue:45406", "accept": false, - "reason": "Tokenizer-mapping registration bug versus compiled flex_attention incompatibility; unrelated code paths." + "reason": "Different crash sites and different models: chat generation vs serve processor initialization." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Both are Transformers 5.0 regressions, but one is about non-persistent buffers and the other about custom model initialization in notebooks." + "reason": "Both are Transformers 5.0 regressions, but one is non-persistent buffer init and the other is Jupyter custom-model initialization." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both relate to memory, but one is Qwen3 MoE training efficiency and the other is int4 quantization reserved-memory growth leading to OOM." + "reason": "Both mention memory, but one is Qwen3 MoE training and the other is int4 quantization reserved-memory growth." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Different flash-attention failures: misinterpreted 3D position_ids versus `s_aux=None` on sink-less models." + "reason": "Both hit flash_attention.py, but one is a packed-sequence interpretation bug and the other is an s_aux=None AttributeError." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Qwen3 MoE LoRA compatibility is unrelated to the generic `resize_token_embeddings`/output_embeddings bug." + "reason": "Different regressions: Qwen3 MoE hf4.x/hf5.x compatibility vs token embedding resizing not updating output embeddings." }, { "left": "issue:43404", "right": "issue:43454", "accept": true, - "reason": "Both report the same underlying weight-tying regression: `lm_head` is not tied correctly, causing broken generation across model variants." + "reason": "Both describe the same concrete defect class: lm_head weights are not tied, causing bad multimodal generation across closely related model implementations." }, { "left": "issue:45276", "right": "issue:45335", - "accept": true, - "reason": "Same concrete bug: `resize_token_embeddings` does not propagate to the output/decoder embeddings, with 45335 being a model-specific instance." + "accept": false, + "reason": "Related API surface, but the affected model internals differ and the titles do not show the same concrete code-path bug." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Importing `GenerationMixin` and Whisper `return_language` pipeline behavior are unrelated regressions." + "reason": "ImportError for GenerationMixin is unrelated to Whisper pipeline return_language behavior." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Different API breakages: `extra_state` handling in save/load versus an unexpected `_is_hf_initialized` argument in `init_empty_weights`." + "reason": "Save/from_pretrained extra_state handling and init_empty_weights/_is_hf_initialized are different load/save path bugs." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Tokenizer vocab-size mismatch and a separate model-loading failure are not the same bug." + "reason": "Tokenizer vocab-size mismatch is not the same as the Sleng-BERT loading failure." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "CUDA assert in Qwen3 auto device mapping is unrelated to AudioFlamingo3 track-to-track embedding/token leakage." + "reason": "Qwen3 device-mapping assertion is unrelated to AudioFlamingo3 batched inference token leakage." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Different models and different failure modes; one is a SigLIP2 docs/runtime issue, the other is a flash-attention generation bug." + "reason": "Different model families and failure types; no shared underlying issue." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "Sparse-layer construction in SwitchTransformers and Gemma-4 FSDP2 shared_kv_states rebuilding are separate issues." + "reason": "Sparse-layer construction in SwitchTransformers is unrelated to Gemma4 FSDP2 shared_kv_states rebuilding." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch 2.10 incompatibility and meta-device loading breakage are distinct regressions." + "reason": "Torch version incompatibility is not the same as meta-device model loading breakage." }, { - "left": "issue:42947", - "right": "issue:45704", + "left": "issue:43873", + "right": "issue:44387", "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA and an apex RMSNorm memory leak are unrelated." + "reason": "Both are memory-related, but one is offloading+quantization behavior and the other is reserved-memory growth under int4 quantization." }, { - "left": "issue:43873", - "right": "issue:44387", + "left": "issue:42947", + "right": "issue:45704", "accept": false, - "reason": "Both mention quantization/memory, but one is offloading behavior and the other is increased reserved CUDA memory under int4 quantization." + "reason": "Gradient checkpointing with PEFT LoRA is unrelated to the T5 apex.FusedRMSNorm memory leak." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "OOM from int4 reserved-memory growth is different from disabling mmap on Strix Halo to avoid OOM." + "reason": "Different OOM causes: quantization reserved-memory regression vs Strix Halo mmap behavior." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "GLM-4.7 unit-test loading failure is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + "reason": "Different models and different regression points: loading GLM-4.7-Flash in tests vs Qwen3.5 save_pretrained checkpoint correctness." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Unexpected `_is_hf_initialized` in meta initialization is unrelated to Strix Halo mmap OOM." + "reason": "Meta-init TypeError is unrelated to disabling mmap on Strix Halo." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The canonical issue choice and the two accepted soft pairs are conservative and supported by the titles: 45276/45335 are clearly the same resize_token_embeddings/output_embeddings regression, and 43404/43454 both describe lm_head weight-tying failures with similar symptoms. The remaining pairwise rejections are appropriately cautious, and the cluster summary correctly frames the rest as heterogeneous regressions rather than one duplicate family." + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft pairs are supported by the titles as the same bug family (lm_head tying; BERT loading regression), and the rejected pairs are mostly properly separated by distinct models or failure modes." }, "evaluator_used": true, "retried": false, @@ -1985,7 +1913,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-381", + "cluster_id": "cluster-15354-382", "nodes": [ "issue:39404", "issue:42947", @@ -1999,7 +1927,6 @@ "issue:43708", "issue:43716", "issue:43828", - "issue:43856", "issue:43901", "issue:43906", "issue:43931", @@ -2023,6 +1950,7 @@ "issue:44877", "issue:44898", "issue:44912", + "issue:44918", "issue:44928", "issue:44960", "issue:44991", @@ -2038,8 +1966,8 @@ ], "soft_pairs": [ "issue:44292|issue:44912", - "issue:45684|issue:45698", "issue:44743|issue:44960", + "issue:45684|issue:45698", "issue:45276|issue:45292", "issue:43957|issue:44756", "issue:42947|issue:43381", @@ -2060,9 +1988,9 @@ "issue:43906|issue:44530", "issue:43931|issue:44863", "issue:43611|issue:43645", - "issue:43901|issue:44509", "issue:43425|issue:43716", "issue:44530|issue:45084", + "issue:43901|issue:44509", "issue:39404|issue:44912", "issue:43299|issue:43931", "issue:44863|issue:45663", @@ -2071,139 +1999,139 @@ "issue:44265|issue:44898", "issue:43994|issue:44079", "issue:44671|issue:44991", - "issue:43856|issue:44756", - "issue:39404|issue:44671" + "issue:39404|issue:44671", + "issue:43425|issue:44918" ], - "prepared_review_unit_hash": "a689f282053f7d16620b28985709eb38ab5b58ccf675ea4e9caa7f9c379ee8c9", + "prepared_review_unit_hash": "589688d1cd5100f11d708fdf101bbbcc82be1832efa56b86d9c7256188c3a499", "component_budget": { - "node_count": 381, - "item_count": 381, - "soft_pair_count": 1427, - "serialized_chars": 735824, - "estimated_input_tokens": 183956, - "estimated_eval_tokens": 368168 + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 36, - "serialized_chars": 38394, - "estimated_input_tokens": 9599, - "estimated_eval_tokens": 19454 + "serialized_chars": 38406, + "estimated_input_tokens": 9602, + "estimated_eval_tokens": 19460 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a heterogeneous set of Transformers v5 regressions around loading, custom-model plumbing, tokenizer/config behavior, and model-specific runtime bugs. The only clear duplicate chain is the resize_token_embeddings trio; most other soft pairs are too broad or target different code paths.", - "confidence": 0.67, - "canonical_issue_reason": "Issue 43611 is the broadest representative of the cluster\u2019s main theme: a Transformers v5 model-loading regression affecting custom-model behavior via `base_model_prefix`. It is more central than the narrower, model-specific reports.", + "summary": "The cluster is mostly a grab-bag of unrelated Transformers regressions, but there is a tight duplicate family around `resize_token_embeddings` not updating model-specific output/input embeddings. A separate Qwen3-VL loading pair also looks plausibly duplicate, while the rest are better treated as distinct issues.", + "confidence": 0.66, + "canonical_issue_reason": "issue:45292 is the most general member of the tight resize_token_embeddings regression family; the Gemma4 and t5gemma reports look like narrower manifestations of the same missing propagation behavior.", "canonical_pr_reason": null, - "best_issue_reason": "43611 is the best single triage anchor in this set because it is a general v5 loading regression with broad applicability, whereas most other issues are narrower one-off model or runtime failures.", + "best_issue_reason": "issue:45292 is the best representative issue in this cluster because it states the bug in the broadest, least model-specific terms.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Both are quantization/loading failures, but they involve different quantization formats and different failure modes; not the same bug." + "reason": "Both are quantization/loading failures, but they affect different models and different failure modes (`Qwen-3-8B-NVFP4` vs `git-oss-20b` MXFP4 fallback)." }, { - "left": "issue:45684", - "right": "issue:45698", + "left": "issue:44743", + "right": "issue:44960", "accept": false, - "reason": "Both involve custom-model save/load flows, but one is a permissions issue and the other loads the wrong module; distinct underlying problems." + "reason": "Different bugs: recurrent state reset with cache/seq_len>1 versus an unrelated GLM5 issue." }, { - "left": "issue:44743", - "right": "issue:44960", + "left": "issue:45684", + "right": "issue:45698", "accept": false, - "reason": "Different model/runtime bugs: recurrent cache state reset vs a GLM5-specific issue." + "reason": "One is a permissions propagation problem in `save_pretrained`; the other is loading the wrong custom module after save. Related workflow, not the same bug." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same `resize_token_embeddings` regression; 45276 is a Gemma4-specific manifestation of the broader output_embeddings failure in 45292." + "reason": "Same underlying bug: `resize_token_embeddings` does not propagate to model-specific embedding/output layers; one report is just Gemma4-specific wording." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Unrelated loading/meta-device bug versus a Strix Halo mmap/OOM issue." + "reason": "`torch.device(\"meta\")` model-loading breakage and disabling mmap on Strix Halo are different causes and fixes." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is about LoRA ineffective checkpointing and the other about eval-mode restrictions." + "reason": "Both mention gradient checkpointing, but one is ineffective with PEFT LoRA and the other forbids checkpointing in eval mode; distinct code paths." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Different failures: eval-mode checkpointing restriction vs Qwen3.5 RLHF NaNs from 3D position_ids/SDPA fallback." + "reason": "Eval-mode checkpointing restriction is unrelated to the Qwen3.5 NaN/SDPA fallback regression." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to the Strix Halo mmap/OOM problem." + "reason": "`extra_state` serialization handling is unrelated to the Strix Halo mmap OOM problem." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization breakage and Trainer resume/max_steps calculation are different code paths." + "reason": "Custom model initialization in notebooks and `resume_from_checkpoint` max_steps calculation are unrelated." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention sink-less crash and Gemma-4 FSDP2 KeyError are separate model/integration bugs." + "reason": "Flash-attention `s_aux=None` crash and Gemma4 FSDP2 `shared_kv_states` rebuild are different model internals and failures." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "A video-input regression for Qwen variants is not the same as granite_speech config strictness." + "reason": "Video-input regression for Qwen VL models versus strict config blocking `granite_speech`; not the same issue." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab-size mismatch and a specific model-loading failure are not the same underlying issue." + "reason": "Different tokenizer/vocab-loading failures for different models." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same `resize_token_embeddings` family bug: both report the resized embeddings not propagating to the model\u2019s target embedding/output layers." + "reason": "Same resize_token_embeddings regression family: the generic output embedding bug and the t5gemma decoder embedding bug are both missing propagation to custom embedding modules." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook custom-model initialization and extra_state save/load failures are different regressions." + "reason": "Notebook custom-model initialization breakage is unrelated to handling `extra_state` in save/load." }, { "left": "issue:43257", "right": "issue:44863", "accept": false, - "reason": "Different model families and different loading failures; not the same bug." + "reason": "Both are model-loading problems, but they involve different model families and different failure mechanisms." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch and meta-device loading failure are distinct runtime/loading problems." + "reason": "Autocast dtype mismatch for Phi-tiny-MoE is not the same bug as meta-device loading breakage." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version incompatibility is too broad and does not match the specific autocast dtype mismatch bug." + "reason": "Torch 2.10 compatibility and an autocast dtype mismatch are different problems." }, { "left": "issue:44589", @@ -2215,115 +2143,115 @@ "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language regression is unrelated to a general tokenization-change report." + "reason": "Whisper pipeline `return_language` regression and tokenization changes across versions are different issues." }, { "left": "issue:44479", "right": "issue:45663", "accept": false, - "reason": "Different areas: video input regression versus Gemma-4 training/FSDP2 state handling." + "reason": "Qwen VL video regression versus Gemma4 FSDP2 key error are unrelated." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "Isolated reproduction of another issue and a PagedAttentionCache crash are not the same bug." + "reason": "An isolated reproduction of another bug versus a cache crash on Qwen3.5 linear_attention; not the same defect." }, { "left": "issue:43931", "right": "issue:44863", "accept": false, - "reason": "Qwen3-VL shape mismatch and NemotronH checkpoint loading are different model-loading failures." + "reason": "Both are loading errors, but they concern different model families and distinct shape-mismatch situations." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both are v5/custom-model regressions, but one is about `base_model_prefix` loading and the other is about notebook-defined custom model initialization." - }, - { - "left": "issue:43901", - "right": "issue:44509", - "accept": false, - "reason": "Both are docs-related, but they refer to different pipeline/task deprecations and not the same fix." + "reason": "`base_model_prefix` loading regression and Jupyter notebook custom-model initialization are separate problems." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch incompatibility is not the same as a Mistral-3 image preprocessor dtype mismatch." + "reason": "Torch version incompatibility and Mistral-3 dtype mismatch are not the same bug." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "Different failures: PagedAttentionCache invalid group type vs compile-time non-template-node error." + "reason": "Cache `linear_attention` crash and template compilation failure are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but one is about `return_all_scores` text and the other about removed pipeline tasks." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline language-return issue is unrelated to MXFP4 quantization fallback." + "reason": "Whisper pipeline behavior and MXFP4 quantization loading are unrelated." }, { "left": "issue:43299", "right": "issue:43931", - "accept": false, - "reason": "Qwen3VL-MoE loading regression and Qwen3-VL weight-shape mismatch are related only by model family, not the same bug." + "accept": true, + "reason": "Both describe Qwen3-VL/MoE model loading failures with weight-shape mismatch symptoms under Transformers 5.x; they look like the same underlying loader regression." }, { "left": "issue:44863", "right": "issue:45663", "accept": false, - "reason": "NemotronH checkpoint loading and Gemma-4 FSDP2 KeyError are different code-path failures." + "reason": "NemotronH checkpoint loading and Gemma4 FSDP2 `shared_kv_states` rebuilding are unrelated." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression and a mask shape IndexError are unrelated." + "reason": "Qwen VL video input regression and a mask/tensor shape mismatch are different errors." }, { "left": "issue:43257", "right": "issue:45663", "accept": false, - "reason": "Qwen3 MoE conversion/loading issue is unrelated to Gemma-4 FSDP2 shared_kv_states behavior." + "reason": "Qwen3 MOE loading under accelerate/deepspeed and Gemma4 FSDP2 attention state handling are unrelated." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export/torch_compilable_check failure and Perceiver resolution/interpolation failure are different bugs." + "reason": "`torch.export.export` with `torch_compilable_check` is a different path from Perceiver resize/interpolate failures." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Nonsensical Siglip2 outputs and ModelOutput key assignment are distinct issues." + "reason": "Incorrect SigLIP2 outputs and `ModelOutput` key assignment are different bugs." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT prediction regressions and tokenizer loading for est-roberta are different problems." + "reason": "CamemBERT masked-LM predictions and tokenizer loading for `EMBEDDIA/est-roberta` are unrelated." }, { - "left": "issue:43856", - "right": "issue:44756", + "left": "issue:39404", + "right": "issue:44671", "accept": false, - "reason": "Qwen3 MoE memory efficiency and Strix Halo mmap/OOM are not the same underlying bug." + "reason": "Whisper pipeline language-return regression and CamemBERT prediction regression are unrelated." }, { - "left": "issue:39404", - "right": "issue:44671", + "left": "issue:43425", + "right": "issue:44918", "accept": false, - "reason": "Whisper pipeline language return and CamemBERT masked-LM prediction regressions are unrelated." + "reason": "Torch version incompatibility and Qwen3.5 input-embedding unpacking are different issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays suitably conservative. The only accepted soft-edge chain is the resize_token_embeddings family, which is well supported by the titles and similarity scores. The other pairwise rejections are cautious and plausible, and the chosen anchor/canonical issue is defensible as the broadest v5 loading regression in the set." + "feedback": "The summary is grounded in the packet and stays mostly conservative. The resize_token_embeddings family is the clearest cluster, and the two accepted soft pairs are plausibly same-bug duplicates based on the titles. The rest are rejected without overclaiming. Minor caution: the Qwen3-VL pair is only plausibly duplicate from the available metadata, but the wording does not overstate beyond that." }, "evaluator_used": true, "retried": false, @@ -2342,7 +2270,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-381", + "cluster_id": "cluster-15354-382", "nodes": [ "issue:32090", "issue:34567", @@ -2352,9 +2280,7 @@ "issue:40990", "issue:42915", "issue:42947", - "issue:43262", "issue:43317", - "issue:43377", "issue:43404", "issue:43421", "issue:43425", @@ -2370,6 +2296,7 @@ "issue:43645", "issue:43646", "issue:43716", + "issue:43856", "issue:43883", "issue:43957", "issue:44164", @@ -2382,9 +2309,9 @@ "issue:44530", "issue:44589", "issue:44683", + "issue:44756", "issue:44811", "issue:44849", - "issue:44918", "issue:44987", "issue:44991", "issue:45081", @@ -2394,25 +2321,25 @@ "issue:45685" ], "soft_pairs": [ - "issue:43425|issue:44918", + "issue:43856|issue:44756", "issue:43596|issue:44683", "issue:44589|issue:45084", - "issue:40990|issue:42947", "issue:43425|issue:45685", + "issue:40990|issue:42947", "issue:36032|issue:43452", "issue:44991|issue:45081", "issue:32090|issue:39404", - "issue:43883|issue:44488", "issue:43957|issue:44164", "issue:43582|issue:43632", + "issue:43883|issue:44488", "issue:44164|issue:44479", "issue:44488|issue:45081", "issue:40990|issue:43421", "issue:43611|issue:43644", "issue:44488|issue:44987", "issue:44206|issue:44220", - "issue:43883|issue:44991", "issue:44811|issue:45584", + "issue:43883|issue:44991", "issue:43716|issue:45084", "issue:34567|issue:40444", "issue:43643|issue:44530", @@ -2425,249 +2352,245 @@ "issue:42915|issue:44530", "issue:44849|issue:45325", "issue:43404|issue:44466", - "issue:36032|issue:43645", "issue:44987|issue:44991", - "issue:43262|issue:43377" + "issue:36032|issue:43645" ], - "prepared_review_unit_hash": "9ce1b3fb6c876777168b003ada4f81f6cda4475110afb221468782be82383e60", + "prepared_review_unit_hash": "f3d8285cff194fedcd75f4857fecfcbc87cedd4736398d7b53187aa31e14fd97", "component_budget": { - "node_count": 381, - "item_count": 381, - "soft_pair_count": 1427, - "serialized_chars": 735824, - "estimated_input_tokens": 183956, - "estimated_eval_tokens": 368168 + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37986, - "estimated_input_tokens": 9497, - "estimated_eval_tokens": 19250 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36986, + "estimated_input_tokens": 9247, + "estimated_eval_tokens": 18750 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose bag of unrelated Transformers issues that only share broad surface keywords like loading, tokenizers, Whisper, or v5 regressions. I would not merge any of the soft pairs; the title-level overlap is not enough to indicate the same underlying bug or change.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43611 is the broadest, most central regression-style report in the set: a generic Transformers v5 loading break tied to `base_model_prefix`, which makes it the best representative of the cluster\u2019s overall theme despite the cluster\u2019s mixed topics.", + "summary": "Mostly a heterogeneous set of Transformers v5 regressions, especially around model/tokenizer loading and initialization. Only one soft pair looks like a true duplicate; the rest are related-by-theme but not the same bug.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43611 is the broadest and most representative loading-regression report in this cluster, covering a core v5 model-loading breakage that sits near several other init/load complaints.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the most generally applicable issue here and best captures the recurring v5 model-loading regression pattern seen in several nearby titles.", + "best_issue_reason": "issue:43611 is the best single issue to anchor the cluster because it describes a central, generic Transformers v5 loading failure rather than a model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43425", - "right": "issue:44918", + "left": "issue:43856", + "right": "issue:44756", "accept": false, - "reason": "Different failures: Torch version incompatibility vs Qwen3.5 embedding unpacking with TRL SFT; same broad area, not the same bug." + "reason": "Both mention memory, but one is Qwen3 MoE training efficiency and the other is Strix Halo mmap OOM; different code paths and fixes." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "One is a DeepSpeed ZeRO3/BertModel indexing crash; the other is a torch>=2.9 flex_attention compilation failure. Different code paths." + "reason": "Deepspeed/Zero3 Bert loading is unrelated to compiled flex_attention failing on newer torch." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup error vs template-node compilation error; no evidence of a shared underlying defect." + "reason": "Different failures: a float8 storage lookup error versus a template-node compilation error." }, { - "left": "issue:40990", - "right": "issue:42947", + "left": "issue:43425", + "right": "issue:45685", "accept": false, - "reason": "Perplexity quality issue on GPT-OSS is unrelated to gradient checkpointing/LoRA behavior." + "reason": "Torch 2.10 incompatibility is a different problem from an MPS int histogram kernel missing on MoE." }, { - "left": "issue:43425", - "right": "issue:45685", + "left": "issue:40990", + "right": "issue:42947", "accept": false, - "reason": "Torch 2.10 incompatibility is unrelated to an MPS histogram kernel missing for Int." + "reason": "Perplexity on gpt-oss and ineffective gradient checkpointing with LoRA are unrelated bugs." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Tokenizer method-name conflict in T5 is unrelated to `gguf_file` loading failures for AutoTokenizer/AutoModel." + "reason": "Tokenizer method-name conflict is unrelated to gguf_file loading failures." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both affect tokenizer loading, but one is an EMBEDDIA RoBERTa tokenizer regression and the other is a Mistral regex-patching crash; different bugs." + "reason": "Both are tokenizer load regressions, but they involve different models and different failure causes." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer GPU broadcast NoneType error and Whisper `return_language` pipeline regression are unrelated." - }, - { - "left": "issue:43883", - "right": "issue:44488", - "accept": false, - "reason": "Both are model-loading failures, but the symptoms and model families differ; not the same underlying issue." + "reason": "Trainer GPU broadcast NoneType error is unrelated to Whisper return_language pipeline behavior." }, { "left": "issue:43957", "right": "issue:44164", "accept": false, - "reason": "Meta-device loading breakage and extra_state save/load handling are different serialization/loading problems." + "reason": "Meta-device loading issues and extra_state save/load handling are different regressions." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError is unrelated to the `_is_hf_initialized` flag regression." + "reason": "AppleSilicon allocator warmup TypeError is not the same as the _is_hf_initialized flag regression." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys for Molmo is unrelated to loading a specific BERT model." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "save/from_pretrained extra_state handling is not the same as a Qwen video-input regression." + "reason": "extra_state serialization and Qwen video-input regressions do not share the same bug." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Both are loading-related, but the affected models and failure modes are different; no shared concrete code-path bug." + "reason": "Both are load-time failures, but one is a BERT model load and the other is a Mistral tokenizer regex patch crash." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity regression and runtime special-token/post-processor update behavior are unrelated." + "reason": "Perplexity regression and tokenizer backend post-processor updating are unrelated." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both mention v5 model-loading behavior, but one is `base_model_prefix` loading and the other is non-persistent buffer initialization; different root causes." + "reason": "Both are v5 loading regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; too broad to treat as one bug." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Different model loading regressions: `cjvt/sleng-bert` vs `physical-intelligence/fast`." + "reason": "Different models and different loading failures; no clear shared concrete bug." }, { "left": "issue:44206", "right": "issue:44220", - "accept": false, - "reason": "`LasrFeatureExtractor` unsupported argument crash and `_torch_extract_fbank_features()` are related audio areas but not the same concrete failure." + "accept": true, + "reason": "Both point to the same audio feature-extraction path: _torch_extract_fbank_features causing a crash via an unsupported center argument." }, { - "left": "issue:43883", - "right": "issue:44991", + "left": "issue:44811", + "right": "issue:45584", "accept": false, - "reason": "Missing `all_tied_weights_keys` during loading is not the same as tokenizer loading for EMBEDDIA/est-roberta." + "reason": "Both involve Whisper, but one is batch_decode skip_special_tokens handling and the other is empty-transcription generation after align_special_tokens." }, { - "left": "issue:44811", - "right": "issue:45584", + "left": "issue:43883", + "right": "issue:44991", "accept": false, - "reason": "Both are Whisper-related, but one is batch decoding skip-special-tokens behavior and the other is empty transcription after align_special_tokens; different bugs." + "reason": "Different model-loading issues with no evidence of the same underlying cause." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Mistral image-preprocessor dtype mismatch and template compilation failure are unrelated." + "reason": "Mistral-3 dtype mismatch and template-node compilation error are unrelated." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token counting and Qwen2.5-VL iterable dataset multi-image finetuning are unrelated." + "reason": "Trainer token counting and Qwen2.5-VL iterable dataset multi-image failure are separate problems." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "`AutoConfig` missing fields with `trust_remote_code=True` is unrelated to Qwen3.5 PagedAttentionCache group-type crashes." + "reason": "AutoConfig missing fields with trust_remote_code is unrelated to Qwen3.5 paged attention cache crashes." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are v5 custom-model regressions, but one is non-persistent buffer junk and the other is custom model initialization; too broad and not the same bug." + "reason": "Both are v5 initialization regressions, but one is junk buffers and the other is custom model init; not the same concrete bug." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "`gguf_file` loading breakage and Qwen2.5-GGUF v5 loading failure are related only at a high level; not enough to treat as the same defect." + "reason": "Both concern GGUF loading, but one is a generic gguf_file API break and the other is a specific Qwen2.5-GGUF failure; too speculative to merge." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Model loading failure for `vesteinn/ScandiBERT` is unrelated to `physical-intelligence/fast` loading failure." + "reason": "Different model load failures with no clear shared code-path bug." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer special-token conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." + "reason": "Tokenizer method conflict and Qwen3Moe FP8 training failure are unrelated." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "device_map/offload dequantized-model loading and Qwen2.5-GGUF loading failure are different loading paths and different bugs." + "reason": "Dequantized model offload loading and GGUF loading failure are different issues." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Mixtral grouped_mm torch dynamo tracing error is unrelated to template-node compilation errors." + "reason": "Torch dynamo grouped_mm tracing failure is unrelated to template-node compilation." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Qwen3Moe FP8 config failure and PagedAttentionCache linear_attention crash are different Qwen issues with different failure modes." + "reason": "Both mention Qwen/MoE, but they fail in different subsystems and with different causes." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen3.5 regressions, but one is output_hidden_states handling and the other is video rope-position scaling; not the same bug." + "reason": "Qwen3.5 hidden-states output and Qwen2.5-VL rope index scaling are separate regressions." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both concern tied weights/lm_head, but one is a specific model not tying weights and the other is device-dependent serialization of lm_head.weight; related area, not the same concrete bug." - }, - { - "left": "issue:36032", - "right": "issue:43645", - "accept": false, - "reason": "Tokenizer special-token method conflict is unrelated to custom model initialization in Jupyter notebooks." + "reason": "Mistral3 weight-tying bug is unrelated to inconsistent lm_head.weight serialization." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are loading failures, but they involve different models and different parts of the stack (model vs tokenizer)." + "reason": "Both are loading failures on different models, but there is no evidence they share the same defect." }, { - "left": "issue:43262", - "right": "issue:43377", + "left": "issue:36032", + "right": "issue:43645", "accept": false, - "reason": "Audio processor chat-template sampling-rate default and MIMI encoder padding-mask batching are unrelated." + "reason": "Tokenizer method conflict and custom model initialization in notebooks are not the same bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The single accepted pair (44206/44220) is plausibly the same audio feature-extraction regression, and the rejected pairs are generally justified as distinct failure modes or at least not clearly mergeable." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -2682,7 +2605,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-381", + "cluster_id": "cluster-15354-382", "nodes": [ "issue:36032", "issue:40444", @@ -2690,12 +2613,12 @@ "issue:41553", "issue:42175", "issue:42915", + "issue:43262", "issue:43296", "issue:43317", "issue:43322", "issue:43377", "issue:43404", - "issue:43421", "issue:43531", "issue:43540", "issue:43582", @@ -2716,7 +2639,7 @@ "issue:44451", "issue:44479", "issue:44534", - "issue:44568", + "issue:44589", "issue:44610", "issue:44683", "issue:44756", @@ -2734,244 +2657,251 @@ "issue:45663" ], "soft_pairs": [ + "issue:43262|issue:43377", "issue:43646|issue:44534", "issue:45084|issue:45507", "issue:43994|issue:44610", "issue:43645|issue:44534", - "issue:41553|issue:43582", "issue:43322|issue:43540", "issue:44403|issue:45081", "issue:45216|issue:45357", + "issue:41553|issue:43582", "issue:43377|issue:43819", - "issue:44451|issue:45081", "issue:44220|issue:44683", - "issue:44265|issue:44610", + "issue:44451|issue:45081", "issue:43404|issue:45127", - "issue:44987|issue:45081", + "issue:44265|issue:44610", "issue:42915|issue:45084", "issue:43632|issue:44756", + "issue:44987|issue:45081", "issue:44479|issue:45325", "issue:44062|issue:44987", - "issue:43296|issue:43531", "issue:42915|issue:44291", + "issue:43296|issue:43531", "issue:43611|issue:44534", "issue:36032|issue:43742", "issue:40444|issue:45325", "issue:43317|issue:43856", - "issue:40990|issue:44811", "issue:44079|issue:45663", - "issue:42175|issue:45542", - "issue:43421|issue:44568", - "issue:43531|issue:44877" + "issue:43531|issue:44877", + "issue:42915|issue:44589", + "issue:40990|issue:44811", + "issue:42175|issue:45542" ], - "prepared_review_unit_hash": "fc9d6ba6f1a358bd2278e135540c8147bb4e6e117f4bef7de2279c8c25ea8d3f", + "prepared_review_unit_hash": "0e56d02194b4e730e4837f4af9a6c7ccc555931b8c5587e1c719826c2f8e87e5", "component_budget": { - "node_count": 381, - "item_count": 381, - "soft_pair_count": 1427, - "serialized_chars": 735824, - "estimated_input_tokens": 183956, - "estimated_eval_tokens": 368168 + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36393, - "estimated_input_tokens": 9099, - "estimated_eval_tokens": 18454 + "soft_pair_count": 30, + "serialized_chars": 36654, + "estimated_input_tokens": 9164, + "estimated_eval_tokens": 18584 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. I only see two likely duplicate pairs: the Qwen3.5 `save_pretrained` regression pair and the TensorFlow backend installation/package pair. The rest are separate bugs affecting different models or code paths.", + "summary": "The cluster is mostly a loose grouping of Transformers v5 regression reports, but only a couple of pairs look like true duplicates. Most pairs are different bugs in adjacent areas (model loading, audio/video preprocessing, quantization, packaging) and should stay separate.", "confidence": 0.78, - "canonical_issue_reason": "No single canonical issue cleanly covers the whole cluster because it splits into unrelated bug themes; if forced to pick one representative, issue 45216 is the clearest regression-style report in the strongest duplicate pair.", + "canonical_issue_reason": "issue:43646 is the broadest and most representative of the shared theme in this cluster: Transformers 5 breaking custom model initialization/loading. It captures the main regression family better than the narrower model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45216 is the best standalone representative among the duplicate-like reports: it is broad, regression-focused, and its narrower follow-up (45357) maps to the same `save_pretrained` problem.", + "best_issue_reason": "issue:43646 is the best single issue to anchor this cluster because it is generic, centrally phrased, and aligns with several nearby v5 init/load regressions; it is the most useful umbrella among otherwise mixed reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Different audio bugs: one is a 16kHz default in apply_chat_template, the other is batched-vs-single MIMI output mismatch from missing padding-mask support." + }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Different failures: custom model init vs non-persistent buffer initialization." + "reason": "Both involve Transformers v5 regressions, but the underlying bugs differ: custom model initialization vs non-persistent buffers being filled with junk." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Unrelated code paths: template compilation error vs GraniteMoEHybrid method dispatch." + "reason": "Unrelated failures in different code paths; no shared concrete bug or fix surface is evident from the titles." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Different models and symptoms; one is bad outputs, the other is a processor/image-size mismatch." + "reason": "Both are vision-related, but they describe different model/processor mismatches and likely different root causes." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Jupyter custom-model init issue is distinct from the buffer junk regression." - }, - { - "left": "issue:41553", - "right": "issue:43582", - "accept": false, - "reason": "Bad AutoTokenizer error for Voxtral is unrelated to an Apple Silicon warmup TypeError." + "reason": "Jupyter/custom-model initialization regression is distinct from the non-persistent-buffer corruption bug." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Both are multimodal/video-related, but they target different models and concrete failures." + "reason": "Different multimodal loading/runtime failures on different model families; no common underlying code-path is clear." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Generic loading noise is not the same bug as the Mistral regex backend crash." + "reason": "A generic loading noise issue and a Mistral regex patch crash are not the same bug." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same Qwen3.5 `save_pretrained` regression; 45357 is a narrower symptom of the same broken save path." + "reason": "Both report the same Qwen3.5 save_pretrained regression producing incorrect checkpoints/visual encoder keys across nearby versions." }, { - "left": "issue:43377", - "right": "issue:43819", + "left": "issue:41553", + "right": "issue:43582", "accept": false, - "reason": "Different model families and different numerical mismatch causes." + "reason": "Bad AutoTokenizer error handling for Voxtral and Apple Silicon caching_allocator_warmup TypeError are unrelated." }, { - "left": "issue:44451", - "right": "issue:45081", + "left": "issue:43377", + "right": "issue:43819", "accept": false, - "reason": "Loading a specific model is unrelated to the Mistral tokenizer backend crash." + "reason": "Both concern audio models, but one is a padding-mask batching mismatch and the other is a DAC latent/STE inconsistency." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio feature extraction and compiled flex_attention are separate subsystems." + "reason": "Different subsystems: fbank feature extraction vs compiled flex_attention." }, { - "left": "issue:44265", - "right": "issue:44610", + "left": "issue:44451", + "right": "issue:45081", "accept": false, - "reason": "Export failure due to torch_compilable_check is unrelated to the OmDet processor size bug." + "reason": "Loading ScandiBERT and Mistral regex patching are different model-specific problems." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both mention weight tying, but they describe different models and different failure modes." + "reason": "Weight tying in Mistral3ForConditionalGeneration is not the same as LoRA merge collapse with extended vocab." }, { - "left": "issue:44987", - "right": "issue:45081", + "left": "issue:44265", + "right": "issue:44610", "accept": false, - "reason": "Different model-loading regressions; no shared code-path evidence." + "reason": "torch.export exportability and processor image-size mismatch are unrelated." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3Moe FP8 config failure is unrelated to the template-node compilation error." + "reason": "Quantization/config failure for Qwen3MoE is unrelated to template compilation errors." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "Different bugs: `_is_hf_initialized` breakage vs mmap/OOM handling." + "reason": "_is_hf_initialized flag regression and Strix Halo mmap OOM are separate issues." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Loading physical-intelligence/fast and patching the Mistral regex are different failures." }, { "left": "issue:44479", "right": "issue:45325", - "accept": false, - "reason": "Related model family, but one is a broad video regression and the other is a still-image rope-index scaling bug." + "accept": true, + "reason": "These point to the same Qwen2.5-VL/Qwen3-VL temporal-position regression: a broad video-input regression and its specific rope-index scaling cause." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken keyword conflict is unrelated to loading `physical-intelligence/fast`." + "reason": "AddedToken special-argument duplication is unrelated to the physical-intelligence/fast loading failure." }, { - "left": "issue:43296", - "right": "issue:43531", + "left": "issue:42915", + "right": "issue:44291", "accept": false, - "reason": "Different model families and failure mechanisms." + "reason": "FineGrainedFP8Config failure and init_empty_weights unexpected _is_hf_initialized are different regressions." }, { - "left": "issue:42915", - "right": "issue:44291", + "left": "issue:43296", + "right": "issue:43531", "accept": false, - "reason": "FineGrainedFP8Config failure is not the same as the `_is_hf_initialized` init_empty_weights TypeError." + "reason": "PaddleOCR-VL load failure in vLLM and Qwen3-MoE sliding_window behavior are unrelated." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Base-model-prefix loading regression is distinct from non-persistent buffer corruption." + "reason": "base_model_prefix loading breakage is a different bug from non-persistent buffer corruption." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer method name conflict is unrelated to MobileLLM key errors." + "reason": "T5Tokenizer add_special_tokens conflict and MobileLLM key error are different tokenizer/model-load failures." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "IterableDataset multi-image failure is not the same as the Qwen2.5-VL rope-index regression." + "reason": "IterableDataset multi-image finetuning failure is not the same as the Qwen2.5-VL rope-index temporal scaling bug." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Dequantized offload/device-map bug is unrelated to Qwen3 MoE memory inefficiency." + "reason": "device_map offload/dequantized-model loading and Qwen3 MoE memory usage are distinct performance/loading issues." }, { - "left": "issue:40990", - "right": "issue:44811", + "left": "issue:44079", + "right": "issue:45663", "accept": false, - "reason": "Perplexity anomaly and Whisper decode behavior are unrelated." + "reason": "ModelOutput key assignment logic and Gemma4 shared_kv_states/FSDP2 KeyError are different code paths." }, { - "left": "issue:44079", - "right": "issue:45663", + "left": "issue:43531", + "right": "issue:44877", "accept": false, - "reason": "ModelOutput key assignment and Gemma4 attention state rebuilding are different bugs." + "reason": "Qwen3-MoE sliding_window behavior and granite_speech config strictness are unrelated." }, { - "left": "issue:42175", - "right": "issue:45542", - "accept": true, - "reason": "Both describe the same TensorFlow packaging/backend omission after install; 45542 is a narrower manifestation of the same missing-TF problem." + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and missing Float8 storage object are not the same concrete bug." }, { - "left": "issue:43421", - "right": "issue:44568", + "left": "issue:40990", + "right": "issue:44811", "accept": false, - "reason": "Related tokenizer-special-token area, but not enough evidence they are the same concrete bug." + "reason": "High perplexity on gpt-oss and Whisper batch_decode skip_special_tokens handling are unrelated." }, { - "left": "issue:43531", - "right": "issue:44877", + "left": "issue:42175", + "right": "issue:45542", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to the granite_speech config load failure." + "reason": "Both touch TensorFlow/package setup, but one is missing tf backend in the torch extra while the other is an undefined tf-backend error when only tensorboard is installed." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The two accepted pairs are plausible duplicates from their titles alone: 45216/45357 both concern Qwen3.5 `save_pretrained`, and 42175/45542 both concern missing/undefined TensorFlow backend installation behavior. The remaining rejects are appropriately cautious given the evidence." + "feedback": "The summary is well grounded in the packet: issue:43646 is a reasonable umbrella for the Transformers v5 custom-init/load regression family, and the overall assessment stays appropriately cautious. The accepted soft-edge pairs are the only ones with clear title-level overlap, while the rest are conservatively rejected as distinct bugs." }, "evaluator_used": true, "retried": false, @@ -2990,7 +2920,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-381", + "cluster_id": "cluster-15354-382", "nodes": [ "issue:33666", "issue:35707", @@ -3001,11 +2931,11 @@ "issue:42915", "issue:43296", "issue:43377", + "issue:43421", "issue:43425", "issue:43454", "issue:43482", "issue:43525", - "issue:43526", "issue:43531", "issue:43611", "issue:43632", @@ -3016,7 +2946,6 @@ "issue:43818", "issue:43828", "issue:43881", - "issue:43883", "issue:43994", "issue:44079", "issue:44265", @@ -3025,6 +2954,7 @@ "issue:44466", "issue:44488", "issue:44534", + "issue:44568", "issue:44589", "issue:44683", "issue:44829", @@ -3041,26 +2971,26 @@ "issue:45538" ], "soft_pairs": [ - "issue:42915|issue:44589", "issue:43818|issue:45357", + "issue:43421|issue:44568", "issue:43632|issue:44534", "issue:43425|issue:44403", "issue:36032|issue:41720", "issue:44683|issue:45020", "issue:44829|issue:45479", - "issue:43482|issue:45538", "issue:33666|issue:40444", - "issue:43792|issue:44589", + "issue:43482|issue:45538", "issue:44403|issue:44991", + "issue:43792|issue:44589", "issue:44079|issue:44534", - "issue:43377|issue:45491", "issue:35707|issue:40444", + "issue:43377|issue:45491", "issue:43482|issue:43525", "issue:43749|issue:44079", "issue:44291|issue:44589", - "issue:43881|issue:44488", "issue:43644|issue:44079", "issue:40444|issue:45381", + "issue:43881|issue:44488", "issue:45325|issue:45381", "issue:44265|issue:45072", "issue:41720|issue:45081", @@ -3071,229 +3001,222 @@ "issue:43994|issue:44898", "issue:43454|issue:44466", "issue:42915|issue:43482", - "issue:43526|issue:43883", "issue:43828|issue:44683" ], - "prepared_review_unit_hash": "e8ea2e32678e773748ab36fc95676192af28330d8609650f76e5133572d8eead", + "prepared_review_unit_hash": "c6aa746e40892992b5a0de34d2a9fc1f0498aed5421eebf494c928a3201c7fe8", "component_budget": { - "node_count": 381, - "item_count": 381, - "soft_pair_count": 1427, - "serialized_chars": 735824, - "estimated_input_tokens": 183956, - "estimated_eval_tokens": 368168 + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36813, - "estimated_input_tokens": 9204, - "estimated_eval_tokens": 18664 + "soft_pair_count": 31, + "serialized_chars": 36554, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly distinct model- or release-specific regression reports. A few pairs are thematically close (especially v5 and Qwen2.5-VL issues), but none are strong enough to merge as the same underlying bug/change.", + "summary": "The cluster is mostly a grab-bag of transformers v5 regression reports across different models and subsystems. No soft pair looks like a safe duplicate with the same concrete bug; the closest ones are still too model-specific or symptom-specific to merge.", "confidence": 0.84, - "canonical_issue_reason": "issue:45020 is the broadest open umbrella for recent-transformers regressions around remote_code/model loading, so it best fits as the cluster anchor among these mostly specific breakage reports.", + "canonical_issue_reason": "issue:45020 is the broadest and most representative issue: it frames the cluster as a general regression class affecting recent transformers versions and remote-code models, which matches the cluster\u2019s overall theme better than the narrower model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the most useful representative issue because it is broad, current, and open, making it the best landing point for related regression reports.", + "best_issue_reason": "issue:45020 is the best global issue candidate because it is open, high-level, and can plausibly serve as the umbrella for the surrounding v5 compatibility regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42915", - "right": "issue:44589", + "left": "issue:43818", + "right": "issue:45357", "accept": false, - "reason": "Both mention FP8/float8 problems, but one is a FineGrainedFP8Config failure and the other is a Float8 storage lookup error; these look like different bugs." + "reason": "Different models and different failure modes: Video-LLaVA missing temporal attention/weight tying vs Qwen3.5 visual encoder key serialization." }, { - "left": "issue:43818", - "right": "issue:45357", + "left": "issue:43421", + "right": "issue:44568", "accept": false, - "reason": "Different models and different code paths: Video-LLaVA tower/weights vs Qwen3.5 save_pretrained visual-key handling." + "reason": "Both involve tokenizers, but one is runtime post-processor updates and the other is BOS/EOS insertion for a specific tokenizer; not the same bug." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "Both are transformers v5 regressions, but one concerns `_is_hf_initialized` and the other non-persistent buffer serialization; not the same bug." + "reason": "One is about the `_is_hf_initialized` flag, the other about non-persistent buffers being filled with junk; related era, different problem." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch compatibility/versioning issue vs a generic loading-noise report; no concrete shared failure mode." + "reason": "Torch version incompatibility and loading noise are unrelated." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer method-name conflict and a CUDA assert during auto device mapping are unrelated failures." + "reason": "Tokenizer method conflict vs Qwen3 device-mapping CUDA assert; no shared code-path." }, { "left": "issue:44683", "right": "issue:45020", "accept": false, - "reason": "One is a torch>=2.9 compiled flex_attention failure; the other is a broader remote_code loading regression. Different issues." + "reason": "Compiled flex_attention on torch >=2.9 is a torch/attention issue, not the remote_code loading regression in 45020." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Both affect classification training, but one is tied to flash_attention_3 and the other to `num_labels=1` loss behavior; different root causes." - }, - { - "left": "issue:43482", - "right": "issue:45538", - "accept": false, - "reason": "GGUF loading under transformers v5 and CLIPTokenizer's absurd `model_max_length` are unrelated." + "reason": "Both are training regressions, but one is flash_attention_3 behavior and the other is single-label classification loss handling; different bugs." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Different Qwen2-VL finetuning problems: multi-GPU training vs iterable-dataset multi-image prompting." + "reason": "Both are Qwen VL training reports, but one is multi-GPU training and the other is IterableDataset with multiple images per prompt." }, { - "left": "issue:43792", - "right": "issue:44589", + "left": "issue:43482", + "right": "issue:45538", "accept": false, - "reason": "Whisper runtime failure and a Float8 storage error do not point to the same underlying bug." + "reason": "GGUF loading under transformers v5 vs CLIPTokenizer max length behavior are unrelated." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Generic loading noise vs a specific tokenizer-loading regression for EMBEDDIA/est-roberta; not the same defect." + "reason": "Unnecessary loading noise is not the same as tokenizer loading failure for a specific model." }, { - "left": "issue:44079", - "right": "issue:44534", + "left": "issue:43792", + "right": "issue:44589", "accept": false, - "reason": "ModelOutput key assignment and non-persistent buffer serialization are different internal behaviors." + "reason": "Whisper loading failure and Float8 storage lookup failure are separate errors." }, { - "left": "issue:43377", - "right": "issue:45491", + "left": "issue:44079", + "right": "issue:44534", "accept": false, - "reason": "Both involve batching/padding effects, but one is MIMI encoder padding-mask mismatch and the other is Gemma3 sliding-window NaNs; different code paths." + "reason": "ModelOutput key assignment and non-persistent buffer junk are different internal behaviors." }, { "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 IterableDataset failures." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image IterableDataset finetuning." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both are batching/padding-related, but the former is encoder padding-mask support and the latter is Gemma3 sliding-window NaNs; not the same bug." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "GGUF loading failure and missing `pad_token_id` on `Llama4Config` are distinct model/load-path issues." + "reason": "Model loading failure in GGUF and missing `pad_token_id` on Llama4Config are unrelated." }, { "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "FSDP CPU RAM efficient loading is unrelated to ModelOutput key bookkeeping." + "reason": "FSDP CPU RAM-efficient loading and ModelOutput key assignment do not share the same bug." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "`init_empty_weights` with unexpected `_is_hf_initialized` argument and a Float8 storage lookup error are separate problems." - }, - { - "left": "issue:43881", - "right": "issue:44488", - "accept": false, - "reason": "Model load failure for glm-4v-9b vs tokenizer loading for cjvt/sleng-bert; no shared bug." + "reason": "`init_empty_weights` argument handling and Float8 storage resolution are different failure points." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer junk and ModelOutput key assignment are unrelated regressions." + "reason": "Non-persistent buffer serialization and ModelOutput key bookkeeping are unrelated." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Multi-image prompt finetuning and Qwen2.5-VL video position-id errors are different modalities and symptoms." + "reason": "Qwen2.5-VL multi-image finetuning failure vs Qwen2.5-VL video vision_position_ids bug are distinct symptoms." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "GLM-4V loading failure and sleng-bert tokenizer load failure are unrelated." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL position-id issues, but one is still-image temporal scaling and the other is video vision-position IDs; close, but not clearly the same bug." + "reason": "Both are Qwen2.5-VL position-id regressions, but one is still-image temporal scaling and the other is video input position_ids; not clearly the same concrete bug." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export / torch_compilable_check failures and bfloat16 dtype mismatches are not the same code-path issue." + "reason": "torch.export/torch_compilable_check is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "A800 auto device mapping CUDA asserts and Mistral tokenizer regex patch crashes are unrelated." + "reason": "Qwen3 auto device-mapping crash and Mistral regex patch failure are different code paths." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "`_is_hf_initialized` regression and bfloat16 dtype mismatch are distinct v5-related bugs." + "reason": "_is_hf_initialized regressions and bfloat16 dtype mismatches are unrelated." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and `init_empty_weights` argument handling do not share the same root cause." + "reason": "Sliding-window behavior in Qwen3-MoE does not match init_empty_weights/_is_hf_initialized loading issues." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are v5 loading/init regressions, but one is about `base_model_prefix` and the other custom model initialization; too different to treat as one bug." + "reason": "Both are broad v5 regressions, but one is about `base_model_prefix` loading and the other about custom model initialization; too different to treat as the same bug." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Packaging/back-end selection under pip install and PaddleOCR-VL loading in vLLM are unrelated." + "reason": "Packaging/backend dependency issue vs vLLM model-loading failure are unrelated." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different vision-model failures: nonsensical SigLIP2 outputs vs Perceiver resolution/interpolation failure." + "reason": "Different models and different failure mechanisms: SigLIP pipeline outputs vs Perceiver non-default resolution handling." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "One is missing weight tying in AyaVisionConfig; the other is device-dependent serialization of tied weights. Related theme, but not the same bug." + "reason": "Both mention tied lm_head weights, but one is a missing tie causing bad generation and the other is inconsistent serialization; not the same concrete bug." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "FineGrainedFP8Config failure and Qwen2.5-GGUF loading failure are unrelated." - }, - { - "left": "issue:43526", - "right": "issue:43883", - "accept": false, - "reason": "BeitImageProcessorFast label reduction and Molmo missing `all_tied_weights_keys` are different implementation bugs." + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-GGUF loading failure are unrelated." }, { "left": "issue:43828", "right": "issue:44683", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE and compiled flex_attention failure on torch>=2.9 are separate issues." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to compiled flex_attention failures on torch >=2.9." } ] }, @@ -3315,7 +3238,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-381", + "cluster_id": "cluster-15354-382", "nodes": [ "issue:34634", "issue:35707", @@ -3328,7 +3251,6 @@ "issue:43317", "issue:43322", "issue:43377", - "issue:43404", "issue:43454", "issue:43525", "issue:43526", @@ -3343,6 +3265,7 @@ "issue:43819", "issue:43873", "issue:43881", + "issue:43883", "issue:43957", "issue:44186", "issue:44265", @@ -3370,8 +3293,9 @@ "issue:44387|issue:44617", "issue:43525|issue:44589", "issue:43792|issue:43957", - "issue:43881|issue:44991", + "issue:43526|issue:43883", "issue:43701|issue:45325", + "issue:43881|issue:44991", "issue:43262|issue:43746", "issue:43317|issue:43873", "issue:43632|issue:45563", @@ -3383,8 +3307,8 @@ "issue:44186|issue:44265", "issue:44610|issue:45325", "issue:35707|issue:41720", - "issue:43454|issue:43550", "issue:43606|issue:43819", + "issue:43454|issue:43550", "issue:43377|issue:44610", "issue:43377|issue:44898", "issue:43454|issue:45072", @@ -3396,230 +3320,222 @@ "issue:43296|issue:44991", "issue:43296|issue:44877", "issue:41720|issue:43322", - "issue:45632|issue:45684", - "issue:43526|issue:43881", - "issue:43404|issue:45357" + "issue:45632|issue:45684" ], - "prepared_review_unit_hash": "a3f019850be47be4d50b99b16ba25fc72bb988de21f306a90e943eba929fce66", + "prepared_review_unit_hash": "c36c4987efbf9e62e534d77c210a2c92ec528c23b67cd7efd0dee4460ed279ac", "component_budget": { - "node_count": 381, - "item_count": 381, - "soft_pair_count": 1427, - "serialized_chars": 735824, - "estimated_input_tokens": 183956, - "estimated_eval_tokens": 368168 + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37325, - "estimated_input_tokens": 9332, - "estimated_eval_tokens": 18920 + "soft_pair_count": 31, + "serialized_chars": 37001, + "estimated_input_tokens": 9251, + "estimated_eval_tokens": 18758 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose set of Transformer/model-loading regressions with only superficial title similarity. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "These items are mostly unrelated single-issue bugs across different models/features. I did not find any soft pair that looks like the same underlying bug/change, so no soft edges are accepted.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43749 is the strongest anchor: it has high discussion activity/inbound references and describes a concrete, impactful loading regression rather than a niche edge case.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43632 is the broadest representative of the cluster because it describes a general Transformers v5 initialization/loading regression that could sit behind several downstream failures, but it is still too general to serve as a true duplicate anchor for the rest.", + "best_issue_reason": "issue:43749 is the best standalone representative because it is clearly scoped, high-impact, and broadly referenced.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both mention OOM, but one is int4 quantization CUDA reserved memory and the other is a Sam3Video load-time CUDA OOM; different model and failure mechanism." + "reason": "Both mention OOM/memory issues, but one is int4 quantization reserved memory and the other is Sam3Video runtime OOM; different code paths and causes." }, { "left": "issue:43525", "right": "issue:44589", "accept": false, - "reason": "Llama4Config missing pad_token_id is a config-attribute bug; Float8 storage lookup is a serialization/storage-type error. No shared code path." + "reason": "Pad token ID missing on Llama4Config is unrelated to the Float8 storage lookup error; no shared bug mechanism." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Whisper-large-v2 runtime failure and meta-device loading regressions are both loading-related, but they are distinct model/path problems." + "reason": "Whisper runtime failure and meta-device loading regression are different failure modes affecting different model families." }, { - "left": "issue:43881", - "right": "issue:44991", + "left": "issue:43526", + "right": "issue:43883", "accept": false, - "reason": "glm-4v-9b loading failure and tokenizer loading for EMBEDDIA/est-roberta are unrelated models with different failure surfaces." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Molmo weight-tying attribute errors." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch is a training-state issue; Qwen2.5-VL rope index scaling is an inference/indexing bug." + "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL rope/position-id scaling." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "GLM-4V load failure and tokenizer loading failure for a different model are not the same underlying defect." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sampling-rate default and GraniteSpeech PEFT checkpoint loading are separate audio/model-loading issues." + "reason": "Both touch audio/speech models, but one is chat-template sampling-rate handling and the other is PEFT checkpoint loading." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both involve offloading/quantization, but one is a specific dequantized-model load failure and the other is a broader offloading behavior report." + "reason": "Both involve offloading/quantization, but the reported failures are different enough that they do not look like one concrete bug." }, { "left": "issue:43632", "right": "issue:45563", "accept": false, - "reason": "_is_hf_initialized breaks model init/loading; stale num_return_sequences warning is a generate warning bug." + "reason": "Broken _is_hf_initialized flag handling is unrelated to a stale warning in paged generate()." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "High perplexity on gpt-oss-20b and Whisper empty-transcription failure are unrelated model behaviors." + "reason": "High perplexity on gpt-oss-20b is unrelated to Whisper empty-transcription generation failure." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Unexpected _is_hf_initialized argument during init_empty_weights and strict GraniteSpeech config rejection are different root causes." + "reason": "These are both loading-related v5 regressions, but one is an init_empty_weights argument error and the other is strict config loading for granite_speech." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset and progressive generation with inputs_embeds/past_key_values are unrelated API/model issues." + "reason": "Bark voice_preset and progressive generation with inputs_embeds/past_key_values are different features and failures." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "Bark-small CPU offload device mismatch and torch.export failure with torch_compilable_check are different subsystems." + "reason": "CPU-offload device mismatch for bark-small is unrelated to torch.export failures with torch_compilable_check." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization/offloading behavior and tokenizer changes across versions are not the same bug." + "reason": "Quantization/offloading behavior and tokenization changes across versions are not the same bug." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "LayoutLMv2Tokenizer padding/truncation crashes are a tokenizer bug; torch.export with torch_compilable_check is an export-time failure." + "reason": "Tokenizer padding/truncation crash and torch.export/torch_compilable_check failure are unrelated." }, { "left": "issue:44610", "right": "issue:45325", "accept": false, - "reason": "OmDet-Turbo processor size mismatch and Qwen2.5-VL rope-index scaling affect different model components." + "reason": "Processor image-size mismatch is unrelated to Qwen2.5-VL temporal position-id scaling." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "inputs_embeds/past_key_values generation issue and Qwen3 auto-device-map cudaErrorAssert are unrelated failures." + "reason": "Inputs_embeds/past_key_values progressive generation and auto device mapping cudaErrorAssert are different problems." }, { - "left": "issue:43454", - "right": "issue:43550", + "left": "issue:43606", + "right": "issue:43819", "accept": false, - "reason": "AyaVision lm_head weight tying and Bamba-9B-v2 torch.compile+SDPA are different models and code paths." + "reason": "Bark CPU-offload device mismatch is unrelated to DAC.from_latents vs forward-pass mismatch." }, { - "left": "issue:43606", - "right": "issue:43819", + "left": "issue:43454", + "right": "issue:43550", "accept": false, - "reason": "Bark-small offload device mismatch and DAC.from_latents mismatch are separate audio-model bugs." + "reason": "AyaVision tied-weights serialization and Bamba torch.compile/SDPA failure are different code paths." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI batched-vs-single padding-mask bug and OmDet-Turbo processor/model-size mismatch are unrelated." + "reason": "MIMI batching/padding-mask bug is unrelated to OmDet-Turbo processor size mismatch." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Missing padding-mask support in MIMI and Perceiver non-default-resolution failure are different model-specific issues." + "reason": "MIMI batch-vs-single discrepancy is not the same as Perceiver non-default-resolution failure." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "lm_head tying in AyaVision and dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated regressions." + "reason": "lm_head tying/serialization issues do not match dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "SigLIP2 docs example errors and Qwen2.5-VL IterableDataset training failure are different problems; one is documentation, the other training/input handling." + "reason": "SigLIP2 doc example errors are unrelated to Qwen2.5-VL iterable dataset multi-image finetuning failures." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM efficient loading breakage and non-persistent buffers filled with junk are both v5-related, but the underlying bugs differ." + "reason": "FSDP CPU RAM efficient loading is unrelated to non-persistent buffer initialization junk in v5." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both concern serialization/save_pretrained regressions, but one is lm_head.weight tying and the other is incorrect visual-encoder keys." + "reason": "Both involve serialization, but one is lm_head.weight tied-weight behavior and the other is Qwen3.5 visual encoder keys." }, { "left": "issue:43792", "right": "issue:44683", "accept": false, - "reason": "Whisper runtime failure and compiled flex_attention failure on torch>=2.9 are unrelated." + "reason": "Whisper runtime failure and compiled flex_attention failure are unrelated." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "AyaVision weight tying and BitNet packed-weight unpacking during accelerate loading are different load paths." + "reason": "AyaVision weight tying and BitNet packed-weight unpacking are different bugs." }, { "left": "issue:43296", "right": "issue:44991", "accept": false, - "reason": "PaddleOCR-VL load failure in vLLM and tokenizer loading failure for EMBEDDIA/est-roberta are not the same issue." + "reason": "PaddleOCR-VL loading in vLLM is unrelated to EMBEDDIA tokenizer loading failure in transformers v5." }, { "left": "issue:43296", "right": "issue:44877", "accept": false, - "reason": "PaddleOCR-VL model loading and strict GraniteSpeech config loading are distinct failures." + "reason": "vLLM/PaddleOCR-VL loading failure is unrelated to strict config preventing granite_speech loading." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and Llava Next segmentation fault are different model-loading failures with no shared code path." + "reason": "cudaErrorAssert with Qwen3 auto device mapping is not the same as Llava Next segmentation fault." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collision for trust_remote_code and read-only permissions propagation in save_pretrained are separate filesystem issues." - }, - { - "left": "issue:43526", - "right": "issue:43881", - "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and glm-4v-9b loading failure are unrelated." - }, - { - "left": "issue:43404", - "right": "issue:45357", - "accept": false, - "reason": "Mistral3 lm_head tying and Qwen3.5 visual-encoder key serialization are different model/config regressions." + "reason": "Cache-path collisions for trust_remote_code are unrelated to read-only permission propagation in save_pretrained()." } ] }, @@ -3641,7 +3557,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-381", + "cluster_id": "cluster-15354-382", "nodes": [ "issue:36010", "issue:36331", @@ -3654,8 +3570,9 @@ "issue:43317", "issue:43322", "issue:43388", - "issue:43421", + "issue:43404", "issue:43450", + "issue:43526", "issue:43531", "issue:43540", "issue:43550", @@ -3666,14 +3583,13 @@ "issue:43720", "issue:43782", "issue:43873", + "issue:43881", "issue:44186", "issue:44292", "issue:44361", "issue:44387", "issue:44423", "issue:44479", - "issue:44492", - "issue:44509", "issue:44610", "issue:44671", "issue:44743", @@ -3687,26 +3603,28 @@ "issue:45059", "issue:45072", "issue:45161", + "issue:45357", "issue:45406", - "issue:45464", "issue:45701", "issue:45704" ], "soft_pairs": [ + "issue:43404|issue:45357", "issue:41720|issue:44977", + "issue:43526|issue:43881", "issue:44423|issue:45406", "issue:40990|issue:45701", - "issue:44186|issue:45072", "issue:43873|issue:44756", + "issue:44186|issue:45072", "issue:43577|issue:43708", "issue:44387|issue:45704", "issue:42617|issue:42915", "issue:44877|issue:44991", - "issue:43450|issue:45701", "issue:44479|issue:44918", - "issue:44610|issue:44898", - "issue:43550|issue:43720", + "issue:43450|issue:45701", "issue:36331|issue:42915", + "issue:43550|issue:43720", + "issue:44610|issue:44898", "issue:36331|issue:42617", "issue:44186|issue:44610", "issue:43316|issue:44913", @@ -3723,250 +3641,234 @@ "issue:43540|issue:43782", "issue:42915|issue:43322", "issue:41720|issue:43873", - "issue:36010|issue:42617", - "issue:45406|issue:45464", - "issue:36331|issue:41720", - "issue:43421|issue:45701", - "issue:44492|issue:44509" + "issue:36010|issue:42617" ], - "prepared_review_unit_hash": "afcb82aacfa15a5d3d0b91f4f4f792ec8127c090451cff972af8788896d79520", + "prepared_review_unit_hash": "050eb0c97b0b35a0afe07ea0af3254dad1fc48ff7ccd752804fa3f48b829fec5", "component_budget": { - "node_count": 381, - "item_count": 381, - "soft_pair_count": 1427, - "serialized_chars": 735824, - "estimated_input_tokens": 183956, - "estimated_eval_tokens": 368168 + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38063, - "estimated_input_tokens": 9516, - "estimated_eval_tokens": 19288 + "soft_pair_count": 33, + "serialized_chars": 37478, + "estimated_input_tokens": 9370, + "estimated_eval_tokens": 18996 }, "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 keyword matches across unrelated model families, subsystems, and failure modes. None look like the same underlying bug/change, so there is no coherent duplicate set here.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: the items do not converge on one underlying defect; they span unrelated bugs in tokenization, model loading, quantization, serving, video processing, and training.", + "summary": "The cluster is largely heterogeneous: most items are model-specific runtime/configuration bugs that only loosely share themes like loading, quantization, offload, tokenization, or multimodal processing. The soft edges are mostly topical rather than true duplicates, so none should be merged.", + "confidence": 0.91, + "canonical_issue_reason": "issue:41720 is the closest hub because it is a concrete runtime failure around Qwen3 auto device mapping, and several soft links are thematically nearby (device mapping, offload, quantization), but it is still not a true duplicate representative of the whole cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue is suitable, because none of these issues is representative of a real duplicate cluster and several are clearly unrelated false positives.", + "best_issue_reason": "issue:41720 is the best single issue anchor only in the loose sense of being one of the more central runtime/model-loading bugs with broader discussion and related soft links; however, the cluster is too diverse for any issue to be a strong dedupe canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Different bugs: one is tied lm_head weights in Mistral3, the other is incorrect visual encoder keys in Qwen3.5 save_pretrained." + }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Both are Qwen-related, but one is an auto-device-map CUDA assert and the other is a flash-attention generation problem; different bugs." + "reason": "Both involve Qwen3-family models, but one is a device-mapping CUDA assert and the other is a flash-attention generation bug; different code paths and failures." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Unrelated: BeitImageProcessorFast label reduction vs glm-4v-9b loading failure." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both involve serving multimodal models, but the failures are different AttributeErrors on different objects/code paths." + "reason": "Both are transformers-serve multimodal crashes, but they hit different processors and different errors (`str.to` vs missing `_tokenizer`)." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "One is a perplexity complaint on a specific model/dataset; the other is a version-dependent tokenization change. Too broad and not the same bug." + "reason": "Perplexity on a specific model/dataset is not the same as a generic tokenization change across versions." }, { - "left": "issue:44186", - "right": "issue:45072", + "left": "issue:43873", + "right": "issue:44756", "accept": false, - "reason": "Completely different subsystems: tokenizer NER/padding crash vs dtype mismatch in inference." + "reason": "One is quantization offload behavior, the other is mmap-induced OOM on Strix Halo; same general area, different defect." }, { - "left": "issue:43873", - "right": "issue:44756", + "left": "issue:44186", + "right": "issue:45072", "accept": false, - "reason": "Both mention memory/offload, but one is quantization offloading behavior and the other is mmap OOM on Strix Halo; not the same defect." + "reason": "Tokenizer padding/truncation crash and bfloat16 dtype mismatch are unrelated bugs." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "One is a model dtype loading bug; the other is Trainer checkpoint resume step \u0a97\u0aa3culation. Unrelated." + "reason": "Model dtype loading regression and Trainer resume/max_steps calculation are different subsystems." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Both are memory-related, but one concerns int4 quantization reserved memory and the other a T5/apex memory leak; different causes and fixes." + "reason": "Int4 CUDA memory regression and apex RMSNorm memory leak are separate memory issues with different causes." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "Different models and failures: a 3d_parallel.py runtime issue vs Qwen3Moe FP8 loading failure." + "reason": "3d_parallel.py failure and Qwen3Moe FineGrainedFP8Config failure are distinct." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Both are loading problems, but config strictness and tokenizer loading are distinct bugs." + "reason": "Strict config loading and tokenizer loading regressions are not the same bug." }, { - "left": "issue:43450", - "right": "issue:45701", + "left": "issue:44479", + "right": "issue:44918", "accept": false, - "reason": "Video processor batching shape bug vs tokenization/version change; no shared code path." + "reason": "Video input regression and TRL SFT embedding unpacking failure are unrelated multimodal bugs." }, { - "left": "issue:44479", - "right": "issue:44918", + "left": "issue:43450", + "right": "issue:45701", "accept": false, - "reason": "Both mention Qwen and multimodal/training, but one is a video-input regression and the other is an SFT embedding-unpacking failure." + "reason": "Batched video shape bug vs tokenizer behavior change; no shared code-path failure." }, { - "left": "issue:44610", - "right": "issue:44898", + "left": "issue:36331", + "right": "issue:42915", "accept": false, - "reason": "Both are image-resolution mismatches, but they affect different models and different preprocessing/model expectations; not the same bug." + "reason": "CustomTrainer compute_loss API breakage is unrelated to Qwen3Moe FP8 loading." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "One is torch.compile with SDPA on Bamba; the other is accelerate loading/unpacking packed BitNet weights. Different code paths." + "reason": "Torch.compile/SDPA bug and packed-weight accelerate loading bug do not describe the same failure." }, { - "left": "issue:36331", - "right": "issue:42915", + "left": "issue:44610", + "right": "issue:44898", "accept": false, - "reason": "Trainer compute_loss API break vs Qwen3Moe FP8 load failure; unrelated." + "reason": "Both are image-resolution-related, but one is a processor/model size mismatch and the other is interpolate_pos_encoding behavior." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "CustomTrainer keyword-arg regression vs 3d_parallel.py failure; unrelated." + "reason": "Trainer API mismatch and 3d_parallel runtime failure are unrelated." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer crash on NER/padding vs OmDet-Turbo processor image-size mismatch; unrelated." + "reason": "Tokenizer NER padding crash and OmDet-Turbo image size mismatch are different model/component bugs." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both are config/API consistency issues, but for different config classes and different state-reload behavior." + "reason": "Config API discrepancy and GPTNeoX rotary_pct reload regression are different configuration issues." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM prediction issue and Qwen3.5 recurrent-state reset are unrelated model-specific bugs." + "reason": "CamemBERT masked LM predictions and Qwen3.5 recurrent state reset are unrelated model-specific bugs." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Both involve loading/offload themes, but one is Qwen3Moe FP8 failure and the other dequantized model offload loading; not the same bug." + "reason": "FineGrainedFP8Config failure and dequantized model offload failure are different loading problems." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Regression around processor.tokenizer/images vs a general tokenization-version complaint; different issues." + "reason": "A specific regression with processor.tokenizer/images is not the same as a broad tokenization-version change." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Different models and failures: SDPA/torch.compile on Bamba vs CPU-offload device mismatch on Bark." + "reason": "SDPA/torch.compile failure and CPU offload device mismatch are different runtime paths." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen auto device mapping CUDA assert and 3d_parallel.py failure do not share a concrete bug." + "reason": "Both are runtime failures, but one is Qwen3 device mapping and the other is 3d_parallel execution; not the same bug." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE vs missing pad_token_idx in StableLmConfig; unrelated." + "reason": "Sliding window behavior in Qwen3-MoE and a missing pad_token_idx in StableLmConfig are unrelated." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Both touch MoE/model-parallel topics, but one is a device-map CUDA assert and the other tensor-parallel support for GPT-OSS; different code paths." + "reason": "Both mention model parallelism, but auto device mapping CUDA assert and TP-only GPT-OSS MoE failure are distinct code paths." }, { "left": "issue:44292", "right": "issue:44479", "accept": false, - "reason": "Different Qwen variants and different failures: NVFP4 runtime error vs video-input regression." + "reason": "NVFP4 model execution and video-input regression are unrelated." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Metric-gathering label truncation vs SAM3 text/bounding-box odd behavior; unrelated." + "reason": "Metric gathering label truncation and SAM3 text/bbox behavior are different bugs." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Different tokenizer/model bugs with no shared code path." + "reason": "Two tokenizer crashes, but on different tokenizer classes and different failure modes." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Video-processing ValueError in Qwen3OmniMoe vs Qwen3VL weight_only loading error; similar family, different bug." + "reason": "Video processing ValueError and Qwen3VL weight_only loading error are separate failures." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FP8 failure and Llava Next segmentation fault are unrelated model-loading problems." + "reason": "Qwen3Moe FP8 config failure and Llava Next segmentation fault are not the same bug." }, { "left": "issue:41720", "right": "issue:43873", "accept": false, - "reason": "Auto device mapping CUDA assert vs quantization offloading behavior; too broad to be the same defect." + "reason": "Device-map CUDA assert and quantization offloading misbehavior are related only at a high level, not the same concrete defect." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "ImportError for GenerationMixin vs 3d_parallel.py runtime issue; unrelated." - }, - { - "left": "issue:45406", - "right": "issue:45464", - "accept": false, - "reason": "Both are serving/runtime issues, but one is Gemma4Processor missing _tokenizer and the other is Qwen3.5 streaming chat/completions failure; different bugs." - }, - { - "left": "issue:36331", - "right": "issue:41720", - "accept": false, - "reason": "Trainer compute_loss signature regression vs Qwen auto device-map CUDA assert; unrelated." - }, - { - "left": "issue:43421", - "right": "issue:45701", - "accept": false, - "reason": "Runtime special-token post-processor update issue vs general tokenization-version change; not the same bug." - }, - { - "left": "issue:44492", - "right": "issue:44509", - "accept": false, - "reason": "A typo in cache strategy docs/code naming is not the same underlying issue as stale docs mentioning removed pipeline tasks." + "reason": "ImportError for GenerationMixin and 3d_parallel execution failure are entirely unrelated." } ] }, @@ -3988,19 +3890,18 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-381", + "cluster_id": "cluster-15354-382", "nodes": [ "issue:30064", "issue:33357", "issue:34567", "issue:34634", "issue:35707", - "issue:39692", + "issue:36331", "issue:41720", "issue:42886", "issue:43381", "issue:43421", - "issue:43525", "issue:43531", "issue:43550", "issue:43606", @@ -4017,10 +3918,11 @@ "issue:44186", "issue:44368", "issue:44451", + "issue:44492", + "issue:44509", "issue:44514", "issue:44545", "issue:44589", - "issue:44610", "issue:44625", "issue:44671", "issue:44843", @@ -4031,14 +3933,19 @@ "issue:44991", "issue:45042", "issue:45072", - "issue:45081", - "issue:45356", "issue:45357", "issue:45381", + "issue:45406", + "issue:45464", "issue:45479", + "issue:45701", "issue:45704" ], "soft_pairs": [ + "issue:45406|issue:45464", + "issue:36331|issue:41720", + "issue:43421|issue:45701", + "issue:44492|issue:44509", "issue:33357|issue:35707", "issue:44514|issue:44545", "issue:30064|issue:34634", @@ -4051,202 +3958,229 @@ "issue:43421|issue:43927", "issue:43606|issue:43653", "issue:34567|issue:35707", + "issue:34634|issue:41720", "issue:44062|issue:44451", "issue:42886|issue:44843", - "issue:34634|issue:41720", "issue:44451|issue:44991", "issue:43782|issue:45381", + "issue:44077|issue:44625", "issue:43421|issue:43653", "issue:44898|issue:45072", - "issue:44077|issue:44625", "issue:44987|issue:45042", "issue:44918|issue:44936", "issue:43531|issue:44589", - "issue:43421|issue:44186", - "issue:43994|issue:44671", "issue:43381|issue:43844", - "issue:39692|issue:44610", - "issue:45081|issue:45356", - "issue:43525|issue:43531" + "issue:43994|issue:44671", + "issue:43421|issue:44186" ], - "prepared_review_unit_hash": "c8a901a66f9db0d6b3f7cc0f6c24f66aac4c3dce2e50696a50a672280724d4fc", + "prepared_review_unit_hash": "043b197a451b8ce55b5142672bf4ba372b711ef1da88bc37e83d9fdf2fe04f16", "component_budget": { - "node_count": 381, - "item_count": 381, - "soft_pair_count": 1427, - "serialized_chars": 735824, - "estimated_input_tokens": 183956, - "estimated_eval_tokens": 368168 + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36083, - "estimated_input_tokens": 9021, - "estimated_eval_tokens": 18298 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36787, + "estimated_input_tokens": 9197, + "estimated_eval_tokens": 18650 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are clearly unrelated. I accepted two soft edges where the issues describe the same underlying failure, and rejected the rest as different bugs/features. No PRs were present in the input.", - "confidence": 0.76, - "canonical_issue_reason": "issue:44545 is the cleaner duplicate target for the Qwen2_5_VLProcessor batched padding=False crash: it has the exact symptom/title and more inbound references than 44514.", + "summary": "Most pairs are superficially similar but describe different bugs or features. The only clear duplicate is the Qwen2_5_VLProcessor.apply_chat_template batched-input crash pair.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44514 is the better canonical representative for the only true duplicate pair: it is the earlier report, already has inbound references, and describes the crash clearly enough to anchor the duplicate thread.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44843 is the strongest standalone issue in the set: it names the concrete offline failure path (`_patch_mistral_regex` / `model_info()` in `HF_HUB_OFFLINE` mode) and is directly actionable.", + "best_issue_reason": "issue:44514 is the strongest issue to keep as the representative record because it is the earliest, has more contextual traffic, and matches issue:44545 exactly on the underlying failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different models and different failure modes: Gemma4Processor _tokenizer attribute error vs Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Unrelated bugs: trainer API keyword mismatch versus Qwen3 auto device-mapping CUDA assert." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "One is a specific runtime post-processor update bug; the other is a broad report that tokenization changed across versions." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo/docs issue is not the same underlying bug as removed pipeline-task documentation." + }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "Unrelated bugs: MacOS bus error with a CLIP model vs progressive generation with `inputs_embeds`/`past_key_values`." + "reason": "MacOS bus error on a CLIP model is unrelated to progressive generation with inputs_embeds and past_key_values." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Same bug: both report `Qwen2_5_VLProcessor.apply_chat_template` crashing on batched input when `padding=False`." + "reason": "Same title and same crash scenario for Qwen2_5_VLProcessor.apply_chat_template with batched input and padding=False." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Different subsystems and failures: segmentation-map processing vs Bark `voice_preset` handling." + "reason": "Image segmentation-map processing and BarkProcessor voice_preset are unrelated components and bugs." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Different code paths: auto device mapping CUDA assert vs PEFT/local-checkpoint loading for GraniteSpeech." + "reason": "CUDA device-mapping assert and PEFT local-checkpoint loading failure are different code paths." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both involve loading/offload, but the concrete failures differ: device mismatch vs packed-weight unpacking." + "reason": "CPU offload device mismatch is not the same as packed-weight unpacking during accelerate loading." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to the T5 Apex RMSNorm memory leak." + "reason": "Quantization/offloading behavior and an apex RMSNorm memory leak are distinct problems." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "Different problems: `torch.compile`/SDPA on Bamba vs tokenizer special-token decode output." + "reason": "Torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to a tokenizer special-token registration bug." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Both mention `num_labels`, but one is config propagation and the other is zero-loss classification behavior." + "reason": "Num-label propagation into config and degenerate zero-loss classification are different sequence-classification issues." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "Unrelated: a tied-embeddings warning during LoRA fine-tuning vs incorrect visual-encoder keys on save/load." + "reason": "A LoRA warning about tie_word_embeddings is not the same as saving incorrect visual encoder keys." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Different tokenization bugs: runtime post-processor updates vs saving/loading custom token IDs." + "reason": "Runtime special-token post-processing updates and save/load token-id loss are different tokenizer/config bugs." }, { - "left": "issue:44062", - "right": "issue:44451", + "left": "issue:44898", + "right": "issue:45072", "accept": false, - "reason": "An `AddedToken` argument error is not the same as failing to load a specific model checkpoint." + "reason": "Perceiver image-size handling and bfloat16 dtype mismatches are unrelated." }, { - "left": "issue:42886", - "right": "issue:44843", - "accept": true, - "reason": "Same underlying offline tokenizer failure: both center on `HF_HUB_OFFLINE=1` breaking cache-based loading, and 44843 identifies the concrete `model_info()` call in the patch path." + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Model-loading failure for a specific repo and PIL image processors requiring torchvision are not the same bug." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL SFT unpacking with Qwen3.5 embeddings and trainer evaluate-after-train failure do not share a concrete code-path bug." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Unrelated failures: Qwen3-MoE `sliding_window` vs missing `Float8_e4m3fnStorage`." + "reason": "Sliding-window handling for Qwen3-MoE is unrelated to missing Float8 storage object errors." }, { - "left": "issue:43421", - "right": "issue:44186", + "left": "issue:43381", + "right": "issue:43844", "accept": false, - "reason": "Both are tokenizer-related, but one is about special-token post-processing and the other is a crash on NER/batched padding." + "reason": "Eval-mode gradient checkpointing restriction and ZeRO-3 gradient growth are different training issues." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different models and symptoms: SigLIP2 pipeline output issues vs CamemBERT masked-LM predictions." + "reason": "Two different models both having masked-LM prediction issues is too broad to treat as one underlying bug." }, { - "left": "issue:44898", - "right": "issue:45072", + "left": "issue:44077", + "right": "issue:44625", "accept": false, - "reason": "Different failure modes: resolution/interpolation mismatch vs dtype mismatch in bfloat16 inference." + "reason": "Optional post_init policy and num_labels propagation are unrelated." }, { - "left": "issue:44077", - "right": "issue:44625", + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both mention tokenizer internals, but one is about runtime special-token updates and the other about mask-token registration/empty decode output." + }, + { + "left": "issue:44898", + "right": "issue:45072", "accept": false, - "reason": "No shared bug: `post_init` policy for PatchTSMixer vs Qwen3.5 `num_labels` propagation." + "reason": "Different failure types: interpolation-related image classification versus dtype mismatch during inference." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Different issues: loading `physical-intelligence/fast` vs PIL image processors wrongly requiring torchvision." + "reason": "No shared concrete bug path; one is a model loading regression, the other a backend dependency requirement." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Both involve trainers, but one is about unpacking Qwen3.5 input embeddings with TRL and the other about `evaluate()` after `train()`." + "reason": "Trainer embedding unpacking and post-training evaluation failure are not the same issue." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Different bugs with no concrete overlap: model sliding-window config vs a float8 storage lookup error." + "reason": "Different subsystems and symptoms." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Unrelated training/runtime behaviors: gradient checkpointing in eval mode vs gradient explosion with ZeRO-3." + "reason": "Different training mechanisms and root causes." }, { - "left": "issue:39692", - "right": "issue:44610", - "accept": false, - "reason": "A documentation/example mismatch is not the same as a processor/model input-size mismatch." - }, - { - "left": "issue:45081", - "right": "issue:45356", + "left": "issue:43994", + "right": "issue:44671", "accept": false, - "reason": "Related area (`fix_mistral_regex`), but the concrete failures differ: a crash on missing `backend_tokenizer` vs codec/regression/warning behavior in Kimi-K2.5." + "reason": "Same broad area, but not the same concrete bug or fix." }, { - "left": "issue:43525", - "right": "issue:43531", + "left": "issue:43421", + "right": "issue:44186", "accept": false, - "reason": "Different root causes: missing `pad_token_id` on `Llama4Config` vs Qwen3-MoE `sliding_window` behavior." + "reason": "Special-token runtime updates and LayoutLMv2 NER/padding crashes are different tokenizer behaviors." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and the soft-edge decisions are conservative. The two accepted pairs are effectively duplicate symptom reports, while the rejected pairs are mostly clearly different bugs/features. The issue-only summary is also accurate, since no PRs appear in the input." + "feedback": "The analysis is conservative and grounded in the packet. The one accepted pair is an exact-title duplicate with matching crash context, and the rest of the soft-edge rejections stay within the evidence available from titles/body metadata. The canonical issue choice is also reasonable, though the traffic-based phrasing could have been a bit tighter." }, "evaluator_used": true, "retried": false, @@ -4265,7 +4199,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-381", + "cluster_id": "cluster-15354-382", "nodes": [ "issue:30064", "issue:36010", @@ -4276,6 +4210,7 @@ "issue:43335", "issue:43381", "issue:43421", + "issue:43525", "issue:43531", "issue:43540", "issue:43550", @@ -4283,13 +4218,11 @@ "issue:43596", "issue:43618", "issue:43643", - "issue:43644", "issue:43653", "issue:43697", "issue:43716", "issue:43720", "issue:43746", - "issue:43749", "issue:43756", "issue:43818", "issue:43819", @@ -4301,6 +4234,7 @@ "issue:44220", "issue:44448", "issue:44488", + "issue:44610", "issue:44661", "issue:44671", "issue:44811", @@ -4310,19 +4244,23 @@ "issue:45072", "issue:45081", "issue:45183", + "issue:45356", "issue:45381", "issue:45479", "issue:45685", "issue:45704" ], "soft_pairs": [ + "issue:39692|issue:44610", + "issue:43525|issue:43531", + "issue:45081|issue:45356", "issue:43596|issue:44220", "issue:43618|issue:43697", "issue:41720|issue:45704", - "issue:43746|issue:45381", "issue:43381|issue:45704", - "issue:45183|issue:45479", + "issue:43746|issue:45381", "issue:39692|issue:43873", + "issue:45183|issue:45479", "issue:43746|issue:43873", "issue:44220|issue:44661", "issue:40444|issue:43746", @@ -4334,220 +4272,231 @@ "issue:30064|issue:36010", "issue:44062|issue:44488", "issue:44843|issue:45081", - "issue:43421|issue:44811", "issue:43322|issue:45685", "issue:43577|issue:43818", "issue:44186|issue:44898", "issue:43550|issue:45072", "issue:43531|issue:43643", "issue:43643|issue:44877", + "issue:43421|issue:44811", "issue:43550|issue:43927", "issue:43540|issue:45381", - "issue:44448|issue:44671", - "issue:43644|issue:43749" + "issue:44448|issue:44671" ], - "prepared_review_unit_hash": "90251e6fc359fbfe3b6237cdcd4c9dc41209d1dac58a78f3107b5a4b9788210d", + "prepared_review_unit_hash": "0ea498aef87e85ac31c0d62fc738a4ef172f724424619e88ec07c850947a453d", "component_budget": { - "node_count": 381, - "item_count": 381, - "soft_pair_count": 1427, - "serialized_chars": 735824, - "estimated_input_tokens": 183956, - "estimated_eval_tokens": 368168 + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36155, - "estimated_input_tokens": 9039, - "estimated_eval_tokens": 18334 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37415, + "estimated_input_tokens": 9354, + "estimated_eval_tokens": 18964 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous grab-bag of unrelated tokenizer, vision, quantization, loading, and regression reports. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "Issue 44843 is the best standalone representative because it is a concrete core-path AutoTokenizer regression with broad user impact and a clear reproduction; the rest are mostly model-specific or orthogonal bugs, so there is no strong cluster-wide duplicate canonical.", + "summary": "This cluster is highly heterogeneous: the items span unrelated bugs in tokenizers, multimodal processors, configs, quantization/offloading, and model-specific regressions. None of the soft pairs look like the same underlying defect.", + "confidence": 0.92, + "canonical_issue_reason": "No clear canonical issue: the set is not one duplicate family but many unrelated bug reports across different subsystems and models.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44843 is the most generally impactful and self-contained bug in the set, and it is better suited as a representative issue than the many narrow model-specific reports.", + "best_issue_reason": "No single issue is a strong global representative; the cluster is too broad and inconsistent to treat as one bug thread.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Different bugs: SigLIP2 doc/example mismatch plus quantization failure vs OmDet processor/model image-size mismatch." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Separate config bugs: missing pad_token_id on Llama4Config vs incorrect sparse-layer creation in SwitchTransformers." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch Mistral regex handling, but one is a backend_tokenizer AttributeError and the other is a Kimi-K2.5 codec/regression issue; not the same concrete bug." + }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Different failure areas: DeepSpeed/BertModel zero-sized indexing vs audio fbank feature extraction." + "reason": "Unrelated failures: ZeRO3/BertModel zero-size indexing vs _torch_extract_fbank_features audio feature extraction." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "Both are Transformers v5 regressions, but they affect different models and different code paths." + "reason": "Different model regressions: CLIPOutput attentions missing vs RTDetrV2 output differences between v4 and v5." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Unrelated problems: Qwen3 auto device mapping CUDA assert vs T5 RMSNorm memory leak." - }, - { - "left": "issue:43746", - "right": "issue:45381", - "accept": false, - "reason": "Local PEFT checkpoint loading for GraniteSpeech is unrelated to Qwen2.5-VL video position-id errors." + "reason": "Qwen3 auto-device-map CUDA assert is unrelated to T5 silently using apex.FusedRMSNorm with a memory leak." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing in eval mode and an apex RMSNorm leak are separate bugs." + "reason": "Gradient-checkpointing eval-mode behavior is a different code path from the T5/apex RMSNorm memory leak." }, { - "left": "issue:45183", - "right": "issue:45479", + "left": "issue:43746", + "right": "issue:45381", "accept": false, - "reason": "Input validation/XOR messaging bug is not the same as the zero-loss classification bug." + "reason": "Different model families and symptoms: GraniteSpeech PEFT/local checkpoint loading vs Qwen2.5-VL video position IDs." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "Docs example mismatches/quantization errors are unrelated to offloading behavior with quantization." + "reason": "SigLIP2 example/model mismatch is unrelated to the quantization/offloading bug in 43873." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "XOR validation error messages across models are separate from the single-label-classification zero-loss issue." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "GraniteSpeech local checkpoint loading and quantized offloading failures are different issues." + "reason": "GraniteSpeech checkpoint loading is not the same underlying problem as offloading with quantization." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction bug is unrelated to add-new-model-like failing inside TOKENIZER_MAPPING_NAMES." + "reason": "Audio feature extraction vs tokenizer-mapping codegen failure are distinct issues." }, { "left": "issue:40444", "right": "issue:43746", "accept": false, - "reason": "Qwen2.5-VL multi-image iterable dataset failure is unrelated to GraniteSpeech checkpoint loading." + "reason": "Multi-image IterableDataset fine-tuning failure is unrelated to GraniteSpeech local checkpoint loading." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Video-input processing for Qwen3OmniMoe and Gemma3n variable-name collision are different code-path failures." + "reason": "Qwen3OmniMoe video-processing ValueError and Gemma3n variable-name collision are different bugs." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Image-preprocessor dtype mismatch and audio_mel_mask attribute collision are unrelated model bugs." + "reason": "Mistral3 dtype mismatch in the image preprocessor is unrelated to Gemma3n's audio_mel_mask AttributeError." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and Smollm3 RoPE-layer dropping are different configuration/model issues." + "reason": "Sparse-layer creation in SwitchTransformers and Smollm3 RoPE-layer dropping are different architecture/config issues." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is unrelated to DAC.from_latents/STE mismatch." + "reason": "Packed-weight loading in BitNet is not the same as DAC.from_latents missing STE equivalence." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "BigBirdTokenizer special-token registration and BitNet packed-weight loading are different bugs." + "reason": "BigBirdTokenizer special-token registration bug is unrelated to BitNet accelerate-loading unpacking." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Void segmentation-map processing and a GenerationMixin import error are unrelated." + "reason": "Void segmentation map processing and the GenerationMixin import error are unrelated." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken special-argument conflict is not the same as failing to load cjvt/sleng-bert." + "reason": "Duplicate special-token keyword handling is unrelated to loading cjvt/sleng-bert." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both involve _patch_mistral_regex, but one is an offline model_info call and the other is a backend_tokenizer attribute crash; different root causes." - }, - { - "left": "issue:43421", - "right": "issue:44811", - "accept": false, - "reason": "Runtime special-token/post-processor syncing is unrelated to Whisper batch_decode ignoring skip_special_tokens." + "reason": "Both involve tokenizer internals, but one is offline model_info behavior in AutoTokenizer while the other is a Mistral regex/backend_tokenizer crash." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Llava Next segfault and an MPS histogram op limitation are unrelated." + "reason": "Llava Next segmentation fault and MoE MPS histogram error are different runtime/backend problems." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Blip2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing problems are different issues." + "reason": "Blip2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing issues are distinct multimodal bugs." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2 tokenizer padding/NER crash is unrelated to Perceiver interpolation failure." + "reason": "LayoutLMv2Tokenizer NER/padding crash is unrelated to Perceiver non-default-resolution handling." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "torch.compile with SDPA on Bamba-9B-v2 is unrelated to bf16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Bamba torch.compile+SDPA failure and SwitchTransformers/TimmWrapperModel bf16 dtype mismatches are separate issues." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and missing config fields from trust_remote_code are separate bugs." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to AutoConfig trust_remote_code missing fields." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Missing fields from trust_remote_code and strict granite_speech config rejection are different config-loading failures." + "reason": "Both are config-loading related, but one is missing fields from trust_remote_code and the other is strict granite_speech config rejection." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime post-processor updates for special tokens are different from Whisper batch_decode skip_special_tokens behavior." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Bamba SDPA compile failure and DiaConfig token-ID persistence loss are unrelated." + "reason": "Bamba torch.compile/SDPA failure is unrelated to DiaConfig losing custom token IDs after save/load." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "These are different Qwen multimodal bugs with different models and failure modes." + "reason": "Both are video-related, but they affect different Qwen model families with different failures and likely different fixes." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Different output regressions in Pegasus vs CamemBERT are not the same bug." - }, - { - "left": "issue:43644", - "right": "issue:43749", - "accept": false, - "reason": "Non-persistent buffer initialization junk and FSDP CPU RAM efficient loading are unrelated loading problems." + "reason": "Pegasus output regression across versions is unrelated to CamemBERT masked-LM prediction changes." } ] }, @@ -4569,7 +4518,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-381", + "cluster_id": "cluster-15354-382", "nodes": [ "issue:30064", "issue:34634", @@ -4583,6 +4532,7 @@ "issue:43577", "issue:43582", "issue:43606", + "issue:43644", "issue:43650", "issue:43653", "issue:43697", @@ -4620,27 +4570,28 @@ "issue:45701" ], "soft_pairs": [ + "issue:43644|issue:43749", "issue:43782|issue:44977", - "issue:44561|issue:45020", "issue:43653|issue:43819", + "issue:44561|issue:45020", "issue:43825|issue:43994", "issue:43577|issue:43582", "issue:43550|issue:43819", "issue:43825|issue:43827", "issue:44821|issue:45084", + "issue:44485|issue:44509", "issue:41720|issue:44991", "issue:44186|issue:44442", - "issue:44485|issue:44509", - "issue:44671|issue:45701", "issue:30064|issue:36331", + "issue:44671|issue:45701", "issue:44805|issue:44936", "issue:43606|issue:45072", "issue:42175|issue:45081", "issue:43650|issue:43906", "issue:43782|issue:45325", + "issue:34634|issue:36010", "issue:45081|issue:45406", "issue:44060|issue:44368", - "issue:34634|issue:36010", "issue:44610|issue:45072", "issue:43749|issue:44291", "issue:43720|issue:45072", @@ -4649,202 +4600,208 @@ "issue:43526|issue:44554", "issue:43262|issue:43819" ], - "prepared_review_unit_hash": "52a60483563db2d382ffe5e1c330a824a7f9888d1a2916a36013965a252936ea", + "prepared_review_unit_hash": "15ca884b721cd716b6517b17ddf9f21116be90b63fc066fd62baeacbd79b7140", "component_budget": { - "node_count": 381, - "item_count": 381, - "soft_pair_count": 1427, - "serialized_chars": 735824, - "estimated_input_tokens": 183956, - "estimated_eval_tokens": 368168 + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35719, - "estimated_input_tokens": 8930, - "estimated_eval_tokens": 18116 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36569, + "estimated_input_tokens": 9143, + "estimated_eval_tokens": 18542 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of Transformers regressions across unrelated models, tokenizers, processors, and trainer paths. The titles are thematically similar in places (especially v5/remote_code regressions), but none of the soft pairs looks like the same concrete bug/change.", - "confidence": 0.74, - "canonical_issue_reason": null, + "summary": "The candidate pairs are mostly unrelated regressions that only share a broad subsystem, version, or model-family theme. No soft edge looks like the same underlying bug/change, so this is not a duplicate cluster.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated processor, tokenizer, loading, training, and documentation problems, and none of the candidate pairs share the same concrete failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the broadest umbrella for the repeated recent-version/remote_code regression reports, and it is open with the widest apparent user impact among the set.", + "best_issue_reason": "If a single representative issue is forced, #45020 is the broadest umbrella-style report (remote_code regressions), but it is still too general to serve as a duplicate target for the specific issues here.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43782", - "right": "issue:44977", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "Different model families and failure modes: Qwen3VL weight-only loading vs Qwen3.5 flash-attention generation." + "reason": "Different problems: non-persistent buffer corruption vs FSDP CPU RAM-efficient loading." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:43782", + "right": "issue:44977", "accept": false, - "reason": "Both concern recent-version/remote_code breakage, but 44561 is a specific removed-helper failure; 45020 is a broader umbrella report, not the same bug." + "reason": "Different model paths and failures: from_pretrained weight_only error vs flash-attention generation issue." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Tokenizer special-token registration vs DAC latent/STE mismatch are unrelated code paths." + "reason": "Tokenizer special-token registration bug vs DAC latent/STE mismatch are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "#44561 is a specific is_torch_fx_available breakage; #45020 is a broad remote_code regression report, not the same concrete bug." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "One is an error-message/docs issue around removed translation tasks; the other is a model output correctness regression." + "reason": "One is a v5 pipeline error-message issue; the other is a model output correctness problem." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "BLIP2 dtype loading bug and Apple Silicon allocator TypeError are separate subsystems and symptoms." + "reason": "Different code paths: dtype propagation in BLIP2 vs Apple Silicon allocator warmup TypeError." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to DAC.from_latents parity with the forward pass." + "reason": "Bamba torch.compile/SDPA failure is unrelated to DAC.from_latents missing STE behavior." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Runtime error-message wording and docs drift after v5 removals are related thematically but not the same underlying fix." + "reason": "Both mention removed pipeline tasks, but one is runtime messaging and the other is documentation cleanup." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading and template-node compilation are unrelated." + "reason": "AutoImageProcessor URL loading and template-node compilation are unrelated failures." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion vs docs still mentioning removed pipelines." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Qwen3 device-mapping CUDA assert and tokenizer loading for EMBEDDIA/est-roberta are different failures." + "reason": "CUDA assert on Qwen3 auto device mapping vs tokenizer load failure for a different model." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "Both are tokenizer-related, but LayoutLMv2 NER/padding crashes and FastSpeech2Conformer loading are distinct code paths." + "reason": "LayoutLMv2 tokenizer NER/padding crash vs FastSpeech2Conformer tokenizer load failure." }, { - "left": "issue:44485", - "right": "issue:44509", + "left": "issue:30064", + "right": "issue:36331", "accept": false, - "reason": "GLM-5 RoPE implementation discussion is unrelated to docs still mentioning removed pipeline tasks." + "reason": "Image processor segmentation-map bug vs CustomTrainer compute_loss signature mismatch." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT masked-LM regression and general tokenization changes are not the same bug." - }, - { - "left": "issue:30064", - "right": "issue:36331", - "accept": false, - "reason": "Image processor segmentation-map handling and CustomTrainer.compute_loss signature mismatch are unrelated." + "reason": "CamemBERT MLM regression is not the same as a generic tokenization-version change report." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask-shape IndexError in one model path and trainer.evaluate() failure after training are different issues." + "reason": "Mask/index shape mismatch is a different failure than trainer.evaluate() after train()." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "CPU offload device mismatch in Bark-small is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "CPU offload device mismatch is unrelated to bfloat16 dtype mismatches." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Package install backend selection and Mistral regex patching are different concerns." + "reason": "TensorFlow backend installation issue vs Mistral regex patch crash are unrelated." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "A low-information title does not establish the same underlying reproducer as an isolated reproduction of issue 38071." + "reason": "Generic data request vs isolated reproduction of another issue; no shared bug." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Different Qwen variants and different bugs: weight_only loading error vs RoPE position-id scaling." + "reason": "Different Qwen-VL bugs: weight_only loading error vs RoPE position-id scaling regression." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice preset issue and GenerationMixin import error are unrelated." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Mistral tokenizer patching crash and Gemma4Processor missing _tokenizer are separate loading failures." + "reason": "Mistral tokenizer regex patch crash vs Gemma4Processor missing _tokenizer." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both mention tied-weights warnings, but one is a false tie warning in Qwen3-Next and the other is a repeated LoRA config warning in Qwen3.5." - }, - { - "left": "issue:34634", - "right": "issue:36010", - "accept": false, - "reason": "BarkProcessor voice_preset and GenerationMixin import failure are unrelated." + "reason": "Both involve warnings about tied weights, but they concern different models and different underlying causes." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Processor output size mismatch for OmDet-Turbo and dtype mismatches in inference wrappers are different bugs." + "reason": "OmDet input-size mismatch is unrelated to dtype mismatches in inference." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "FSDP CPU RAM-efficient loading and init_empty_weights argument handling are separate loading mechanisms." + "reason": "FSDP CPU RAM-efficient loading and init_empty_weights unexpected argument are related only loosely by loading, not the same bug." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight unpacking in accelerate loading is unrelated to bfloat16 dtype mismatches." + "reason": "Packed-weight unloading during accelerate loading is unrelated to dtype mismatch warnings." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output differences are different model/processor regressions." + "reason": "Label reduction bug in BeitImageProcessorFast vs RTDetrV2 output changes are different model/processor issues." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "AppleSilicon caching allocator TypeError and LwDetrImageLoss AMP/CUDA crash are unrelated." + "reason": "Apple Silicon allocator TypeError vs CUDA AMP crash are different platforms and failures." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Label reduction in an image processor and an MPS attention correctness issue are not the same bug." + "reason": "Label array reduction bug does not match the MPS attention correctness issue." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and DAC latent reconstruction mismatch are unrelated." + "reason": "Audio chat-template sampling-rate default bug is unrelated to DAC latent reconstruction mismatch." } ] }, @@ -4866,7 +4823,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-381", + "cluster_id": "cluster-15354-382", "nodes": [ "issue:34567", "issue:34634", @@ -4922,42 +4879,42 @@ "issue:45084|issue:45538", "issue:34634|issue:36331", "issue:43653|issue:44912", - "issue:44568|issue:45488", "issue:43452|issue:44991", "issue:43638|issue:44936", "issue:43257|issue:43329", - "issue:38175|issue:44610", + "issue:44568|issue:45488", "issue:43454|issue:43577", + "issue:38175|issue:44610", "issue:43854|issue:44977", - "issue:43746|issue:44811", "issue:43257|issue:43696", "issue:44589|issue:45042", + "issue:43746|issue:44811", "issue:39692|issue:44912", "issue:36010|issue:43645", - "issue:44568|issue:45356", - "issue:43819|issue:43927", "issue:43720|issue:44610", + "issue:43819|issue:43927", "issue:43749|issue:44756", + "issue:44568|issue:45356", "issue:43550|issue:44912", "issue:43329|issue:44479", "issue:43262|issue:44811", "issue:43531|issue:45042", "issue:36010|issue:36331", "issue:43257|issue:43931", - "issue:34567|issue:40990", "issue:44849|issue:45701", + "issue:34567|issue:40990", "issue:43257|issue:43756", - "issue:43697|issue:45357", - "issue:43329|issue:43450" + "issue:43329|issue:43450", + "issue:43697|issue:45357" ], - "prepared_review_unit_hash": "82ccb925142449a579afe4b3ae8514fd2f7c7e44328b847830011cc4b3ecd921", + "prepared_review_unit_hash": "22c82564074036256695c1b6d124b01a4c513c1946aa2b5c5e920be9891e66bd", "component_budget": { - "node_count": 381, - "item_count": 381, - "soft_pair_count": 1427, - "serialized_chars": 735824, - "estimated_input_tokens": 183956, - "estimated_eval_tokens": 368168 + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 }, "budget": { "node_count": 48, @@ -4972,205 +4929,208 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs mostly span unrelated Transformer bugs across tokenization, multimodal/video, training, loading, and quantization. None are strong enough to treat as the same underlying fix. Issue 43329 is the best representative because it pinpoints a concrete failing code path.", - "confidence": 0.73, - "canonical_issue_reason": "issue:43329 is the most concrete, code-path-specific report here: it names `_get_num_multimodal_tokens`, the video branch, and the undefined symbols causing the failure.", + "summary": "This cluster is mostly heterogeneous: trainer, tokenizer, model-loading, vision, audio, and quantization regressions that do not collapse into one duplicate. The only plausible duplicate pair is the video-regression reports around multimodal/video processing.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical for the whole cluster; the closest duplicate subcluster is the video regression, and issue:43329 is the clearest root-cause report because it names the broken helper and undefined video-branch variables.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43329 is the strongest standalone representative of an actual bug in this set; the others are broader symptoms or different subsystems.", + "best_issue_reason": "Issue:43329 is the best representative of the only near-duplicate pair because it is the most specific, actionable description of the underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Different bugs: multimodal video token counting vs stale auto_mappings CI references." + "reason": "Different subsystems: multimodal video token counting vs auto_mappings CI/config references." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Unrelated: compile-time template-node error vs CLIP tokenizer max-length behavior." + "reason": "Unrelated bugs: compile-time template-node error vs CLIP tokenizer max length handling." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "Different subsystems: BarkProcessor preset loading vs trainer loss signature mismatch." + "reason": "Different code paths: BarkProcessor voice preset vs Trainer compute_loss signature mismatch." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Special-token registration bug is unrelated to MXFP4 quantization fallback." - }, - { - "left": "issue:44568", - "right": "issue:45488", - "accept": false, - "reason": "Both are tokenizer regressions, but they affect different code paths and models." + "reason": "Tokenizer special-token registration bug vs MXFP4 quantization load fallback." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Different loading failures for different APIs/models; not the same defect." + "reason": "Different loading failures: gguf_file handling vs tokenizer loading for est-roberta." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Separate trainer/deepspeed failure from post-train evaluate regression." + "reason": "Different trainer failures: ZeRO-3 zero-sized index error vs evaluate-after-train issue." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE weight conversion and video token counting are distinct bugs." + "reason": "Different bugs: Qwen3 MoE weight conversion/loading vs video token counting helper failure." }, { - "left": "issue:38175", - "right": "issue:44610", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "Different vision-model issues: zero probabilities vs processor output shape mismatch." + "reason": "Both are tokenizer regressions, but they affect different models and different mechanisms." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "lm_head weight tying bug is unrelated to BLIP2 dtype propagation." + "reason": "Model-head tying bug vs dtype propagation bug; not the same underlying defect." }, { - "left": "issue:43854", - "right": "issue:44977", + "left": "issue:38175", + "right": "issue:44610", "accept": false, - "reason": "Different model families and different failures; not one code path." + "reason": "Different symptoms and components: zero probabilities vs processor output shape mismatch." }, { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:43854", + "right": "issue:44977", "accept": false, - "reason": "PEFT checkpoint loading and Whisper batch_decode special-token handling are unrelated." + "reason": "GLM-4.7 loading test failure and Qwen3.5 flash-attention generation are distinct issues." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Weight conversion bug is unrelated to an out-of-memory error." + "reason": "Loading/conversion bug and CUDA OOM are unrelated." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to torchvision being required." + "reason": "Storage-type lookup error vs PIL image processor dependency regression." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT checkpoint loading vs Whisper batch_decode skip_special_tokens handling are different bugs." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Documentation/example errors do not match the gpt-oss quantization fallback bug." + "reason": "Documentation example errors are not the same bug as MXFP4 loading fallback." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "Importing GenerationMixin and Jupyter custom-model init breakage are different problems." + "reason": "ImportError for GenerationMixin and Jupyter custom-model initialization are separate issues." }, { - "left": "issue:44568", - "right": "issue:45356", + "left": "issue:43720", + "right": "issue:44610", "accept": false, - "reason": "Both concern tokenizers, but the failures are different and model-specific." + "reason": "Packed-weight unpacking during accelerate loading is unrelated to processor input shape." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC STE mismatch and DiaConfig token-ID persistence are unrelated." + "reason": "DAC forward/from_latents mismatch and DiaConfig save/load token ID loss are different defects." }, { - "left": "issue:43720", - "right": "issue:44610", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "Packed-weight unpacking in accelerate is unrelated to OmDet processor sizing." + "reason": "Different memory/loading problems: FSDP CPU RAM efficient loading vs mmap OOM on Strix Halo." }, { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:44568", + "right": "issue:45356", "accept": false, - "reason": "Both involve loading/memory, but the root causes are different." + "reason": "Both tokenizer regressions, but different models and different failure modes." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile SDPA failure is unrelated to MXFP4 quantization loading." + "reason": "Torch.compile/SDPA issue in Bamba is unrelated to MXFP4 loading fallback." }, { "left": "issue:43329", "right": "issue:44479", - "accept": false, - "reason": "Same broad video area, but one is undefined helper variables and the other is a broader regression." + "accept": true, + "reason": "Likely the same video-input regression in the shared multimodal/video path; 43329 identifies the broken helper/undefined variables, while 44479 reports the broader model-family symptom." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sampling rate bug differs from Whisper batch_decode behavior." + "reason": "Audio chat-template sampling-rate default and Whisper batch_decode behavior are unrelated." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding-window bug is unrelated to PIL backend torchvision requirements." + "reason": "Qwen3-MoE sliding_window behavior and PIL torchvision dependency regression are different problems." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "ImportError for GenerationMixin and custom compute_loss kwarg are unrelated." + "reason": "Importing GenerationMixin and custom trainer loss signature errors are distinct." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Same model family, but different failure modes and loading paths." + "reason": "Different model-loading issues: MoE weight conversion vs Qwen3-VL shape mismatch." }, { - "left": "issue:34567", - "right": "issue:40990", + "left": "issue:44849", + "right": "issue:45701", "accept": false, - "reason": "TrainerState token counting and GPT-OSS perplexity are unrelated." + "reason": "A Qwen3.5 hidden-states bug is not the same as a broad tokenization-version regression." }, { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:34567", + "right": "issue:40990", "accept": false, - "reason": "Qwen3.5 hidden-states bug and tokenization-version change are not the same issue." + "reason": "Trainer token counters not updating and high perplexity on gpt-oss are unrelated." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "MoE weight conversion bug is unrelated to Smollm3 RoPE-layer dropping." + "reason": "Qwen3 MoE loading/conversion and Smollm3 RoPE-layer mismatch are different issues." }, { - "left": "issue:43697", - "right": "issue:45357", + "left": "issue:43329", + "right": "issue:43450", "accept": false, - "reason": "RTDetr output drift and Qwen3.5 visual-key saving are different bugs." + "reason": "Video token-count helper bug vs batched video processor shape bug; related area but not the same underlying defect." }, { - "left": "issue:43329", - "right": "issue:43450", + "left": "issue:43697", + "right": "issue:45357", "accept": false, - "reason": "Both touch video processors, but one is token counting and the other is batched shape output." + "reason": "RTDetrV2 output differences and Qwen3.5 save_pretrained visual-key regression are separate bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the cluster is genuinely heterogeneous, and the only accepted soft edge is framed cautiously as a likely shared video-input regression rather than a definitive same-bug claim. The rejections also stay conservative and mostly distinguish different subsystems or failure modes." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -5185,7 +5145,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-381", + "cluster_id": "cluster-15354-382", "nodes": [ "issue:28282", "issue:29127", @@ -5245,44 +5205,44 @@ "issue:33357|issue:34567", "issue:43540|issue:44560", "issue:43317|issue:45538", + "issue:42915|issue:43742", "issue:42175|issue:43824", "issue:44291|issue:45042", - "issue:42915|issue:43742", - "issue:42175|issue:44938", "issue:43927|issue:44912", - "issue:42915|issue:45538", "issue:42915|issue:44821", - "issue:44062|issue:44991", + "issue:42915|issue:45538", "issue:43540|issue:44479", - "issue:43526|issue:45479", + "issue:44062|issue:44991", + "issue:42175|issue:44938", "issue:42175|issue:44488", + "issue:43526|issue:45479", "issue:43906|issue:45381", - "issue:38175|issue:44898", "issue:45137|issue:45405", - "issue:44737|issue:45588", + "issue:38175|issue:44898", "issue:43749|issue:44164", - "issue:43756|issue:45325", + "issue:44737|issue:45588", "issue:28282|issue:34689", + "issue:43756|issue:45325", "issue:36010|issue:42175", "issue:28282|issue:29127", - "issue:43643|issue:45375", "issue:43493|issue:43994", - "issue:43742|issue:44291" + "issue:43742|issue:44291", + "issue:43643|issue:45375" ], - "prepared_review_unit_hash": "3eed4d5c97e623344dc153291b2a5f6d0707370049d77732bbf0c78082e56c73", + "prepared_review_unit_hash": "1b10e3eb6c971bb3ab4ede953ca91ad272f6dd439bd761a9f8e3a72dd197a706", "component_budget": { - "node_count": 381, - "item_count": 381, - "soft_pair_count": 1427, - "serialized_chars": 735824, - "estimated_input_tokens": 183956, - "estimated_eval_tokens": 368168 + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37114, + "serialized_chars": 37116, "estimated_input_tokens": 9279, "estimated_eval_tokens": 18814 }, @@ -5291,198 +5251,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous cluster of Transformers bug reports spanning unrelated areas (model loading/imports, tokenizer/config issues, vision/video regressions, quantization, and training/runtime bugs). Only a couple of soft edges look like true duplicates; the rest are just broad topical similarity.", - "confidence": 0.68, - "canonical_issue_reason": "No single canonical issue fits the whole cluster cleanly; the items split into several unrelated bug families. If forced, the Qwen video-regression reports are the closest to a reusable anchor, but the cluster is not a true duplicate set.", + "summary": "This cluster is mostly heterogeneous; only two soft edges look like true duplicates: the SigLIP2 model discrepancy pair and the Qwen2.5-VL video-position-id regression pair.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 44479 is the best canonical issue because it is the broadest, clearest regression report in the cluster: it names the version, the affected video-input code path, and multiple impacted Qwen VL variants, making it the best umbrella for the related video regression reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the most representative concrete regression report in the set: it is specific, user-facing, and broad enough to capture the strongest Qwen video-input subcluster. It is still not a good umbrella for the entire heterogeneous cluster.", + "best_issue_reason": "Issue 44479 is the strongest global issue candidate: it is concrete, reproducible, version-scoped, and broad enough to anchor the small video-regression subcluster better than the narrower follow-up report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Different failures: one is a model-loading regression for a specific repo, the other is a tokenizer max-length constant issue." + "reason": "Both are loading-related, but one is a generic model load failure and the other is a tokenizer max-length bug; different code paths and symptoms." }, { "left": "issue:44479", "right": "issue:45381", "accept": true, - "reason": "Both describe the same Qwen video-input regression around incorrect position IDs / video handling in transformers 5.3.0." + "reason": "These describe the same underlying Qwen2.5-VL video-input regression: 45381 is a narrower statement of the wrong vision_position_ids behavior covered by the broader 44479 report." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "A device-mapping CUDA assert on A800 is not the same bug as a Qwen3OmniMoe video-input ValueError." + "reason": "Different models and failure modes: auto device-map CUDA assert on A800 versus video-input ValueError in Qwen3OmniMoe." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both mention dtype mismatches, but they affect different models and different code paths; not the same concrete bug." + "reason": "Both mention dtype issues, but they affect different architectures and distinct inference paths; not the same bug." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "GGUF loading / from_pretrained behavior and an Apple Silicon allocator warmup TypeError are unrelated." + "reason": "One is a gguf/from_pretrained tokenizer/model loading break, the other is an Apple Silicon allocator warmup TypeError; unrelated." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "CLIP/Mac bus error and a TrainerState token counter not updating are unrelated runtime behaviors." + "reason": "Completely different problem areas: MacOS bus error loading CLIP versus a TrainerState counter not updating." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both are video-related, but the model families and reported failure modes differ too much to treat as the same bug." + "reason": "Both are video issues, but they concern different Qwen3 model families and different exceptions." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "Dequantized model offload failure is unrelated to CLIPTokenizer's model_max_length behavior." + "reason": "Different topics: dequantized model device_map/offload failure versus CLIP tokenizer max-length handling." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and MobileLLM key-error loading are unrelated model-loading bugs." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Packaging/backend omission for TensorFlow is unrelated to an ImportError for a specific Qwen class." + "reason": "Backend packaging/install issue versus missing Qwen2.5-VL class import; not the same underlying defect." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized and PIL backend torchvision requirements are different code paths." - }, - { - "left": "issue:42915", - "right": "issue:43742", - "accept": false, - "reason": "Qwen3Moe FP8 config failure and MobileLLM config-key loading error are unrelated." - }, - { - "left": "issue:42175", - "right": "issue:44938", - "accept": false, - "reason": "Missing TensorFlow backend from installation and Python 3.14 loading failure are not the same bug." + "reason": "init_empty_weights argument handling and PIL image processor torchvision dependency are different code paths." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "A save/load config-token-ID bug is unrelated to MXFP4 quantization falling back to bf16." + "reason": "Config save/load losing token IDs is unrelated to MXFP4 quantization fallback behavior." }, { "left": "issue:42915", - "right": "issue:45538", + "right": "issue:44821", "accept": false, - "reason": "Qwen3Moe FP8 loading and CLIPTokenizer max length have no concrete overlap." + "reason": "Different failures: FP8 config loading versus AutoImageProcessor URL loading." }, { "left": "issue:42915", - "right": "issue:44821", + "right": "issue:45538", "accept": false, - "reason": "An FP8 model-loading bug is unrelated to loading AutoImageProcessor from a URL." + "reason": "No meaningful overlap beyond both being model-related issues." }, { - "left": "issue:44062", - "right": "issue:44991", + "left": "issue:43540", + "right": "issue:44479", "accept": false, - "reason": "AddedToken special-argument handling and tokenizer loading for EMBEDDIA/est-roberta are different failures." + "reason": "Both involve video inputs, but they target different model families and different regression reports; not clearly the same bug." }, { - "left": "issue:43540", - "right": "issue:44479", + "left": "issue:44062", + "right": "issue:44991", "accept": false, - "reason": "Both involve Qwen video inputs, but the reported models and symptoms differ; not enough to call them the same bug." + "reason": "Tokenizer-loading failures are similar in shape, but the titles do not show the same concrete root cause; too speculative to merge." }, { - "left": "issue:43526", - "right": "issue:45479", + "left": "issue:42175", + "right": "issue:44938", "accept": false, - "reason": "BEiT Fast label reduction and sequence-classification zero-loss behavior are unrelated." + "reason": "Package/backend install mismatch versus Python 3.14 load failure; unrelated." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "A backend-install issue is not the same as a model-specific loading failure." + "reason": "Install/backend packaging issue versus a model-specific loading failure; different bugs." }, { - "left": "issue:43906", - "right": "issue:45381", + "left": "issue:43526", + "right": "issue:45479", "accept": false, - "reason": "An isolated reproduction of another issue is too vague to match the specific Qwen2.5-VL video-position bug." + "reason": "Different processor/model semantics: Beit image processor label reduction versus sequence-classification loss degeneracy." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:43906", + "right": "issue:45381", "accept": false, - "reason": "SigLIP2 zero probabilities and a Perceiver resolution bug are different models and different defects." + "reason": "An isolated reproduction of an older issue and a Qwen2.5-VL video regression are not the same defect." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque errors and a PEFT version bump are unrelated." + "reason": "DeepSpeed ZeRO3 deque error and a PEFT version bump are unrelated." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "XLNet CPU tensor placement and flash_attention s_aux handling are different bugs." + "reason": "Both are vision-model bugs, but the reported symptoms and model paths are different." }, { "left": "issue:43749", "right": "issue:44164", "accept": false, - "reason": "FSDP CPU RAM efficient loading and extra_state save/load handling are not the same issue." + "reason": "Both touch save/load behavior, but one is FSDP CPU RAM efficient loading and the other is extra_state serialization; not the same bug." }, { - "left": "issue:43756", - "right": "issue:45325", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "Both mention RoPE/position logic, but they concern different models and different incorrect behaviors." + "reason": "XLNet CPU device placement issue and flash-attention s_aux crash are unrelated." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "A missing PyTorch dependency error is unrelated to a specific Llama 3.2 Vision model-loading regression." + "reason": "Generic AutoModel torch-missing import error versus a specific Llama 3.2 Vision loading regression." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both mention RoPE/position handling, but they are different models and different defects." }, { "left": "issue:36010", "right": "issue:42175", "accept": false, - "reason": "GenerationMixin import failure and TensorFlow backend packaging are unrelated." + "reason": "GenerationMixin import error and missing TensorFlow backend are unrelated." }, { - "left": "issue:43643", - "right": "issue:45375", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "Generic AutoConfig field-loss with trust_remote_code and a specific config field dropped by @strict are not the same concrete bug." + "reason": "Missing PyTorch dependency and LayoutLMv3 box-content error are unrelated." }, { "left": "issue:43493", "right": "issue:43994", "accept": true, - "reason": "Both are about SigLIP2 producing wrong/nonsensical outputs, and the titles point to the same underlying implementation discrepancy." + "reason": "Both report the same SigLIP2 model discrepancy: HF outputs are nonsensical versus the original JAX implementation, pointing to the same underlying model bug." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "MobileLLM loading failure and init_empty_weights argument mismatch are unrelated." + "reason": "KeyError on MobileLLM loading and _is_hf_initialized argument handling are distinct loading failures." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Missing fields under trust_remote_code and a missing config field in Qwen3_5MoeVisionConfig are related only at a very high level; not the same concrete bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative about the cluster being heterogeneous. The two accepted soft edges are plausible duplicate pairs from the titles, and the rejected pairs are mostly cautious rather than overstated. No clear evidence of overclaiming." + "feedback": "The summary is grounded in the packet and stays conservative overall. The canonical issue choice is reasonable for the video-regression subcluster, and the two accepted soft edges are supported by the titles/body-level evidence without overstating certainty. No mergeability or duplicate claim looks excessive." }, "evaluator_used": true, "retried": false, @@ -5501,8 +5467,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-381", + "cluster_id": "cluster-15354-382", "nodes": [ + "issue:24643", + "issue:29127", "issue:34567", "issue:36331", "issue:41762", @@ -5523,7 +5491,6 @@ "issue:43819", "issue:44062", "issue:44291", - "issue:44466", "issue:44484", "issue:44488", "issue:44514", @@ -5540,7 +5507,6 @@ "issue:44898", "issue:44936", "issue:44964", - "issue:45005", "issue:45042", "issue:45081", "issue:45216", @@ -5559,211 +5525,217 @@ "issue:44484|issue:44704", "issue:44291|issue:44821", "issue:44792|issue:44964", - "issue:43643|issue:44561", "issue:45405|issue:45600", + "issue:45042|issue:45081", "issue:43697|issue:45216", + "issue:43643|issue:44561", "issue:43688|issue:43749", - "issue:45042|issue:45081", "issue:44514|issue:45381", "issue:43742|issue:44589", "issue:43531|issue:44821", "issue:44514|issue:45290", "issue:43452|issue:43577", - "issue:43452|issue:44843", "issue:44625|issue:44877", + "issue:43452|issue:44843", "issue:43688|issue:45440", "issue:41762|issue:44936", "issue:43720|issue:44898", "issue:43295|issue:45356", - "issue:43653|issue:44568", "issue:43525|issue:43643", "issue:43819|issue:44811", - "issue:44466|issue:45005" + "issue:43653|issue:44568", + "issue:24643|issue:29127" ], - "prepared_review_unit_hash": "7aaba8370e6ac5b7574ac8a1bef706a7aa06ad21c3236a8775e0ca1e9de382c9", + "prepared_review_unit_hash": "fca4608b906edd341c86ac4974048a5821136eeee289323c5ae0aee4d7e01928", "component_budget": { - "node_count": 381, - "item_count": 381, - "soft_pair_count": 1427, - "serialized_chars": 735824, - "estimated_input_tokens": 183956, - "estimated_eval_tokens": 368168 + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35537, - "estimated_input_tokens": 8885, - "estimated_eval_tokens": 18026 + "serialized_chars": 35513, + "estimated_input_tokens": 8879, + "estimated_eval_tokens": 18014 }, "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 share only broad Transformer themes (tokenizers, loading, processors, training) but not the same concrete bug. I found no safe duplicate merges among the proposed edges. The broadest/highest-activity issue is FSDP_CPU_RAM_EFFICIENT_LOADING, but it is not actually a duplicate center for the rest of the cluster.", - "confidence": 0.93, - "canonical_issue_reason": "issue:43749 has the strongest discussion/inbound activity and the broadest impact, so it is the best representative issue in an otherwise unrelated set.", + "summary": "These items are mostly unrelated bug reports across different code paths; none of the soft pairs look like true duplicates, and there are no PRs to consolidate.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43749 is the strongest representative issue artifact here: it has broad loading-path impact, substantial discussion, and inbound references, making it the most actionable central issue in the set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43749 is the most prominent issue here by activity and scope; it is the safest global representative even though the surrounding items are not true duplicates.", + "best_issue_reason": "issue:43749 has the clearest regression framing and the most supporting activity, so it is the best single issue to keep as the primary reference point.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43582", "right": "issue:43782", "accept": false, - "reason": "Different failures in different loading paths; Apple Silicon allocator warmup TypeError is unrelated to Qwen3VL weight_only loading." + "reason": "Different failures: Apple Silicon allocator warmup TypeError versus Qwen3VL weight_only loading error." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-related, but one is an AddedToken special-arg bug and the other is a Mistral regex/backend_tokenizer crash." + "reason": "Both involve tokenizers, but the concrete bugs are different: AddedToken special-arg duplication vs a Mistral regex/backend_tokenizer crash." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "Trainer metrics bookkeeping vs a changed compute_loss signature are separate bugs." + "reason": "TrainerState token counting not updating is unrelated to CustomTrainer.compute_loss receiving an unexpected keyword argument." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "gguf_file/from_pretrained breakage is a different loading issue than the cjvt/sleng-bert model load failure." + "reason": "Both are model-loading regressions, but they affect different models and failure modes; not the same underlying bug." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "max_shard_size behavior and AutoProcessor cached_file kwargs passthrough are unrelated." + "reason": "max_shard_size behavior in save_pretrained is unrelated to AutoProcessor kwargs not reaching cached_file." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized and AutoImageProcessor-from-URL are different code paths and failures." + "reason": "init_empty_weights/_is_hf_initialized argument handling is a different code path from loading AutoImageProcessor from a URL." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Both involve multimodal models, but the failing models and concrete code paths differ." + "reason": "A failed Janus test and a Phi-4 multimodal load failure are different model-specific issues." }, { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:45405", + "right": "issue:45600", "accept": false, - "reason": "Both mention trust_remote_code, but one is missing config fields and the other is removal of is_torch_fx_available." + "reason": "A dependency version bump is unrelated to stale auto_mappings references causing CI breakage." }, { - "left": "issue:45405", - "right": "issue:45600", + "left": "issue:45042", + "right": "issue:45081", "accept": false, - "reason": "A PEFT version pin issue and removed Sam3LiteText auto-mapping references are unrelated." + "reason": "One is an image-processor torchvision dependency issue; the other is a tokenizer regex/attribute crash." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "Different regressions: output drift in RTDetrV2 vs save_pretrained checkpoint serialization for Qwen3.5." + "reason": "RTDetrV2 output divergence and Qwen3.5 save_pretrained corruption are unrelated regressions." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:43643", + "right": "issue:44561", "accept": false, - "reason": "Auxiliary loss normalization and FSDP CPU RAM efficient loading are unrelated bugs." + "reason": "Both mention trust_remote_code, but one is missing fields in AutoConfig and the other is a v5 API removal breaking remote models." }, { - "left": "issue:45042", - "right": "issue:45081", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "Dependency requirement regression in image processors is not the same as the Mistral regex crash." + "reason": "Aux-loss normalization in MoE models is unrelated to FSDP CPU RAM efficient loading." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL issues, but one is apply_chat_template batching/padding and the other is video vision_position_ids." + "reason": "Both are multimodal/chat-template adjacent, but one crashes on batched padding=False and the other has wrong video vision_position_ids." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "KeyError loading MobileLLM-125M and Float8 storage lookup failure are different loading bugs." + "reason": "MobileLLM key lookup failure is unrelated to a missing Float8 storage object during loading." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." + "reason": "Qwen3-MoE sliding_window behavior has nothing to do with loading AutoImageProcessor from a URL." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Same function name, but different inputs and failure modes; not the same concrete chat-template bug." + "reason": "Both involve apply_chat_template, but the triggers differ: batched padding=False versus assistant tool-call messages with no content." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "gguf_file loading breakage and Blip2 dtype propagation are separate issues." + "reason": "gguf_file loading breakage and Blip2 dtype propagation are different bugs in different subsystems." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation is unrelated to strict config blocking granite_speech loading." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "gguf_file/from_pretrained breakage is unrelated to the offline Mistral regex model_info() call." + "reason": "gguf_file loading regressions and offline model_info calls in _patch_mistral_regex are different tokenizer-loading failures." }, { - "left": "issue:44625", - "right": "issue:44877", + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "MoE auxiliary-loss normalization and DeepSeekV3MoE divergence are different model-implementation issues." + }, + { + "left": "issue:41762", + "right": "issue:44936", "accept": false, - "reason": "Qwen3.5 num_labels propagation and granite_speech strict config loading are different config bugs." + "reason": "DeepSpeed ZeRO-3 Gemma3 loading failure is unrelated to trainer.evaluate failing after train." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet packed-weight loading and Perceiver image resolution handling do not share the same bug." + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to Perceiver interpolation behavior." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "processor.tokenizer/image input regression and Kimi-K2.5 codec/fix_mistral_regex regression are different tokenizer issues." - }, - { - "left": "issue:43653", - "right": "issue:44568", - "accept": false, - "reason": "Both involve special tokens, but they affect different tokenizers and different symptoms." + "reason": "Processor.tokenizer regression and Kimi-K2.5 codec/fix_mistral_regex problems are different tokenizer regressions." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Missing pad_token_id on Llama4Config is unrelated to trust_remote_code config field loss." + "reason": "Missing pad_token_id in Llama4Config is not the same bug as trust_remote_code returning incomplete config fields." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC latent reconstruction mismatch and Whisper batch_decode skip_special_tokens are unrelated." + "reason": "DAC latent decoding mismatch is unrelated to Whisper batch_decode ignoring skip_special_tokens." }, { - "left": "issue:44466", - "right": "issue:45005", + "left": "issue:43653", + "right": "issue:44568", "accept": false, - "reason": "Both mention tied weights, but one is device-dependent lm_head serialization and the other is translation-model save issues; not the same concrete bug." + "reason": "BigBird special-token registration and mdeberta BOS/EOS insertion are distinct tokenizer-special-token bugs." }, { - "left": "issue:43749", - "right": "issue:44589", + "left": "issue:24643", + "right": "issue:29127", "accept": false, - "reason": "FSDP CPU RAM efficient loading and Float8 storage lookup are different serialization/loading failures." + "reason": "DeepSpeed training RuntimeError about 2-D weights is unrelated to LayoutLMv3 box-validation error messaging." } ] }, @@ -5785,11 +5757,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-381", + "cluster_id": "cluster-15354-382", "nodes": [ - "issue:24643", "issue:28282", - "issue:29127", "issue:30064", "issue:32090", "issue:33357", @@ -5821,6 +5791,7 @@ "issue:44442", "issue:44451", "issue:44464", + "issue:44466", "issue:44479", "issue:44554", "issue:44610", @@ -5830,6 +5801,7 @@ "issue:44936", "issue:44977", "issue:44991", + "issue:45005", "issue:45325", "issue:45356", "issue:45588", @@ -5837,272 +5809,282 @@ "issue:45704" ], "soft_pairs": [ - "issue:24643|issue:29127", + "issue:44466|issue:45005", "issue:44464|issue:44743", - "issue:41720|issue:43906", "issue:43577|issue:43697", + "issue:41720|issue:43906", "issue:38175|issue:43295", "issue:43688|issue:45704", - "issue:44843|issue:44991", "issue:43646|issue:43749", "issue:44361|issue:44442", - "issue:43688|issue:45701", + "issue:44843|issue:44991", "issue:43653|issue:44361", "issue:44479|issue:44936", + "issue:43688|issue:45701", "issue:28282|issue:32090", - "issue:44977|issue:45356", - "issue:28282|issue:33357", "issue:30064|issue:33666", + "issue:28282|issue:33357", "issue:28282|issue:35141", - "issue:43122|issue:43906", + "issue:44977|issue:45356", "issue:43577|issue:45588", + "issue:43122|issue:43906", "issue:43577|issue:44554", - "issue:43653|issue:43927", "issue:43531|issue:43742", + "issue:43653|issue:43927", "issue:43329|issue:45325", "issue:44464|issue:44977", "issue:44479|issue:44625", - "issue:43452|issue:44451", "issue:43550|issue:44361", "issue:43504|issue:43720", - "issue:43504|issue:43550", "issue:32090|issue:34567", + "issue:43504|issue:43550", + "issue:43452|issue:44451", "issue:43504|issue:44610", "issue:43334|issue:43572", - "issue:32090|issue:33666" + "issue:32090|issue:33666", + "issue:41720|issue:44464" ], - "prepared_review_unit_hash": "73a0eba4b02b728f156a6faed1cd7d75337919175b9622b568c0299655a00fa2", + "prepared_review_unit_hash": "b7a8dcf100286d9add3230d35238b3ef6a015d2b22ec274eb8b61ca82a6bcdf8", "component_budget": { - "node_count": 381, - "item_count": 381, - "soft_pair_count": 1427, - "serialized_chars": 735824, - "estimated_input_tokens": 183956, - "estimated_eval_tokens": 368168 + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37744, - "estimated_input_tokens": 9436, - "estimated_eval_tokens": 19128 + "soft_pair_count": 34, + "serialized_chars": 38051, + "estimated_input_tokens": 9513, + "estimated_eval_tokens": 19282 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a false positive: the issues share only superficial regression/model-loading language, but they cover distinct bugs across tokenization, multimodal processing, training, device mapping, and config handling. None of the soft pairs look like the same underlying issue.", - "confidence": 0.99, - "canonical_issue_reason": "No clear canonical duplicate exists; the items are too heterogeneous to collapse onto one underlying bug.", + "summary": "Conservative triage: none of the proposed soft edges look strong enough to accept from the packet evidence alone. The tied-weights pair is only title-level similar, so issue:44466 remains the best standalone anchor, not a confirmed duplicate of issue:45005. No PRs are present.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44466 is the most concrete standalone report in the tied-weights area, with a specific v5/main, device-dependent `lm_head.weight` serialization symptom. The packet does not provide enough evidence to merge it with issue:45005.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must stand in for the cluster, issue 43646 is the broadest umbrella regression ('Transformers 5.0.0 breaks custom model initialization'), but it is not a duplicate of the others.", + "best_issue_reason": "issue:44466 is the best issue anchor here because it is the clearest and most specific report of the tied-weights regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:24643", - "right": "issue:29127", + "left": "issue:44466", + "right": "issue:45005", "accept": false, - "reason": "DeepSpeed weight-shape training error vs LayoutLMv3 box-content validation; unrelated failure modes." + "reason": "Title overlap is not enough here; the packet only shows a broad tied-weights similarity and `deterministic_accept` is false." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Both mention generation behavior, but one is chunked generation with compiled forward and the other is recurrent-state reset in modular_qwen3_5; different code paths." + "reason": "Different code paths: compiled chunked generation inconsistency vs recurrent-state reset in modular Qwen3.5." }, { - "left": "issue:41720", - "right": "issue:43906", + "left": "issue:43577", + "right": "issue:43697", "accept": false, - "reason": "Qwen3 auto device-mapping cuda assert vs an isolated reproduction of a separate issue; no shared concrete bug." + "reason": "Different bugs: Blip2 dtype propagation vs RTDetrV2 output drift." }, { - "left": "issue:43577", - "right": "issue:43697", + "left": "issue:41720", + "right": "issue:43906", "accept": false, - "reason": "Blip2 dtype staying float32 vs RTDetrV2 output divergence; different model families and defects." + "reason": "No clear shared underlying defect; these are separate Qwen3-related reports." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Siglip2 zero-probabilities issue vs v4.57.5 custom processor/tokenizer regression; not the same path." + "reason": "SigLIP2 zero-probability behavior is not the same as the processor.tokenizer/images regression." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Aux-loss normalization bug in MoE models vs T5/apex RMSNorm memory leak; unrelated." - }, - { - "left": "issue:44843", - "right": "issue:44991", - "accept": false, - "reason": "HF Hub offline/tokenizer patch issue vs tokenizer loading regression for a specific model; different root cause." + "reason": "Unrelated subsystems: MoE aux-loss normalization vs T5/apex RMSNorm memory leak." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Generic custom-model initialization regression vs FSDP CPU RAM-efficient loading breakage; not the same fix." + "reason": "Custom model initialization breakage and FSDP CPU RAM-efficient loading are different issues." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "MLukeTokenizer task AttributeError vs AutoTokenizer failing to load FastSpeech2ConformerTokenizer; separate tokenizer bugs." + "reason": "Different tokenizer failures with different models and symptoms." }, { - "left": "issue:43688", - "right": "issue:45701", + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "Auxiliary-loss normalization bug vs general tokenization changes across versions; no shared implementation defect." + "reason": "Offline `model_info()` access in patch logic is not the same bug as tokenizer loading failure." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug vs MLukeTokenizer task AttributeError; different tokenizer subsystems." + "reason": "BigBird special-token decoding bug is unrelated to MLukeTokenizer task-time AttributeError." }, { "left": "issue:44479", "right": "issue:44936", "accept": false, - "reason": "Video-input regression for VLMs vs trainer.evaluate() failing after trainer.train(); unrelated." + "reason": "Video-input regression and trainer.evaluate() failure are different code paths." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization and tokenization-version changes are unrelated." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Missing PyTorch import error vs Trainer _gpu_broadcast_one NoneType error; different environment/runtime problems." + "reason": "Missing-PyTorch ImportError and `_gpu_broadcast_one` NoneType TypeError are unrelated." }, { - "left": "issue:44977", - "right": "issue:45356", + "left": "issue:30064", + "right": "issue:33666", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug vs Kimi-K2.5 tokenizer codec/regex regression; distinct model and layer." + "reason": "Void segmentation map processing and Qwen2-VL multi-GPU training are different issues." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "PyTorch-not-found ImportError vs MacOS bus error on CLIP community model; unrelated failures." - }, - { - "left": "issue:30064", - "right": "issue:33666", - "accept": false, - "reason": "Void segmentation-map image processor bug vs Qwen2-VL multi-GPU training request; not the same issue." + "reason": "PyTorch import failure is unrelated to the MacOS bus error report." }, { "left": "issue:28282", "right": "issue:35141", "accept": false, - "reason": "PyTorch missing import vs output-embedding reinitialized after resize_token_embeddings; different domains." + "reason": "Missing-PyTorch ImportError is unrelated to tied-embedding reinitialization during `post_init`." }, { - "left": "issue:43122", - "right": "issue:43906", + "left": "issue:44977", + "right": "issue:45356", "accept": false, - "reason": "Tokenizer version change behavior vs reproduction of a different issue; no concrete overlap." + "reason": "Flash-attention generation regression and tokenizer codec/regex regression are different problems." }, { "left": "issue:43577", "right": "issue:45588", "accept": false, - "reason": "Blip2 dtype propagation bug vs flash_attention integration crash on s_aux=None; different model/integration paths." + "reason": "Blip2 dtype handling is unrelated to the `s_aux=None` crash in flash_attention." }, { - "left": "issue:43577", - "right": "issue:44554", + "left": "issue:43122", + "right": "issue:43906", "accept": false, - "reason": "Blip2 dtype issue vs MPS attention correctness when value-head dim differs; not the same code-path problem." + "reason": "Different issues: tokenization-version differences vs an isolated reproduction of another bug." }, { - "left": "issue:43653", - "right": "issue:43927", + "left": "issue:43577", + "right": "issue:44554", "accept": false, - "reason": "BigBird mask token special-token registration vs DiaConfig losing custom token IDs; both token-related but distinct bugs." + "reason": "Blip2 dtype propagation and MPS attention correctness are different code paths." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding_window issue vs MobileLLM loading key error; different model-loading/runtime defects." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to loading MobileLLM-125M." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird mask-token registration/decoding bug is unrelated to DiaConfig losing custom token IDs." }, { "left": "issue:43329", "right": "issue:45325", "accept": false, - "reason": "Undefined video-patch helpers in multimodal token counting vs Qwen2.5-VL rope-index temporal scaling bug; different logic." + "reason": "Different multimodal/video bugs: undefined helpers in token counting vs rope-index temporal scaling." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward vs Qwen3.5 flash-attention generation bug; not the same failure." + "reason": "Compiled-forward chunked generation inconsistency is not the same as the flash-attention generation regression." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video input regression for several VLMs vs Qwen3.5 num_labels propagation bug; unrelated multimodal vs config issue." - }, - { - "left": "issue:43452", - "right": "issue:44451", - "accept": false, - "reason": "gguf_file tokenizer/model loading breakage vs a specific tokenizer load failure for ScandiBERT; separate loading paths." + "reason": "Video-input regression and Qwen3.5 `num_labels` propagation are unrelated." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Bamba torch.compile/SDPA failure vs MLukeTokenizer AttributeError; unrelated model execution and tokenizer issues." + "reason": "Bamba torch.compile/SDPA bug is unrelated to MLukeTokenizer AttributeError." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Beit legacy-field load failure vs BitNet packed-weight unpacking during accelerate loading; different model-loading mechanisms." + "reason": "Legacy-field BEiT load failure and BitNet packed-weight unpacking are different bugs." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast TypeError and `num_input_tokens_seen` not updating are different trainer issues." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Beit pretrained-load issue vs Bamba torch.compile/SDPA failure; no shared underlying bug." + "reason": "Different model families and failure modes." }, { - "left": "issue:32090", - "right": "issue:34567", + "left": "issue:43452", + "right": "issue:44451", "accept": false, - "reason": "Trainer _gpu_broadcast_one NoneType error vs TrainerState num_input_tokens_seen not updating; different trainer behaviors." + "reason": "gguf_file loading behavior is not the same as failing to load a specific model." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Beit legacy field load failure vs OmDet-Turbo processor/model input-size mismatch; unrelated." + "reason": "Legacy preset loading bug is unrelated to processor output-size mismatch." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Qwen3-VL missing pad_token_id on text config vs StableLmConfig missing pad_token_idx after 5.0; similar theme but different model/config fields and fixes." + "reason": "Different config fields (`pad_token_id` vs `pad_token_idx`) and different models." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "NoneType broadcast error in Trainer vs Qwen2-VL multi-GPU training request; different areas entirely." + "reason": "Trainer NoneType broadcast error is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "CUDA assert in auto device mapping is unrelated to chunked generation inconsistency." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The output is mostly conservative on the false pairs, but it overstates the tied-weights link: the packet only shows title-level similarity for issue:44466 vs issue:45005, and `deterministic_accept` is false. Phrases like \"strong duplicate pair\" and \"likely root code path\" are stronger than the evidence in the packet. No PR pairs are present, so that part is fine." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -6118,20 +6100,20 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-381", + "cluster_id": "cluster-15354-382", "nodes": [ "issue:33357", "issue:33666", "issue:36010", "issue:36331", "issue:39692", - "issue:41720", "issue:43257", "issue:43262", "issue:43278", "issue:43295", "issue:43299", "issue:43493", + "issue:43504", "issue:43525", "issue:43540", "issue:43572", @@ -6146,11 +6128,10 @@ "issue:43825", "issue:43844", "issue:43927", + "issue:44291", "issue:44361", "issue:44423", - "issue:44464", "issue:44466", - "issue:44479", "issue:44488", "issue:44589", "issue:44625", @@ -6161,6 +6142,7 @@ "issue:44913", "issue:44964", "issue:44977", + "issue:45083", "issue:45084", "issue:45200", "issue:45229", @@ -6171,27 +6153,26 @@ ], "soft_pairs": [ "issue:43525|issue:43572", - "issue:43278|issue:43688", - "issue:41720|issue:44464", "issue:44849|issue:45357", + "issue:43278|issue:43688", "issue:43756|issue:44913", "issue:43493|issue:43825", "issue:43742|issue:44821", - "issue:43540|issue:43716", "issue:43262|issue:45084", + "issue:43540|issue:43716", "issue:33666|issue:36010", "issue:43720|issue:43927", "issue:43606|issue:43927", "issue:43257|issue:43299", "issue:43278|issue:43844", - "issue:44488|issue:44843", "issue:43493|issue:43844", - "issue:44964|issue:45405", "issue:39692|issue:43493", + "issue:44964|issue:45405", "issue:43720|issue:44361", - "issue:43540|issue:44977", + "issue:44488|issue:44843", "issue:33666|issue:36331", - "issue:43756|issue:44479", + "issue:43540|issue:44977", + "issue:43756|issue:45083", "issue:45200|issue:45229", "issue:44625|issue:45584", "issue:43824|issue:44589", @@ -6199,216 +6180,224 @@ "issue:44423|issue:44734", "issue:44589|issue:45520", "issue:39692|issue:43295", - "issue:33357|issue:33666" + "issue:33357|issue:33666", + "issue:43572|issue:44291", + "issue:43504|issue:43606" ], - "prepared_review_unit_hash": "5aa2bf896172acaeb5598d7615155775165f4a7700c7d14beeaf266a97b0c504", + "prepared_review_unit_hash": "a6feab50eceda342c1281fa904a6372d78a36384ddc63716fde7281b606e283a", "component_budget": { - "node_count": 381, - "item_count": 381, - "soft_pair_count": 1427, - "serialized_chars": 735824, - "estimated_input_tokens": 183956, - "estimated_eval_tokens": 368168 + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36738, - "estimated_input_tokens": 9185, - "estimated_eval_tokens": 18626 + "soft_pair_count": 31, + "serialized_chars": 37124, + "estimated_input_tokens": 9281, + "estimated_eval_tokens": 18818 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated model-specific regressions and API issues. A few pairs share a broad theme (loading/config regressions), but none look like the same concrete bug or change closely enough to merge as duplicates.", - "confidence": 0.66, - "canonical_issue_reason": "Issue 43646 is the broadest, most representative regression report in the set (v5 custom model initialization breakage), so it is the best single issue to anchor the cluster even though the rest are largely unrelated.", + "summary": "This cluster is a loose semantic grouping of many unrelated Transformers issues across different models, configs, and code paths; I do not see a true duplicate set or a single canonical issue/PR to merge onto.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items describe distinct bugs/regressions in unrelated subsystems (model loading, training, multimodal processing, config serialization, offload, etc.), so consolidating them would be incorrect.", "canonical_pr_reason": null, - "best_issue_reason": "43646 is the strongest standalone issue for triage because it describes a general, version-wide init/load regression rather than a model-specific symptom.", + "best_issue_reason": "No single issue is a good global canonical candidate because the cluster is heterogeneous and the problems are not the same underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Both are config attribute regressions, but they affect different model families and different missing fields; not the same underlying bug." + "reason": "Both are missing-token-id/config regressions, but one is Llama4 pad_token_id and the other is StableLm pad_token_idx; different models and failure modes." }, { - "left": "issue:43278", - "right": "issue:43688", - "accept": false, - "reason": "Different failure modes: dtype drift in evaluation vs auxiliary-loss normalization; only a loose training-related theme." - }, - { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Unrelated code paths and symptoms: device-mapping CUDA assert vs compiled-forward chunked generation mismatch." + "reason": "Both involve Qwen3.5, but one is output_hidden_states behavior and the other is save_pretrained visual encoder key serialization; different code paths." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:43278", + "right": "issue:43688", "accept": false, - "reason": "One is an output_hidden_states bug, the other is bad save_pretrained key serialization; not the same defect." + "reason": "Both mention loss-related training behavior, but one is dtype drift during evaluate and the other is auxiliary-loss normalization; unrelated bugs." }, { "left": "issue:43756", "right": "issue:44913", "accept": false, - "reason": "Both mention RoPE/config behavior, but one is a model architecture omission and the other is a config reload bug." + "reason": "One is about Smollm3 RoPE layer dropping, the other about GPTNeoX rotary_pct reload defaults; both touch rotary settings but are different models and issues." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "Different subsystems entirely: SigLIP2 implementation discrepancy vs pipeline task-support messaging." + "reason": "SigLIP2 implementation discrepancy and a pipeline translation-task error are unrelated; no shared code path." }, { "left": "issue:43742", "right": "issue:44821", "accept": false, - "reason": "Different loading failures with different triggers; no shared concrete code path." + "reason": "Both are loading-related, but one is a specific model key error and the other is AutoImageProcessor URL loading; different failures." }, { - "left": "issue:43540", - "right": "issue:43716", + "left": "issue:43262", + "right": "issue:45084", "accept": false, - "reason": "Both are multimodal issues, but one is video processing and the other is image-preprocessor dtype mismatch." + "reason": "Audio processor chat-template sampling-rate bug is unrelated to a template compilation error." }, { - "left": "issue:43262", - "right": "issue:45084", + "left": "issue:43540", + "right": "issue:43716", "accept": false, - "reason": "Audio sampling-rate default bug vs template-compilation error; unrelated behavior." + "reason": "Different multimodal/video vs image-preprocessor dtype issues in different Qwen/Mistral model families; not the same bug." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Qwen2-VL multi-GPU training and a GenerationMixin import error are unrelated." + "reason": "Multi-GPU training for Qwen2-VL is unrelated to a GenerationMixin import error." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "Packed-weight loading bug vs config token-id persistence bug; different objects and failure points." + "reason": "Both are initialization/loading regressions, but one is packed-weight unpacking and the other is custom token ID persistence causing generation failure; different root causes." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch is unrelated to DiaConfig token ID loss." + "reason": "CPU offload device mismatch is unrelated to DiaConfig token-id loss on save/load." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both involve Qwen3 MoE loading, but one is accelerate/deepspeed weight conversion and the other is a v5 model-loading regression; not clearly the same bug." + "reason": "Qwen3 MOE accelerate/deepspeed loading and Qwen3VL Moe model loading are related by family name only; distinct loading paths and reported symptoms." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Different training issues with different symptoms; no evidence of one shared root cause." - }, - { - "left": "issue:44488", - "right": "issue:44843", - "accept": false, - "reason": "Specific model load failure vs offline-mode hub call bug; only loosely related through tokenizer loading." + "reason": "Gradient explosion under ZeRO-3 is not the same as embedding dtype changing between train/eval." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 implementation discrepancy and ZeRO-3 gradient inflation are unrelated." + "reason": "SigLIP2 implementation mismatch is unrelated to gradient instability in DeepSpeed training." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:39692", + "right": "issue:43493", "accept": false, - "reason": "Model-loading failure vs dependency-version bump; not the same underlying issue." + "reason": "Documentation/example errors and a core implementation discrepancy are different classes of issues." }, { - "left": "issue:39692", - "right": "issue:43493", + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "Doc-example errors and implementation mismatch are different problem types, even if both touch SigLIP2." + "reason": "Model load failure and a bumped minimum PEFT version are unrelated; one is runtime compatibility, the other is dependency metadata." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "Different tokenizer/model-loading failures with no shared concrete code path." + "reason": "Both are loading failures, but one concerns packed weights in accelerate and the other a tokenizer AttributeError; not the same bug." }, { - "left": "issue:43540", - "right": "issue:44977", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "Video-input processing bug vs flash-attention generation bug; unrelated." + "reason": "Loading cjvt/sleng-bert and offline-mode Mistral regex patching are unrelated loader problems." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Multi-GPU training and trainer compute_loss signature mismatch are different bugs." + "reason": "Multi-GPU training for Qwen2-VL and a custom trainer loss signature mismatch are separate training issues." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Video input validation in Qwen3OmniMoe and flash-attention generation issues in Qwen3.5 are different runtime paths." }, { "left": "issue:43756", - "right": "issue:44479", + "right": "issue:45083", "accept": false, - "reason": "Different Qwen/Smollm model regressions with different mechanics and failure modes." + "reason": "RoPE layer reduction in Smollm3 and feat-extract length helper behavior in qwen3_omni_moe are unrelated implementation bugs." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "One is a missing default for text-only fine-tuning, the other is GPU OOM in multi-GPU inference; not duplicates." + "reason": "mm_token_type_ids defaulting and Gemma4 multi-GPU CUDA OOM are different problems with different fixes." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Different model families and different bugs: num_labels propagation vs Whisper empty-transcription generation." + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation failure are unrelated model-specific bugs." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "ImportError for a specific model class and missing Float8 storage are unrelated." + "reason": "Missing Qwen2.5-VL export and missing Float8 storage support are distinct import/runtime compatibility issues." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Both are v5 regressions, but one is custom model initialization and the other is tied-weight serialization depending on device." + "reason": "Custom model initialization breakage and inconsistent lm_head.weight serialization are different v5 regressions." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both hit serve paths, but the concrete crashes and code paths differ." + "reason": "Both concern serving, but one crashes on multimodal tensors and the other on KV-cache continuation indexing; not the same code-path bug." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to the flash_attn import_utils KeyError on Python 3.13." + "reason": "Float8 storage resolution and Python 3.13 flash_attn KeyError are unrelated backend/import issues." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Documentation example problems and a processor.tokenizer regression are distinct issues." + "reason": "A SigLIP2 docs/example bug is not the same as a regression in processor.tokenizer access and image-to-tokenizer handling." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "MacOS CLIP bus error and Qwen2-VL multi-GPU training are unrelated." + "reason": "MacOS bus error with CLIP model and Qwen2-VL multi-GPU training are unrelated model/runtime problems." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "StableLm missing pad_token_idx after v5 update and init_empty_weights unexpected argument are separate config/init regressions." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "BEiT legacy-field loading failure and bark-small CPU offload device mismatch do not share the same underlying bug." } ] }, @@ -6430,7 +6419,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-381", + "cluster_id": "cluster-15354-382", "nodes": [ "issue:15354", "issue:29942", @@ -6440,11 +6429,11 @@ "issue:39401", "issue:43232", "issue:43278", + "issue:43295", "issue:43334", "issue:43504", "issue:43525", "issue:43540", - "issue:43572", "issue:43575", "issue:43582", "issue:43606", @@ -6455,7 +6444,6 @@ "issue:43957", "issue:43994", "issue:44112", - "issue:44291", "issue:44315", "issue:44361", "issue:44464", @@ -6463,6 +6451,7 @@ "issue:44521", "issue:44554", "issue:44568", + "issue:44610", "issue:44792", "issue:44849", "issue:44964", @@ -6481,231 +6470,227 @@ "issue:45701" ], "soft_pairs": [ - "issue:43572|issue:44291", - "issue:43504|issue:43606", - "issue:44521|issue:45290", "issue:43504|issue:43653", - "issue:43927|issue:44361", "issue:43575|issue:45405", - "issue:43994|issue:44493", + "issue:43927|issue:44361", + "issue:44521|issue:45290", "issue:44792|issue:45405", "issue:44464|issue:45584", + "issue:43994|issue:44493", "issue:43278|issue:43701", "issue:43606|issue:44112", "issue:29942|issue:30333", "issue:44554|issue:45446", "issue:44568|issue:45701", - "issue:15354|issue:38175", "issue:43844|issue:44964", "issue:43540|issue:45200", "issue:45084|issue:45520", "issue:43582|issue:44977", "issue:43232|issue:44849", - "issue:39401|issue:44568", - "issue:45072|issue:45198", + "issue:15354|issue:38175", "issue:37428|issue:43957", + "issue:45072|issue:45198", + "issue:39401|issue:44568", "issue:44315|issue:44849", - "issue:44554|issue:45356", "issue:43334|issue:43525", - "issue:45200|issue:45325" + "issue:44554|issue:45356", + "issue:45200|issue:45325", + "issue:43295|issue:44610" ], - "prepared_review_unit_hash": "8e7769aa2f211f6a408c5273bf11086792e3936b6010139a1b9d98c10a364e6a", + "prepared_review_unit_hash": "d380683ccb105932a721cf08d16c16a2bba54cacd3e52b1550efbf83ca7e3941", "component_budget": { - "node_count": 381, - "item_count": 381, - "soft_pair_count": 1427, - "serialized_chars": 735824, - "estimated_input_tokens": 183956, - "estimated_eval_tokens": 368168 + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35292, - "estimated_input_tokens": 8823, - "estimated_eval_tokens": 17902 + "soft_pair_count": 26, + "serialized_chars": 34992, + "estimated_input_tokens": 8748, + "estimated_eval_tokens": 17752 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a grab bag of unrelated Transformers bug reports across different models, tokenizers, generation paths, and CI regressions. The soft pairs mostly share broad vocabulary like \"pad_token\" or \"loading\" but do not describe the same concrete bug/change, so none should be merged as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "Mostly unrelated issue reports with a few superficial keyword overlaps; only the `pad_token_id` config-attribute failures look like a likely duplicate pair.", + "confidence": 0.93, + "canonical_issue_reason": "No strong canonical issue: the set is too heterogeneous, and only one soft pair appears to be a true duplicate.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "If forced, issue:45701 is the broadest umbrella report, but it is still too general to serve as a real canonical for this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43572", - "right": "issue:44291", - "accept": false, - "reason": "Both involve loading/config initialization, but one is about missing `pad_token_idx` after a 5.0 update and the other is an `init_empty_weights`/`_is_hf_initialized` argument regression; different failure modes and code paths." - }, { "left": "issue:43504", - "right": "issue:43606", - "accept": false, - "reason": "Different models and bugs: BEiT pretrained preset loading with a legacy field vs. `suno/bark-small` device mismatch under CPU offload." - }, - { - "left": "issue:44521", - "right": "issue:45290", + "right": "issue:43653", "accept": false, - "reason": "Both mention chat templating, but one is about all-zero assistant masks for multimodal inputs and the other is a crash on assistant tool-call messages without content; not the same defect." + "reason": "Different models and different bugs: legacy field loading vs tokenizer special-token registration." }, { - "left": "issue:43504", - "right": "issue:43653", + "left": "issue:43575", + "right": "issue:45405", "accept": false, - "reason": "One is a BEiT model-loading legacy-field issue; the other is a BigBird tokenizer special-token registration/empty decode bug." + "reason": "OOM during tensor-parallel model load is unrelated to a PEFT version pin." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Both are config/token-related, but `DiaConfig` loses custom token IDs on save/load, while `MLukeTokenizer` raises an AttributeError on tasks; distinct artifacts and symptoms." + "reason": "Both are config/tokenizer-related, but the concrete failures are different and not the same code path." }, { - "left": "issue:43575", - "right": "issue:45405", - "accept": false, - "reason": "OOM during tensor-parallel loading of a specific model is unrelated to a package-version pin on `MIN_PEFT_VERSION`." - }, - { - "left": "issue:43994", - "right": "issue:44493", + "left": "issue:44521", + "right": "issue:45290", "accept": false, - "reason": "`siglip2` nonsensical outputs with AutoModel/pipeline is not the same as the generic unexpected position-id key issue affecting many models." + "reason": "Both involve `apply_chat_template`, but one is bad assistant masks and the other is a crash on tool-call messages." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A janus test failure is unrelated to a PEFT minimum-version bump." + "reason": "Janus image-generation test failure is unrelated to the PEFT version bump." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is a generation/compilation bug; empty transcription after `align_special_tokens` is a Whisper-specific generation edge case." + "reason": "Compiled-forward chunked generation and Whisper empty-transcription handling are distinct bugs." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Different symptoms and likely different code paths; one is bad model outputs, the other is a position-id key issue." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "BF16-to-FP32 dtype change in evaluation is unrelated to a `resume_from_checkpoint` key mismatch." + "reason": "Training/eval dtype drift is unrelated to checkpoint resume key mismatch." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Different CI failures in different models: CPU offload device mismatch vs. stale device override test in GraniteSpeech." + "reason": "Both mention device handling, but they affect different models and failure modes." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 test failures and MLFlow reporting of failed jobs are unrelated." + "reason": "FlashAttention test failures and MLflow reporting are unrelated." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "An MPS attention correctness issue is not the same as a PyTorch version-check bug for `AuxRequest` import in flex_attention." + "reason": "Different attention-related problems with different triggers and fixes." }, { "left": "issue:44568", "right": "issue:45701", "accept": false, - "reason": "`add_special_tokens=True` not adding BOS/EOS for one tokenizer is different from a broad version-dependent tokenization change report." - }, - { - "left": "issue:15354", - "right": "issue:38175", - "accept": false, - "reason": "GeneratorExp unsupported in `torch.jit.script` is unrelated to zero probabilities in `siglip2-base-patch16-224`." + "reason": "`add_special_tokens` BOS/EOS omission is a specific tokenizer bug, while the other is only a broad version-regression report." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "DeepSpeed ZeRO-3 gradient growth and loading `microsoft/Phi-4-multimodal-instruct` are separate problems with different code paths." + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading are unrelated." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video-input processing failure in Qwen3OmniMoe is unrelated to Gemma 4 requiring `mm_token_type_ids` to default to zeros." + "reason": "Both are multimodal-input issues, but they hit different models and different processing logic." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Template-node compilation error and Python 3.13 `flash_attn` import KeyError are unrelated failures." + "reason": "Template-compilation failure and Python 3.13 flash-attn import error are unrelated." }, { "left": "issue:43582", "right": "issue:44977", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError is not the same bug as Qwen3.5 flash-attention generation issues." + "reason": "Apple Silicon allocator TypeError is not the same as a Qwen3.5 flash-attention generation bug." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "`_update_model_kwargs_for_generation` after `sync_gpus` concerns generation state handling; the Qwen3.5 issue is about `output_hidden_states=True` behavior." + "reason": "Generation kwargs sync-gpu handling and hidden-states output behavior are separate issues." }, { - "left": "issue:39401", - "right": "issue:44568", + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript export failure and zero-probability inference on SigLIP2 are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43957", "accept": false, - "reason": "Wrong `offset_mapping` in Qwen3 tokenizer is a tokenizer-span bug, not the BOS/EOS insertion bug in mDeBERTa." + "reason": "Flash-attention import symbol regression is distinct from `torch.device('meta')` model-loading failures." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "Dtype mismatches in CI for SwitchTransformers/TimmWrapperModel are unrelated to Wav2Vec2 save/tokenization failures." + "reason": "bfloat16 dtype mismatches and Wav2Vec2 save/tokenization failures are unrelated." }, { - "left": "issue:37428", - "right": "issue:43957", + "left": "issue:39401", + "right": "issue:44568", "accept": false, - "reason": "ImportError for `_flash_supports_window_size` and meta-device loading breakage are different regressions affecting different subsystems." + "reason": "Both are tokenizer bugs, but offset mapping and BOS/EOS insertion are different concrete failures." }, { "left": "issue:44315", "right": "issue:44849", "accept": false, - "reason": "`model_init` not applying Liger Kernel is a training-setup issue, not the same as Qwen3.5 hidden-state output behavior." + "reason": "Liger Kernel not applied via `model_init` is unrelated to Qwen3.5 hidden-states generation." }, { - "left": "issue:44554", - "right": "issue:45356", + "left": "issue:43334", + "right": "issue:43525", + "accept": true, + "reason": "Both report the same missing-`pad_token_id` AttributeError on config objects during model loading; this looks like one shared config-handling bug." + }, + { + "left": "issue:43295", + "right": "issue:44610", "accept": false, - "reason": "Different attention/tokenization concerns: MPS attention correctness vs. Kimi-K2.5 tokenizer codec handling and warning message regression." + "reason": "Processor/tokenizer API regression and input-size mismatch are different problems." }, { - "left": "issue:43334", - "right": "issue:43525", + "left": "issue:44554", + "right": "issue:45356", "accept": false, - "reason": "Qwen3-VL missing `pad_token_id` and Llama4 missing `pad_token_id` are similar symptoms but different configs/models and likely separate fixes." + "reason": "MPS attention correctness and tokenizer codec/regression issues are unrelated." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma 4 multimodal token type IDs defaulting to zeros is unrelated to Qwen2.5-VL rope-index scaling for still images." + "reason": "Both touch multimodal internals, but one is `mm_token_type_ids` defaults and the other is RoPE position scaling." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The lone accepted soft pair, issue:43334 and issue:43525, is plausibly the same pad_token_id config bug, and the other rejections are appropriately cautious given the title-level evidence. 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 }, @@ -6720,7 +6705,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-381", + "cluster_id": "cluster-15354-382", "nodes": [ "issue:37428", "issue:38175", @@ -6728,6 +6713,7 @@ "issue:43278", "issue:43295", "issue:43388", + "issue:43425", "issue:43450", "issue:43493", "issue:43526", @@ -6755,7 +6741,6 @@ "issue:44514", "issue:44521", "issue:44561", - "issue:44610", "issue:44779", "issue:44792", "issue:44898", @@ -6772,7 +6757,6 @@ "issue:45584" ], "soft_pairs": [ - "issue:43295|issue:44610", "issue:44466|issue:45127", "issue:44898|issue:45412", "issue:43493|issue:43701", @@ -6785,252 +6769,254 @@ "issue:43572|issue:43957", "issue:43824|issue:43975", "issue:44514|issue:44521", - "issue:44360|issue:44561", "issue:43295|issue:43450", "issue:38175|issue:45412", "issue:43295|issue:43873", "issue:42915|issue:43824", - "issue:44442|issue:45198", + "issue:44360|issue:44561", "issue:43295|issue:43994", - "issue:43827|issue:43901", + "issue:44442|issue:45198", "issue:38175|issue:43493", + "issue:43827|issue:43901", "issue:43278|issue:43856", "issue:44206|issue:45584", "issue:43653|issue:44112", "issue:43450|issue:43493", "issue:45127|issue:45245", - "issue:44462|issue:44561", - "issue:44561|issue:44779", "issue:43819|issue:45083", + "issue:44561|issue:44779", + "issue:43450|issue:43575", + "issue:44462|issue:44561", "issue:45290|issue:45381", - "issue:43450|issue:43575" + "issue:37428|issue:43425", + "issue:43819|issue:44112" ], - "prepared_review_unit_hash": "1fd012d66153b0084bb0eaee880342cfc57d061ff8991fb33265d59b1549833a", + "prepared_review_unit_hash": "41eaeea378b8ffebb6c0707cfa5c9e57100a0ba6a539f4a114096d69e3956ad3", "component_budget": { - "node_count": 381, - "item_count": 381, - "soft_pair_count": 1427, - "serialized_chars": 735824, - "estimated_input_tokens": 183956, - "estimated_eval_tokens": 368168 + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37340, - "estimated_input_tokens": 9335, - "estimated_eval_tokens": 18926 + "soft_pair_count": 33, + "serialized_chars": 37586, + "estimated_input_tokens": 9397, + "estimated_eval_tokens": 19050 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose grab-bag of mostly unrelated bug reports with only superficial overlap around Transformers v5 regressions, tokenizers, and multimodal processors. None of the soft pairs look like the same concrete underlying bug/change, so I would not merge any of them.", - "confidence": 0.19, - "canonical_issue_reason": "issue:43295 is the broadest, most reusable regression report in the set: it describes a v4.57.5 API break affecting custom model/processor code, which makes it a reasonable duplicate bucket for adjacent processor-regression reports.", + "summary": "This cluster is highly heterogeneous: the items span unrelated regressions, import errors, tokenizer/model-parity bugs, and training/runtime issues. The soft edges mostly reflect superficial similarity (e.g. v5 regressions, tokenizer/processor bugs, or model-specific failures) rather than the same underlying defect.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43824 has the strongest signal and highest engagement, and it is a concrete, well-scoped regression. If a single issue must anchor the cluster, this is the most defensible representative, though the set is not a true duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43295 is the most generally framed, high-impact issue here and the best candidate to serve as a duplicate target for nearby API/regression complaints.", + "best_issue_reason": "issue:43824 is the most actionable standalone issue: clear symptom, broad impact, and the most discussion/inbound references among the candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43295", - "right": "issue:44610", - "accept": false, - "reason": "Both are processor-related regressions, but one is a custom code/API break and the other is a wrong image size for OmDet-Turbo; different bugs and fixes." - }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "One is device-dependent serialization of tied weights; the other is LoRA merge collapse with extended vocab. Different code paths." + "reason": "Both involve model output/weight behavior, but one is device-dependent serialization of lm_head.weight and the other is a LoRA-merge collapse with extended vocab. Different failure modes and code paths." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver interpolation failure and RT-DETR memory leak are unrelated model bugs." + "reason": "Perceiver interpolation failure and RT-DETR memory not being released are unrelated bugs in different subsystems." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 output discrepancy and resume-from-checkpoint key mismatch are not the same underlying issue." + "reason": "SigLIP2 HF-vs-JAX discrepancy is a model behavior bug; resume_from_checkpoint key mismatch is a training-state loading bug. No same underlying defect." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "A Janus image-generation test failure and a stale generate() warning are unrelated." + "reason": "Janus image-generation test failure and a stale paged-generate warning are different issues; one is a functional regression, the other a warning-message mismatch." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Both are ImportErrors, but for different symbols in different modules; no shared concrete code-path bug is evident." + "reason": "Both are import errors, but they involve different missing symbols and different model families. No evidence of the same broken API surface." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Both involve labels, but one drops tuple elements in gather_for_metrics while the other truncates labels in BeitImageProcessorFast." + "reason": "Both mention labels, but one is gather_for_metrics dropping tuple elements in the last batch while the other is BeitImageProcessorFast reduce_labels returning only one label. Different components and bugs." }, { "left": "issue:43873", "right": "issue:44464", "accept": false, - "reason": "Quantization/offloading behavior and compiled-forward chunked generation are different bugs." + "reason": "Quantization/offloading behavior and compiled-forward chunked generation inconsistency are distinct code paths with different symptoms." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and loading physical-intelligence/fast are unrelated failures." + "reason": "Missing pad_token_idx in StableLmConfig and loading physical-intelligence/fast failing on newer transformers are not the same defect." }, { "left": "issue:43844", "right": "issue:44936", "accept": false, - "reason": "ZeRO-3 gradient growth and trainer.evaluate() failure after train are different training/runtime problems." + "reason": "DeepSpeed ZeRO-3 gradient growth and trainer.evaluate() failing after trainer.train() are unrelated training/runtime problems." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "Config regression for StableLm and meta-device loading breakage are distinct issues." + "reason": "StableLmConfig missing pad_token_idx is unrelated to meta-device loading breakage." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Model import/export error and DeepSeek detokenization regression are unrelated." + "reason": "Qwen2_5_VL import failure and Deepseek incorrect detokenization are different bugs in different model families." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both touch apply_chat_template, but one is a batched padding=False crash and the other returns all-zero assistant masks; not the same concrete bug." - }, - { - "left": "issue:44360", - "right": "issue:44561", - "accept": false, - "reason": "A missing ReLU in DSA indexer and removal of is_torch_fx_available are unrelated." + "reason": "Both involve chat templates, but one is a batched padding=False crash and the other is all-zero assistant masks for multimodal inputs. Not the same concrete bug." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor.tokenizer regression and batched video-shape bug affect different paths and fixes." + "reason": "Processor.tokenizer regression and batched video shape handling are separate processor issues with different symptoms." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 zero probabilities and RT-DETR memory release are unrelated model issues." + "reason": "SigLIP2 zero probabilities and RT-DETR memory leaks are unrelated." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Custom processor API breakage and quantization/offloading behavior are different bugs." + "reason": "Custom processor/tokenizer regression and quantization/offloading problems are different code paths and fixes." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3Moe FP8 failure and Qwen2_5_VL import error are unrelated." - }, - { - "left": "issue:44442", - "right": "issue:45198", - "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading and Wav2Vec2 save/tokenization failures are different speech-tokenizer bugs." + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2_5_VL import error are unrelated model-specific issues." }, { - "left": "issue:43819", - "right": "issue:45083", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "DAC latent/STE mismatch and qwen3_omni_moe helper behavior are unrelated." + "reason": "A missing ReLU in the DSA indexer and removal of is_torch_fx_available breaking trust_remote_code are clearly unrelated." }, { "left": "issue:43295", "right": "issue:43994", "accept": false, - "reason": "Processor.tokenizer regression and SigLIP2 nonsensical outputs are not the same bug." + "reason": "Processor/tokenizer regression and SigLIP2 nonsensical outputs are both v5-era issues, but not the same bug or code path." }, { - "left": "issue:43827", - "right": "issue:43901", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "One is docs still mentioning pipeline(), the other is docs still mentioning return_all_scores; related only at a documentation level, not the same change." + "reason": "FastSpeech2ConformerTokenizer loading and Wav2Vec2 save/tokenization failures affect different tokenizers with different root causes." }, { "left": "issue:38175", "right": "issue:43493", "accept": false, - "reason": "Zero probabilities in SigLIP2 and HF-vs-JAX discrepancy are different manifestations and likely different fixes." + "reason": "Both touch SigLIP2, but one is zero probabilities in a specific model and the other is a broader HF-vs-JAX parity discrepancy. Insufficient evidence they are the same bug." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues, but one is about pipeline() references after v5 removals and the other about return_all_scores wording; different documentation problems." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Embedding dtype drift in evaluation and Qwen3 MoE memory inefficiency are unrelated." + "reason": "Embedding dtype drift in eval and Qwen3 MoE memory inefficiency are unrelated." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Unsupported center argument in LaserFeatureExtractor and Whisper empty-transcription failure are different code paths." + "reason": "Unsupported center argument in LasrFeatureExtractor and Whisper failing on empty transcription after align_special_tokens are unrelated." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI flakiness are unrelated." + "reason": "BigBirdTokenizer special-token registration and a GraniteSpeech CI device-override test failure are different problems." }, { "left": "issue:43450", "right": "issue:43493", "accept": false, - "reason": "Batched video processor shape bug and SigLIP2 implementation discrepancy are different issues." + "reason": "Batched video processor shape issues and SigLIP2 implementation mismatch are different subsystems." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA merge collapse and category-count limit are unrelated." + "reason": "LoRA merge collapse with extended vocab and a categories>2^24 runtime error are unrelated." }, { - "left": "issue:44462", - "right": "issue:44561", + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and removal of is_torch_fx_available are different regressions." + "reason": "DAC.from_latents mismatch and qwen3_omni_moe feature-extract length helper behavior are different bugs." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "trust_remote_code breakage from a removed helper and DeepSeek tokenizer output changes are unrelated." + "reason": "Removal of is_torch_fx_available breaking remote-code models and Deepseek tokenizer detokenization are unrelated." }, { - "left": "issue:43819", - "right": "issue:45083", + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor batched-shape bug and Qwen2-57B-A14B-Instruct OOM on load are different issues." + }, + { + "left": "issue:44462", + "right": "issue:44561", "accept": false, - "reason": "Duplicate of the earlier pairing: DAC.from_latents mismatch and qwen3_omni_moe helper behavior are not the same bug." + "reason": "AutoTokenizer ignoring tokenizer.json and removal of is_torch_fx_available are unrelated APIs and fixes." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat-template crash with tool calls and wrong video vision_position_ids are different multimodal bugs." + "reason": "Chat-template tool-call crash and qwen2.5-vl video vision_position_ids mismatch are different multimodal bugs." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "Video batch-shape bug and Qwen2-57B TP OOM are unrelated." + "reason": "An import error for a missing flash-attention helper and general Torch 2.10 incompatibility are not the same defect." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC forward/latents mismatch and a stale CI device-override test are unrelated." } ] }, @@ -7052,7 +7038,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-381", + "cluster_id": "cluster-15354-382", "nodes": [ "issue:29127", "issue:29942", @@ -7064,7 +7050,6 @@ "issue:43262", "issue:43278", "issue:43335", - "issue:43425", "issue:43450", "issue:43504", "issue:43526", @@ -7096,293 +7081,282 @@ "issue:45229", "issue:45310", "issue:45381", + "issue:45459", "issue:45478", "issue:45491", "issue:45520", "issue:45588", - "issue:45593" + "issue:45593", + "issue:45712" ], "soft_pairs": [ - "issue:37428|issue:43425", "issue:44610|issue:44857", - "issue:43819|issue:44112", "issue:44857|issue:45593", "issue:43278|issue:43825", "issue:43262|issue:43450", - "issue:45200|issue:45588", "issue:43606|issue:45083", + "issue:45200|issue:45588", "issue:45310|issue:45478", "issue:44448|issue:44743", "issue:29942|issue:32090", "issue:37428|issue:44351", "issue:43335|issue:43550", - "issue:39692|issue:43526", "issue:43611|issue:43931", + "issue:39692|issue:43526", "issue:43819|issue:44493", "issue:45200|issue:45381", "issue:43335|issue:43653", "issue:29127|issue:32090", "issue:44292|issue:45520", - "issue:44448|issue:44779", - "issue:43335|issue:45083", "issue:44855|issue:45083", - "issue:39692|issue:44493", + "issue:43335|issue:45083", + "issue:44448|issue:44779", "issue:43335|issue:43504", + "issue:39692|issue:44493", "issue:43550|issue:44112", "issue:38175|issue:44493", - "issue:43723|issue:44554", "issue:44977|issue:45229", - "issue:44568|issue:45491", + "issue:45459|issue:45712", + "issue:43723|issue:44554", "issue:43335|issue:45072", "issue:40444|issue:43526", + "issue:44568|issue:45491", "issue:43335|issue:45593", "issue:43720|issue:44112", "issue:44448|issue:44977" ], - "prepared_review_unit_hash": "afe43b7a3fa0947d1c04b55f7eef29233597301c101d106f9fef07373a4a78d1", + "prepared_review_unit_hash": "4b89467127ff217bcb6338604d1e22cc3bf26461a7d63bde947b19e96f36e98b", "component_budget": { - "node_count": 381, - "item_count": 381, - "soft_pair_count": 1427, - "serialized_chars": 735824, - "estimated_input_tokens": 183956, - "estimated_eval_tokens": 368168 + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 35, - "serialized_chars": 37750, - "estimated_input_tokens": 9438, - "estimated_eval_tokens": 19132 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38141, + "estimated_input_tokens": 9536, + "estimated_eval_tokens": 19328 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are related only at a broad subsystem level and should not be merged. The only clear duplicate in this cluster is the repeated Qwen3.5 MoE `from_pretrained` regression (`issue:45310` / `issue:45478`).", - "confidence": 0.94, - "canonical_issue_reason": "`issue:45310` is the earliest report of the same Qwen3.5 MoE `from_pretrained` failure and appears to be the primary discussion thread for that bug.", + "summary": "Mostly unrelated issues; only one soft edge is a true duplicate pair around the Qwen3.5 MoE `from_pretrained` loading error. All other candidate links look like false positives across different models, symptoms, or code paths.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 45310 is the earlier report of the exact same Qwen3.5 MoE `from_pretrained` failure and is the best canonical anchor for the duplicate pair with 45478.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:45310` is the best canonical issue candidate because it is the first/central report of the exact same error as `issue:45478`.", + "best_issue_reason": "Issue 45310 is the clearest representative because it matches 45478 exactly in title and underlying bug, making it the strongest issue to keep as the cluster anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:37428", - "right": "issue:43425", - "accept": false, - "reason": "Both are import/compatibility complaints, but they point to different failures: a missing flash-attention symbol vs broad Torch 2.10 incompatibility." - }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Different concrete bugs: OmDet-Turbo input-size mismatch versus LwDetrImageLoss AMP/CUDA crash." - }, - { - "left": "issue:43819", - "right": "issue:44112", - "accept": false, - "reason": "Unrelated code paths: DAC latent reconstruction mismatch vs a GraniteSpeech CI device-override test." + "reason": "Different products and failures: OmDet input-size mismatch vs LwDetrImageLoss AMP/CUDA crash." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Both touch detection training, but one is an AMP/CUDA loss crash and the other is missing auxiliary losses when denoising is off." + "reason": "Unrelated bugs: AMP/CUDA loss crash vs D-FINE missing auxiliary losses." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Different problems: dtype drift in evaluation versus a pipeline error-message regression about translation support." + "reason": "Embedding dtype regression and pipeline translation-task messaging are different code paths." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate handling is not the same bug as batched video processor shape handling." + "reason": "Audio chat-template sampling-rate default vs video batch-shape bug; different modalities." }, { - "left": "issue:45200", - "right": "issue:45588", + "left": "issue:43606", + "right": "issue:45083", "accept": false, - "reason": "Different models and failures: Gemma 4 token-type defaults vs flash-attention crash on sink-less models." + "reason": "Bark CPU offload device mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." }, { - "left": "issue:43606", - "right": "issue:45083", + "left": "issue:45200", + "right": "issue:45588", "accept": false, - "reason": "CPU offload device mismatch in Bark is unrelated to the qwen3_omni_moe feature-length helper behavior." + "reason": "Gemma4 `mm_token_type_ids` defaulting issue is not the same as the flash-attention `s_aux=None` crash." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same titled Qwen3.5 MoE `from_pretrained` error with the same transformers>=5.4.0 regression." + "reason": "Exact same title and same Qwen3.5 MoE `from_pretrained` error; 45478 is a duplicate of 45310." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Pegasus v4/v5 output drift and qwen3_5 recurrent-state reset are distinct correctness issues." + "reason": "Pegasus output mismatch and Qwen3.5 recurrent-state reset bug are different model behaviors." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and a Trainer `_gpu_broadcast_one` NoneType error are different bugs." + "reason": "Flash Attention 2 test failures and `_gpu_broadcast_one` NoneType errors are different issues." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different root causes." + "reason": "Both are import errors, but they involve different missing symbols and different modules/versions." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile/SDPA failure are unrelated code-paths." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to Bamba torch.compile SDPA failure." }, { - "left": "issue:39692", - "right": "issue:43526", + "left": "issue:43611", + "right": "issue:43931", "accept": false, - "reason": "SigLIP2 docs/quantization problems are not the same as BeitImageProcessorFast `reduce_labels` returning only one label." + "reason": "Base-model-prefix loading regression and Qwen3-VL weight-shape mismatch are distinct loading problems." }, { - "left": "issue:43611", - "right": "issue:43931", + "left": "issue:39692", + "right": "issue:43526", "accept": false, - "reason": "General v5 `base_model_prefix` loading breakage is different from Qwen3-VL weight-shape mismatch." + "reason": "SigLIP2 docs example errors do not match the BeitImageProcessorFast `reduce_labels` bug." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC latent reconstruction mismatch and unexpected position-id keys are separate model behaviors." + "reason": "DAC latent/forward mismatch and unexpected position-id key are different symptoms in different models." }, { "left": "issue:45200", "right": "issue:45381", "accept": false, - "reason": "Both are Gemma/Qwen-VL-related, but one is `mm_token_type_ids` defaults and the other is video `vision_position_ids`." + "reason": "Gemma4 text-only fine-tuning defaults and Qwen2.5-VL video position IDs are separate bugs." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Sparse-layer config bug and BigBird mask-token registration are different tokenizer/model issues." + "reason": "SwitchTransformers config creation and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 box-content error messaging is unrelated to the Trainer GPU broadcast NoneType failure." + "reason": "LayoutLMv3 error-message clarity and trainer broadcast TypeError are not the same bug." }, { "left": "issue:44292", "right": "issue:45520", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime failure and Python 3.13 `flash_attn` import lookup are different problems." + "reason": "Qwen-3-8B-NVFP4 runtime failure and Python 3.13 flash_attn import KeyError are different failures." }, { - "left": "issue:44448", - "right": "issue:44779", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "Pegasus output differences and Deepseek tokenizer regressions are separate model/tokenizer issues." + "reason": "Python 3.13 IndentationError in DebertaV2 import is unrelated to the qwen3_omni_moe helper behavior." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers sparse-layer config and qwen3_omni_moe feature-length helper behavior do not share the same bug." + "reason": "SwitchTransformers sparse-layer config and qwen3_omni_moe feature-length helper issues do not share the same code path." }, { - "left": "issue:44855", - "right": "issue:45083", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "Python 3.13 `@torch.jit.script` parsing failure is unrelated to the qwen3_omni_moe helper function." + "reason": "Pegasus v4/v5 output difference and Deepseek tokenizer regression are different model-specific bugs." }, { - "left": "issue:39692", - "right": "issue:44493", + "left": "issue:43335", + "right": "issue:43504", "accept": false, - "reason": "SigLIP2 docs/quantization errors are not the same as widespread unexpected position-id key warnings." + "reason": "SwitchTransformers config bug and Beit semantic-segmentation legacy-field load failure are unrelated." }, { - "left": "issue:43335", - "right": "issue:43504", + "left": "issue:39692", + "right": "issue:44493", "accept": false, - "reason": "Sparse-layer creation and BEiT semantic-segmentation legacy-field loading are different bugs." + "reason": "SigLIP2 documentation/model mismatch does not match the position-id key regression." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and GraniteSpeech stale CI device override are unrelated." + "reason": "Bamba SDPA/torch.compile bug and GraniteSpeech stale CI device override test are different issues." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and unexpected position-id keys are different symptoms with different causes." + "reason": "Zero probabilities in SigLIP2 and unexpected position-id keys are unrelated symptoms." }, { - "left": "issue:43723", - "right": "issue:44554", + "left": "issue:44977", + "right": "issue:45229", "accept": false, - "reason": "Tokenizer loading in v5 is unrelated to an MPS attention correctness issue." + "reason": "Qwen3.5 flash-attention generation failure and Gemma4 multi-GPU OOM are different problems." }, { - "left": "issue:44977", - "right": "issue:45229", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "Qwen3.5 flash-attention generation issues and Gemma4 multi-GPU CUDA OOM are not the same failure." + "reason": "Tokenizer protobuf error handling and leftover dummy classes are unrelated maintenance issues." }, { - "left": "issue:44568", - "right": "issue:45491", + "left": "issue:43723", + "right": "issue:44554", "accept": false, - "reason": "mDeBERTa special-token handling and Gemma3 NaN embeddings from sliding-window attention are different bugs." + "reason": "AutoTokenizer v5 loading regression and MPS attention correctness bug are different code paths." }, { "left": "issue:43335", "right": "issue:45072", "accept": false, - "reason": "SwitchTransformers sparse-layer config and dtype mismatches in bfloat16 inference are unrelated." + "reason": "SwitchTransformers sparse-layer config and bfloat16 dtype mismatch in inference are not the same bug." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Qwen2.5-VL iterable-dataset multi-image finetuning failure is not the same as BeitImageProcessorFast label reduction." + "reason": "Qwen2.5-VL iterable-dataset multi-image finetuning failure is unrelated to BeitImageProcessorFast label reduction." }, { - "left": "issue:43335", - "right": "issue:45593", + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and D-FINE auxiliary-loss suppression are distinct issues." + "reason": "Tokenizer special-token regression and Gemma3 NaN embeddings are different failure modes." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to the GraniteSpeech CI device-override failure." + "reason": "BitNet packed-weight loading issue and GraniteSpeech CI test failure are unrelated." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus v4/v5 output drift and Qwen3.5 flash-attention generation are different model-specific regressions." + "reason": "Pegasus output drift and Qwen3.5 flash-attention generation bug are different model issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The canonical match is well grounded: `issue:45310` and `issue:45478` have the same title, same version context, and `45310` is earlier. The soft-edge verdicts are generally conservative and supported by the packet metadata, with reasons that mostly rely on clearly different titles/codes paths rather than assuming deeper evidence. I don\u2019t see an overstatement that would warrant rejection." + "feedback": "The summary is well grounded in the packet: the only clearly supported duplicate is issue:45310 vs issue:45478, which have identical titles. The other pair verdicts are conservative and do not overclaim shared root causes beyond what the titles suggest." }, "evaluator_used": true, "retried": false, @@ -7401,7 +7375,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-381", + "cluster_id": "cluster-15354-382", "nodes": [ "issue:25251", "issue:29942", @@ -7411,10 +7385,13 @@ "issue:35141", "issue:37428", "issue:41720", + "issue:42915", + "issue:42994", "issue:43065", "issue:43066", "issue:43278", "issue:43329", + "issue:43381", "issue:43412", "issue:43421", "issue:43550", @@ -7425,7 +7402,6 @@ "issue:43927", "issue:43976", "issue:43994", - "issue:44186", "issue:44448", "issue:44451", "issue:44462", @@ -7437,7 +7413,6 @@ "issue:44987", "issue:45072", "issue:45083", - "issue:45198", "issue:45229", "issue:45245", "issue:45372", @@ -7452,252 +7427,259 @@ "issue:45698" ], "soft_pairs": [ - "issue:43066|issue:44462", "issue:34689|issue:35141", + "issue:43066|issue:44462", "issue:44977|issue:45563", "issue:43927|issue:45698", - "issue:45372|issue:45588", - "issue:37428|issue:44987", "issue:43606|issue:44857", + "issue:37428|issue:44987", + "issue:45372|issue:45588", "issue:44857|issue:45072", "issue:43701|issue:45083", "issue:43976|issue:45440", - "issue:45245|issue:45563", - "issue:43412|issue:45588", "issue:43550|issue:45083", + "issue:43412|issue:45588", + "issue:45245|issue:45563", "issue:43873|issue:44493", - "issue:29942|issue:35141", "issue:43873|issue:45229", + "issue:29942|issue:35141", "issue:43278|issue:43329", - "issue:45372|issue:45459", - "issue:45372|issue:45406", "issue:32090|issue:33357", + "issue:45372|issue:45406", "issue:41720|issue:45229", "issue:43065|issue:43994", - "issue:44448|issue:44466", + "issue:45372|issue:45459", "issue:43065|issue:45412", + "issue:44448|issue:44466", "issue:44451|issue:45520", "issue:25251|issue:32090", "issue:43653|issue:44743", "issue:44857|issue:45588", - "issue:43421|issue:45491", - "issue:44186|issue:45198", - "issue:43994|issue:45412" + "issue:43994|issue:45412", + "issue:43278|issue:43381", + "issue:42915|issue:42994", + "issue:43421|issue:45491" ], - "prepared_review_unit_hash": "1f53ae72546a6296445f14374aab2a46e7f8f765b42b2089ba9c98d72d20e5fa", + "prepared_review_unit_hash": "96a750d3b4514a539658e6e99369c44a2e75fa7426dbe81084a8e97749ee4096", "component_budget": { - "node_count": 381, - "item_count": 381, - "soft_pair_count": 1427, - "serialized_chars": 735824, - "estimated_input_tokens": 183956, - "estimated_eval_tokens": 368168 + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36509, - "estimated_input_tokens": 9128, - "estimated_eval_tokens": 18512 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37256, + "estimated_input_tokens": 9314, + "estimated_eval_tokens": 18884 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous and does not form a real duplicate cluster. The soft edges are mostly broad thematic similarities (tokenizers, flash-attn, save/load, dtype/offload), but they do not look like the same underlying bug or change.", - "confidence": 0.86, - "canonical_issue_reason": null, + "summary": "This cluster is a grab-bag of unrelated Transformers issues across loading, quantization, attention, tokenizers, and multimodal models. None of the soft pairs look like the same underlying bug/change.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue stands out: the items in this cluster are not duplicates of one another, but separate bug reports.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No single issue is a good global representative because the cluster spans many unrelated code paths and failure modes.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "Both touch tokenizer loading, but one is a v5 decoder-type issue and the other is AutoTokenizer ignoring tokenizer.json; different root causes." + "reason": "Both concern model loading/post-init behavior, but one is a Llama 3.2 vision load regression and the other is lm_head reinitialization when resizing embeddings." }, { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "Different failures: model loading for Llama 3.2 vision vs output embedding reinit after resize in post_init." + "reason": "Different tokenizer bugs: wrong decoder type in v5 versus AutoTokenizer ignoring tokenizer.json from the repo." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Generation with flash-attention vs a stale paged-generate warning; not the same bug." + "reason": "One is a flash-attention generation failure; the other is a stale warning in paged generate(). Different code paths and symptoms." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load behavior, but one loses custom token IDs and the other loads the wrong custom module." + "reason": "Both involve save/load, but one loses custom token IDs and the other loads the wrong custom module. Not the same bug." }, { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:43606", + "right": "issue:44857", "accept": false, - "reason": "Different subsystems and symptoms: Gemma 4 processor import/loading vs flash_attention.py crashing on s_aux=None." + "reason": "Different failures: CPU offload device mismatch versus float16 AMP crash on CUDA." }, { "left": "issue:37428", "right": "issue:44987", "accept": false, - "reason": "Shared flash-attn context, but one is a missing internal import and the other is a model load failure." + "reason": "ImportError for a missing flash-attention helper is unrelated to failing to load a specific model." }, { - "left": "issue:43606", - "right": "issue:44857", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "Both are device/dtype crashes, but they affect different models and code paths." + "reason": "Gemma4 processor import/loading breakage is unrelated to an AttributeError in flash_attention.py for sink-less models." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Both mention dtype mismatches, but the affected models and failure mechanics are unrelated." + "reason": "Both are dtype-related, but one crashes in LwDetrImageLoss under AMP and the other is a bfloat16 mismatch in different models." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint key mismatch is unrelated to the qwen3_omni_moe feature-extract length helper bug." + "reason": "resume_from_checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Environment compatibility issue vs model implementation divergence; not the same underlying defect." + "reason": "Python version incompatibility is not the same as DeepseekV3MoE diverging from a remote implementation." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "Unrelated bugs: category-count runtime limit vs a stale generate warning." + "reason": "torch.compile + SDPA on Bamba is a different bug from qwen3_omni_moe output-length computation." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Export-time guard/erfinv problem is unrelated to the sink-less flash_attention AttributeError." + "reason": "Executorch export guards and unsupported ops are unrelated to an s_aux=None flash_attention crash." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "Different code paths: torch.compile+SDPA on Bamba vs a helper-function behavior issue." + "reason": "Category-count overflow is unrelated to a stale warning in paged generate()." }, { "left": "issue:43873", "right": "issue:44493", "accept": false, - "reason": "Quantization/offload behavior and unexpected position-id keys are different bugs." + "reason": "Quantization/offloading behavior is unrelated to unexpected position-id key errors." }, { - "left": "issue:29942", - "right": "issue:35141", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "FlashAttention test failures and embedding resize reinitialization are unrelated regressions." + "reason": "Offloading with quantization and Gemma4 multi-GPU OOM are different problems." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:29942", + "right": "issue:35141", "accept": false, - "reason": "Both are memory-related at a high level, but offloading/quantization and multi-GPU OOM are distinct problems." + "reason": "Flash Attention 2 test failures are unrelated to embedding reinitialization after resizing." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Training/evaluate dtype drift is unrelated to undefined video-token helper variables." + "reason": "Embedding dtype drift between train/eval is unrelated to the undefined video-branch variables in multimodal token counting." }, { - "left": "issue:45372", - "right": "issue:45459", + "left": "issue:32090", + "right": "issue:33357", "accept": false, - "reason": "Both are tokenizer/processor loading adjacent, but one is a missing dependency import and the other is exception masking." + "reason": "Trainer broadcast NoneType error and MacOS bus error are distinct failures." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Both affect Gemma 4 processor loading, but they fail at different points with different causes." + "reason": "Both mention Gemma4, but one is processor loading import failure and the other is transformers serve missing _tokenizer." }, { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "Trainer distributed broadcast error and MacOS bus error are unrelated." + "reason": "Auto device mapping cudaErrorAssert and multi-GPU OOM are different runtime issues." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d is unrelated to SigLIP2 producing nonsensical outputs." + }, + { + "left": "issue:45372", + "right": "issue:45459", "accept": false, - "reason": "Both are CUDA/multi-GPU failures, but one is a cudaErrorAssert and the other is OOM." + "reason": "Gemma4 processor import breakage is unrelated to tokenizer errors being masked when protobuf is absent." }, { "left": "issue:43065", - "right": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "Different model-specific bugs: dummy Conv2d in Sam3PixelDecoder vs nonsensical outputs in Siglip2." + "reason": "A dummy Conv2d in Sam3PixelDecoder and RT-DETR memory not being released are unrelated bugs." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Both are v4/v5 regressions, but one changes generation output and the other is serialization of lm_head.weight." - }, - { - "left": "issue:43065", - "right": "issue:45412", - "accept": false, - "reason": "One is a placeholder module issue, the other is a memory leak on RT-DETR; unrelated." + "reason": "Different regressions: changed Pegasus generation output versus inconsistent lm_head.weight serialization." }, { "left": "issue:44451", "right": "issue:45520", "accept": false, - "reason": "Model load failure for ScandiBERT vs Python 3.13 flash_attn import KeyError are different problems." + "reason": "Cannot load a specific model is unrelated to a Python 3.13 flash_attn KeyError." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline output shape regression and a trainer broadcast type error are unrelated." + "reason": "Pipeline top_k nesting change and Trainer _gpu_broadcast_one NoneType error are unrelated." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "Tokenizer special-token registration bug vs recurrent cache state reset bug; different subsystems." + "reason": "Tokenizer mask-token registration and qwen3_5 recurrent-state reset are different model/subsystem bugs." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "Both are runtime crashes, but one is AMP/dtype-related and the other is a flash_attention auxiliary-state None crash." + "reason": "AMP crash in LwDetrImageLoss is unrelated to flash_attention.py assuming s_aux is not None." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "Special-token post-processor updates and Gemma3 NaN embeddings are unrelated." + "reason": "SigLIP2 bad outputs and RT-DETR memory leaks are unrelated." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "Different tokenizer/model families and different failure modes." + "reason": "Embedding dtype mismatch and gradient-checkpointing-in-eval-mode are separate issues." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both involve quantization, but one is FineGrainedFP8 runtime failure and the other is quantized model saving." + }, + { + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "Inference correctness regression and a model memory leak are not the same bug." + "reason": "Runtime post-processor updates for tokenizer special tokens are unrelated to Gemma3 NaN embeddings." } ] }, @@ -7719,7 +7701,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-381", + "cluster_id": "cluster-15354-382", "nodes": [ "issue:29127", "issue:29942", @@ -7732,9 +7714,9 @@ "issue:36010", "issue:39692", "issue:42915", - "issue:42994", "issue:43232", "issue:43257", + "issue:43262", "issue:43278", "issue:43334", "issue:43381", @@ -7771,20 +7753,19 @@ "issue:45593" ], "soft_pairs": [ - "issue:42915|issue:42994", - "issue:43278|issue:43381", + "issue:44186|issue:45198", "issue:43756|issue:45440", - "issue:44361|issue:45198", "issue:44206|issue:44479", - "issue:44265|issue:45198", + "issue:44361|issue:45198", "issue:44871|issue:44977", + "issue:44265|issue:45198", "issue:43257|issue:43278", "issue:44610|issue:45412", "issue:29942|issue:30064", - "issue:43824|issue:44279", - "issue:45103|issue:45372", "issue:45440|issue:45593", + "issue:45103|issue:45372", "issue:29127|issue:34567", + "issue:43824|issue:44279", "issue:33357|issue:39692", "issue:32090|issue:33290", "issue:43334|issue:43531", @@ -7799,210 +7780,211 @@ "issue:42915|issue:43931", "issue:29127|issue:35141", "issue:43232|issue:43388", - "issue:43761|issue:44079" + "issue:43761|issue:44079", + "issue:43262|issue:44206" ], - "prepared_review_unit_hash": "c06e97cb6588923f6962a1fbc7af4e35cfee6a9fbb66eccdec22620b83e0bf37", + "prepared_review_unit_hash": "09b4bcdd496f5dc0613c83b014bdd5cdda95a06fe39898804d21e09e6c3eda09", "component_budget": { - "node_count": 381, - "item_count": 381, - "soft_pair_count": 1427, - "serialized_chars": 735824, - "estimated_input_tokens": 183956, - "estimated_eval_tokens": 368168 + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36446, - "estimated_input_tokens": 9112, - "estimated_eval_tokens": 18480 + "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 highly heterogeneous: the soft pairs span unrelated bugs in tokenizers, generation, training, vision processors, model loading, and docs. I rejected every soft edge because none look like the same underlying defect or fixable in one PR.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue stands out; the items are not duplicates and do not share one underlying bug or code path.", + "summary": "This cluster is heterogeneous: the items span unrelated bugs in tokenizers, generation, vision/audio processors, training, and model-loading regressions. None of the soft-edge pairs look like the same underlying bug or change, so all are rejected.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45198 is the most concrete, self-contained bug report in the set (a reproducible tokenizer/save_pretrained failure), so it is the least-bad anchor if one must be chosen; however, the cluster is not a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue either: the cluster is too mixed to nominate one issue as a representative duplicate target.", + "best_issue_reason": "issue:45198 is the strongest standalone issue to keep as an anchor: it has a clear failure mode and actionable repro, while the rest of the cluster does not cohere around it.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42915", - "right": "issue:42994", - "accept": false, - "reason": "Different problems: FineGrainedFP8Config failure in Qwen3MoE vs quantized model saving." - }, - { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:44186", + "right": "issue:45198", "accept": false, - "reason": "Embedding dtype drift in eval is unrelated to gradient checkpointing being disallowed in eval mode." + "reason": "Different models and failure paths: LayoutLMv2 tokenizer NER/padding crash vs Wav2Vec2 save_pretrained/tokenization failure." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3 implementation divergence are different model-specific issues." - }, - { - "left": "issue:44361", - "right": "issue:45198", - "accept": false, - "reason": "MLukeTokenizer task AttributeError and Wav2Vec2 save/tokenization failures affect different tokenization paths." + "reason": "Different model families and bugs: Smollm3 RoPE-layer selection vs DeepSeekV3MoE implementation divergence." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Unsupported `center` arg in LasrFeatureExtractor is unrelated to Qwen video-input regression." + "reason": "Different components and symptoms: feature extractor center-arg crash vs Qwen VL video regression." }, { - "left": "issue:44265", + "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "`torch.export` with `torch_compilable_check` is a different failure mode than Wav2Vec2 save_pretrained/tokenization." + "reason": "Both involve tokenizers, but the affected models and root failures differ; not the same bug." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Gemma eos_token_id mismatch is unrelated to Qwen3.5 flash-attention generation issues." + "reason": "Unrelated model/config mismatch vs flash-attention generation regression." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "Different subsystems: torch.export/torch_compilable_check vs tokenizer save/tokenization failure." }, { "left": "issue:43257", "right": "issue:43278", "accept": false, - "reason": "MoE weight conversion under accelerate+deepspeed is not the same as eval-time embedding dtype changes." + "reason": "Both mention model loading/training behavior, but one is Qwen3 MoE weight conversion and the other is evaluation dtype drift." }, { "left": "issue:44610", "right": "issue:45412", "accept": false, - "reason": "Processor input-size mismatch and RT-DETR memory not being released are different bugs." + "reason": "Processor input-size mismatch vs RT-DETR memory release/GC bug; not the same underlying issue." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated." + "reason": "Failing Flash Attention 2 tests and void segmentation-map processing are unrelated." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:45440", + "right": "issue:45593", "accept": false, - "reason": "Missing `Qwen2_5_VLForConditionalGeneration` import is not the same as a generic dependency issue." + "reason": "DeepSeekV3 implementation divergence and D-FINE auxiliary-loss handling are different model-specific bugs." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "Auto-docstring annotation handling and mistral_common ReasoningEffort import failures are unrelated." + "reason": "auto_docstring annotation handling and mistral_common ReasoningEffort import failure are unrelated." }, { - "left": "issue:45440", - "right": "issue:45593", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "DeepseekV3 implementation divergence does not match D-FINE auxiliary-loss handling." + "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are different code paths." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "LayoutLMv3 error clarity and TrainerState token-count tracking are different concerns." + "reason": "Specific Qwen2.5-VL import error vs generic dependency issue; too broad and not the same bug." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS CLIP bus error and SigLIP2 documentation mistakes are not the same bug." + "reason": "MacOS bus error for CLIP model vs SigLIP2 documentation/example errors are different problems." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "`_gpu_broadcast_one` NoneType error in Trainer is unrelated to Adafactor OOM in deepspeed." + "reason": "Trainer broadcast NoneType error and Deepspeed Adafactor OOM are unrelated training failures." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Qwen3-VL pad_token_id load error and Qwen3-MoE sliding_window behavior are separate model issues." + "reason": "Qwen3-VL pad_token_id loading bug and Qwen3-MoE sliding_window bug are different model issues." }, { "left": "issue:45072", "right": "issue:45229", "accept": false, - "reason": "dtype mismatches in inference are unrelated to Gemma4 multi-GPU OOM." + "reason": "bfloat16 dtype mismatch in inference is unrelated to Gemma4 multi-GPU OOM." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and LayoutLMv2Tokenizer padding/truncation crash differ in scope and code path." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to LayoutLMv2 tokenizer crashes." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBirdTokenizer special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are distinct tokenizer bugs." + "reason": "BigBirdTokenizer special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are different tokenizer bugs." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are unrelated." + "reason": "Gradient checkpointing in eval mode and resume-from-checkpoint key mismatch are not the same issue." }, { "left": "issue:44464", "right": "issue:45491", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is not the same as Gemma3 NaN embeddings from sliding-window padding." + "reason": "Compiled-forward chunked generation inconsistency vs Gemma3 NaN embeddings from sliding-window padding are distinct failures." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Qwen3.5 flash-attention generation and category-count overflow are different failures." + "reason": "Qwen3.5 flash-attention generation bug and category-count limit error are unrelated." }, { "left": "issue:29942", "right": "issue:36010", "accept": false, - "reason": "Flash Attention 2 CI failures are unrelated to the GenerationMixin import change." + "reason": "Flash Attention 2 test failures and GenerationMixin import error do not share a concrete bug." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error-message clarity and CLIP MacOS bus error do not share a code path." + "reason": "LayoutLMv3 error messaging and CLIP MacOS bus error are unrelated." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Qwen3MoE FP8 config and Qwen3-VL weight-shape mismatch are different model-loading bugs." + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen3-VL shape-mismatch loading error are different bugs." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "Improving a LayoutLMv3 error message is unrelated to embedding reinitialization after resize." + "reason": "Different behavior and modules: layoutlmv3 error handling vs embedding reinit in post_init." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs sync issue and metric-gathering label truncation are separate trainer paths." + "reason": "Generation kwargs sync issue and gather_for_metrics tuple-label truncation are unrelated." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and ModelOutput key assignment are different layers of the stack." + "reason": "CLIPVisionModel hidden_states regression and ModelOutput key assignment bug are not the same concrete failure." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate default and LasrFeatureExtractor center-arg crash are different processor bugs." } ] }, @@ -8024,7 +8006,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-381", + "cluster_id": "cluster-15354-382", "nodes": [ "issue:33290", "issue:34567", @@ -8032,8 +8014,8 @@ "issue:39692", "issue:41628", "issue:42907", - "issue:43262", "issue:43316", + "issue:43381", "issue:43441", "issue:43452", "issue:43493", @@ -8076,231 +8058,245 @@ "issue:45698" ], "soft_pairs": [ - "issue:43262|issue:44206", - "issue:43441|issue:45588", "issue:43526|issue:44857", + "issue:43441|issue:45588", "issue:45003|issue:45440", - "issue:43723|issue:45479", "issue:44442|issue:45072", + "issue:43723|issue:45479", "issue:43526|issue:44610", "issue:44743|issue:44811", "issue:43452|issue:45588", "issue:43316|issue:43525", "issue:43646|issue:44077", - "issue:44479|issue:45290", - "issue:43761|issue:44188", "issue:45588|issue:45600", - "issue:44977|issue:45584", + "issue:43761|issue:44188", + "issue:44479|issue:45290", "issue:43575|issue:43701", + "issue:44977|issue:45584", "issue:43931|issue:45216", "issue:42907|issue:45698", - "issue:39692|issue:45491", "issue:43575|issue:44387", + "issue:39692|issue:45491", "issue:43994|issue:44206", "issue:43873|issue:45588", "issue:34689|issue:43611", + "issue:33290|issue:34567", "issue:43673|issue:44743", "issue:44442|issue:44898", - "issue:33290|issue:34567", "issue:43493|issue:43827", - "issue:41628|issue:45372" + "issue:43381|issue:43873", + "issue:41628|issue:45372", + "issue:44077|issue:44479", + "issue:33290|issue:34689" ], - "prepared_review_unit_hash": "f43e9c893ed6354abeb45208208a10adb6e8b0d7ccb0a72bc64646abf945ae3b", + "prepared_review_unit_hash": "e4ac15b8b090e3bf71cbf61324c2dddc3f07d69a4aa4362cc441f7582c855015", "component_budget": { - "node_count": 381, - "item_count": 381, - "soft_pair_count": 1427, - "serialized_chars": 735824, - "estimated_input_tokens": 183956, - "estimated_eval_tokens": 368168 + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36167, - "estimated_input_tokens": 9042, - "estimated_eval_tokens": 18340 + "soft_pair_count": 30, + "serialized_chars": 36704, + "estimated_input_tokens": 9176, + "estimated_eval_tokens": 18608 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes unrelated Transformers bugs around tokenizers, vision/audio processors, model loading, flash-attention, quantization, and save/load regressions. None of the soft pairs look like the same underlying defect, so no duplicates are accepted.", - "confidence": 0.92, - "canonical_issue_reason": "No true duplicate canonical exists for the whole cluster; if one issue must represent it, issue 43873 is the broadest and most active recent regression report, but it is not a duplicate of the others.", + "summary": "This is a heterogeneous cluster of mostly unrelated Transformers bug/regression reports. None of the soft edges are strong enough to treat as duplicates; the best representative issue is the broad, active quantization/offloading report.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43873 is the broadest and most active open bug in the set, with multiple inbound references and discussion, so it best serves as the umbrella issue for this mixed cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the best overall representative because it is open, broad, and has the most cluster-like activity/inbound references; it is still only a representative, not a merge point for the other issues.", + "best_issue_reason": "issue:43873 is the most representative issue overall: it is open, well-discussed, and spans a core runtime area that can absorb related quantization/offloading follow-ups.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:43526", + "right": "issue:44857", "accept": false, - "reason": "Audio chat-template sampling-rate bug vs. LasrFeatureExtractor center-arg crash; different components and failure modes." + "reason": "Different failures in different subsystems: BEiT fast image label reduction vs LwDetr AMP/CUDA crash." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both mention flash attention, but one is a Ministral/Transformers v5 RC generation bug and the other is an AttributeError on sink-less models; not the same code path." - }, - { - "left": "issue:43526", - "right": "issue:44857", - "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs. LwDetrImageLoss AMP crash; unrelated processor vs. loss issues." + "reason": "Ministral FlashAttention regression and sink-less flash_attention.py AttributeError are unrelated code paths and symptoms." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "sys.modules access in modeling_utils is unrelated to DeepseekV3MoE divergence from remote implementation." + "reason": "Generic modeling_utils sys.modules safety bug is not the same as DeepseekV3MoE behavioral divergence." }, { - "left": "issue:43723", - "right": "issue:45479", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Tokenizer loading regression vs. zero-loss sequence-classification bug; different APIs and root causes." + "reason": "Tokenizer loading failure and dtype mismatch in bfloat16 inference are different bugs." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:43723", + "right": "issue:45479", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading failure vs. bfloat16 dtype mismatch in model inference; not the same bug." + "reason": "AutoTokenizer v5 loading issue and zero-loss sequence-classification bug are unrelated." }, { "left": "issue:43526", "right": "issue:44610", "accept": false, - "reason": "Both are processor-related, but one is reduce_labels returning a single label and the other is an image size mismatch in OmDet-Turbo." + "reason": "BEiT label reduction bug and OmDet image-size mismatch affect different models and code paths." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Qwen3.5 recurrent-state reset in cached generation is unrelated to Whisper batch_decode skipping special tokens." + "reason": "Qwen recurrent-state reset and Whisper batch_decode token skipping are separate generation/processor bugs." }, { "left": "issue:43452", "right": "issue:45588", "accept": false, - "reason": "gguf_file breaks tokenizer/model loading, whereas this is a flash-attention AttributeError on s_aux=None; different subsystems." + "reason": "GGUF tokenizer/model loading issue is not the same as the flash_attention.py s_aux=None crash." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Two API discrepancies, but for different configs and missing fields; not one shared bug." + "reason": "Both are config/API issues, but one is Gemma3TextConfig inconsistency and the other is a missing Llama4Config attribute." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "General custom model init regression vs. patchtsmixer post_init API restriction; similar theme, different concrete issue." + "reason": "Custom model initialization regression and patchtsmixer post_init policy change are unrelated." }, { - "left": "issue:44479", - "right": "issue:45290", + "left": "issue:45588", + "right": "issue:45600", "accept": false, - "reason": "Video-input regression for Qwen models vs. apply_chat_template crash on tool-call assistant messages; unrelated code paths." + "reason": "flash_attention.py null-aux crash and auto_mappings stale config references are different failures." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "CLIPVisionModel hidden_states regression vs. torch.compile attention-kernel divergence; distinct defects." + "reason": "CLIPVision hidden_states regression and attention-kernel divergence under torch.compile do not share the same bug." }, { - "left": "issue:45588", - "right": "issue:45600", + "left": "issue:44479", + "right": "issue:45290", "accept": false, - "reason": "Flash-attention crash on sink-less models vs. auto_mappings.py referencing removed configs; different failure causes." + "reason": "Qwen video-input regression and chat-template tool-call crash are different parts of the stack." }, { - "left": "issue:44977", - "right": "issue:45584", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug vs. Whisper empty-transcription generation failure after align_special_tokens; not the same model or path." + "reason": "Tensor-parallel OOM and resume_from_checkpoint key mismatch are unrelated." }, { - "left": "issue:43575", - "right": "issue:43701", + "left": "issue:44977", + "right": "issue:45584", "accept": false, - "reason": "Tensor-parallel load OOM vs. resume_from_checkpoint key mismatch; unrelated training/loading problems." + "reason": "Qwen3.5 flash-attention generation bug and Whisper empty-transcription bug are unrelated." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Qwen3-VL shape mismatch on load vs. Qwen3.5 save_pretrained checkpoint corruption; load-time vs save-time issues." + "reason": "Qwen3-VL shape-mismatch load failure and Qwen3.5 save_pretrained regression are different lifecycle bugs." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Dequantized save failure vs. wrong custom module loaded after save_pretrained; both involve persistence, but not the same bug." + "reason": "Both involve save/load, but dequantized save failure and wrong custom module loading are not the same issue." }, { - "left": "issue:39692", - "right": "issue:45491", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "SigLIP2 docs-example errors vs. Gemma3 NaN embeddings with mixed-length batching; unrelated models and symptoms." + "reason": "Both mention memory/quantization, but tensor-parallel load OOM and increased reserved memory under int4 quantization are distinct." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:39692", + "right": "issue:45491", "accept": false, - "reason": "Both end in OOM, but one is tensor-parallel loading and the other is increased reserved memory under int4 quantization; different root causes." + "reason": "SigLIP2 docs/example errors and Gemma3 mixed-length NaN embeddings are unrelated." }, { "left": "issue:43994", "right": "issue:44206", "accept": false, - "reason": "SigLIP2 nonsensical outputs vs. LasrFeatureExtractor crash on unsupported center arg; not the same underlying defect." + "reason": "SigLIP2 wrong outputs and LasrFeatureExtractor unsupported-arg crash are different models and failure modes." }, { "left": "issue:43873", "right": "issue:45588", "accept": false, - "reason": "Quantization/offloading behavior issue vs. flash-attention AttributeError; no concrete shared code path." + "reason": "Quantization/offloading behavior and flash_attention.py s_aux=None crash are not the same underlying bug." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Both are model-loading regressions, but one is a Llama 3.2 vision model breakage and the other is a base_model_prefix-related v5 loading regression." + "reason": "Llama 3.2 Vision load breakage from v4.46.2 and base_model_prefix loading regression in v5.0.0 are separate loading issues." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Deepspeed Adafactor OOM and TrainerState token counter not updating are unrelated trainer bugs." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Missing GenerationMixin cache during chunked_prefill vs. recurrent state reset in modular_qwen3_5; distinct generation bugs." + "reason": "Missing GenerationMixin cache in v5.0.0 and Qwen recurrent-state reset are both cache-adjacent but not the same concrete bug." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading failure vs. Perceiver non-default-resolution image-classification failure; different model families and APIs." + "reason": "FastSpeech2ConformerTokenizer loading failure and Perceiver non-default resolution failure are unrelated." }, { - "left": "issue:33290", - "right": "issue:34567", + "left": "issue:43493", + "right": "issue:43827", "accept": false, - "reason": "DeepSpeed adafactor OOM vs. TrainerState num_input_tokens_seen not updating; unrelated training subsystems." + "reason": "SigLIP2 implementation divergence and docs still referencing pipeline() are different scope entirely." }, { - "left": "issue:43493", - "right": "issue:43827", + "left": "issue:43381", + "right": "issue:43873", "accept": false, - "reason": "SigLIP2 implementation mismatch vs. docs still referencing pipeline() after removals; model behavior vs documentation." + "reason": "Gradient checkpointing in eval mode and quantization/offloading behavior are separate runtime bugs." }, { "left": "issue:41628", "right": "issue:45372", "accept": false, - "reason": "AutoImageProcessor import failure vs. ReasoningEffort import failure breaking Gemma 4 processor loading; different import paths and packages." + "reason": "AutoImageProcessor import failure and Gemma 4 processor loading import error involve imports, but not the same missing symbol or path." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen video-input regression are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Adafactor/deepspeed OOM and Llama 3.2 Vision model-loading regression are different issues." } ] }, @@ -8322,7 +8318,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-381", + "cluster_id": "cluster-15354-382", "nodes": [ "issue:16998", "issue:22355", @@ -8354,7 +8350,6 @@ "issue:43856", "issue:43873", "issue:43931", - "issue:44077", "issue:44162", "issue:44190", "issue:44442", @@ -8374,9 +8369,6 @@ "issue:45656" ], "soft_pairs": [ - "issue:43381|issue:43873", - "issue:44077|issue:44479", - "issue:33290|issue:34689", "issue:33290|issue:35141", "issue:43643|issue:44913", "issue:44190|issue:44496", @@ -8384,12 +8376,12 @@ "issue:43720|issue:44442", "issue:43873|issue:44871", "issue:33290|issue:45656", - "issue:43316|issue:44877", - "issue:44162|issue:44792", - "issue:34689|issue:36010", "issue:44855|issue:45137", - "issue:43540|issue:44514", + "issue:34689|issue:36010", + "issue:44162|issue:44792", + "issue:43316|issue:44877", "issue:43381|issue:43856", + "issue:43540|issue:44514", "issue:42175|issue:43316", "issue:43404|issue:43441", "issue:41950|issue:43475", @@ -8404,208 +8396,190 @@ "issue:44871|issue:45584", "issue:45127|issue:45200" ], - "prepared_review_unit_hash": "d2b7d1500c9632866b5191fac037f301dde312f975b52aaa9f05dcafa5bde905", + "prepared_review_unit_hash": "040d87c8261b79411a46f99eafe83135a022385929f07e0b7ec3031651cccaee", "component_budget": { - "node_count": 381, - "item_count": 381, - "soft_pair_count": 1427, - "serialized_chars": 735824, - "estimated_input_tokens": 183956, - "estimated_eval_tokens": 368168 + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36315, - "estimated_input_tokens": 9079, - "estimated_eval_tokens": 18414 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34847, + "estimated_input_tokens": 8712, + "estimated_eval_tokens": 17680 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs mostly share only broad Transformers subsystems or model families, not the same concrete bug/change. I would not merge any of the soft edges.", - "confidence": 0.9, - "canonical_issue_reason": "issue:43749 is the broadest, most high-traffic regression in the set (many comments and inbound refs) and is the best anchor if a single issue must represent the cluster, though the items are not true duplicates.", + "summary": "This set does not form a single duplicate cluster; the soft pairs are mostly broad-subsystem lookalikes rather than the same underlying bug. I found no PRs. If one issue must be kept as the representative item, issue:43749 is the strongest candidate because it is a concrete, high-impact regression with the most discussion/references.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43749 is the best single representative: it describes a concrete broken feature flag/regression, has the highest discussion/inbound signal among the set, and is more actionable than the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43749 has the strongest signs of being the most impactful and widely discussed issue in this list, so it is the best general issue candidate.", + "best_issue_reason": "issue:43749 is the most suitable standalone issue to anchor triage because it is specific, clearly reproducible, and has the strongest evidence of impact.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43381", - "right": "issue:43873", - "accept": false, - "reason": "Different bugs: eval-mode gradient checkpointing vs quantization/offloading behavior." - }, - { - "left": "issue:44077", - "right": "issue:44479", - "accept": false, - "reason": "Different model/tooling problems; no shared code-path or symptom." - }, - { - "left": "issue:33290", - "right": "issue:34689", - "accept": false, - "reason": "Deepspeed Adafactor OOM is unrelated to Llama 3.2 model-loading regression." - }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "Training OOM vs embedding reinit bug; unrelated failure modes." + "reason": "Different bugs: one is DeepSpeed/Adafactor OOM, the other is embedding reinitialization after resize." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Remote-code config field loss is unrelated to GPTNeoX rotary_pct reload behavior." + "reason": "Both involve config reload, but one is missing fields with trust_remote_code and the other is GPTNeoX rotary_pct not persisting." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Dataset-loading script issue vs model auto-detection/config error; different surfaces." + "reason": "Local dataset loading in a training script vs unrecognized model/config.json loading error are unrelated." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "Different loading regressions: FSDP CPU RAM efficient loading vs shape-mismatch on Qwen3-VL." + "reason": "FSDP CPU RAM efficient loading failure is not the same as Qwen3-VL shape-mismatch loading." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet accelerate-loading packing bug is unrelated to tokenizer class loading." + "reason": "Packed-weight accelerate loading bug and AutoTokenizer failing for a specific tokenizer are different code paths." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading issue vs Gemma eos_token configuration mismatch." + "reason": "Quantization/offloading behavior and Gemma eos_token_id inconsistency are separate problems." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Both involve deepspeed/optimizer, but the concrete bug is different (OOM vs double optimizer step)." - }, - { - "left": "issue:43316", - "right": "issue:44877", - "accept": false, - "reason": "API discrepancy in Gemma3TextConfig is not the same as strict config rejection for granite_speech." + "reason": "Both mention DeepSpeed/optimizer, but one is OOM with Adafactor while the other is double step invocation." }, { - "left": "issue:44162", - "right": "issue:44792", + "left": "issue:44855", + "right": "issue:45137", "accept": false, - "reason": "ESM2 model breakage and janus image-generation test failure are unrelated." + "reason": "Python 3.13 TorchScript parsing error and DeepSpeed ZeRO3 deque underflow are unrelated." }, { "left": "issue:34689", "right": "issue:36010", "accept": false, - "reason": "Model-loading regression and GenerationMixin import error are different import paths and fixes." + "reason": "Model loading regression for a specific model family is not the same as a GenerationMixin import error." }, { - "left": "issue:44855", - "right": "issue:45137", + "left": "issue:44162", + "right": "issue:44792", "accept": false, - "reason": "Python 3.13 TorchScript parse error is unrelated to DeepSpeed ZeRO3 deque underflow." + "reason": "ESM2 breakage and a janus image-generation test failure are unrelated failures." }, { - "left": "issue:43540", - "right": "issue:44514", + "left": "issue:43316", + "right": "issue:44877", "accept": false, - "reason": "Both are Qwen video-related, but one is video input processing and the other is batched chat-template padding behavior." + "reason": "API discrepancy in Gemma3TextConfig differs from strict config loading for granite_speech." }, { "left": "issue:43381", "right": "issue:43856", "accept": false, - "reason": "Gradient-checkpointing eval-mode bug is unrelated to Qwen3 MoE memory usage." + "reason": "Gradient checkpointing eval-mode restriction is unrelated to Qwen3 MoE memory usage." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are multimodal/video-related, but one is Qwen3OmniMoe video processing and the other is batched chat template padding behavior." }, { "left": "issue:42175", "right": "issue:43316", "accept": false, - "reason": "Backend packaging dependency issue is unrelated to Gemma3TextConfig API inconsistency." + "reason": "Backend dependency packaging and config API mismatch are different issues." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Mistral3 lm_head tying bug and Ministral FlashAttention failure are distinct code paths." + "reason": "lm_head tying bug and FlashAttention failure in Ministral-3 are distinct model issues." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video-classification pipeline processor lookup is unrelated to Sam3VisionEncoderOutput missing attribute." + "reason": "Video-classification processor selection and Sam3VisionEncoderOutput missing attribute are not the same bug." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Config API mismatch and image-preprocessor dtype mismatch are different problems." + "reason": "Gemma3TextConfig API mismatch and Mistral-3 dtype mismatch are unrelated." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Metrics label-truncation bug is unrelated to auxiliary-loss normalization." + "reason": "Metric-gather label truncation and MoE auxiliary-loss normalization are different training bugs." }, { "left": "issue:43381", "right": "issue:43742", "accept": false, - "reason": "Gradient-checkpointing eval-mode issue is unrelated to MobileLLM key error on load." + "reason": "Eval-mode gradient checkpointing and MobileLLM key error are unrelated." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "Model max length question and missing transformers.onnx module are unrelated." + "reason": "Model_max_length question for DeBERTa-V3 is unrelated to a missing transformers.onnx module." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k output-shape bug is unrelated to missing PyTorch import." + "reason": "Pipeline top_k output shape change is unrelated to missing PyTorch import." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Custom processor/tokenizer regression is unrelated to the v5 translation-task error message." + "reason": "Processor.tokenizer regression and translation-task error messaging are different pipeline regressions." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Dummy Conv2d implementation question is unrelated to Sam3Video OOM." + "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video OOM are not the same underlying problem." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "Hidden-states regression in CLIPVisionModel is unrelated to Qwen video-input regression." + "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression are separate issues." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "EOS-token config inconsistency is unrelated to Whisper empty-transcription generation failure." + "reason": "Gemma eos_token_id mismatch and Whisper empty-transcription generation failure do not share the same code path." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA merge collapse with tied embeddings is unrelated to Gemma 4 mm_token_type_ids defaults." + "reason": "LoRA merge collapse with extended vocab is unrelated to Gemma 4 mm_token_type_ids defaults." } ] }, @@ -8627,7 +8601,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-381", + "cluster_id": "cluster-15354-382", "nodes": [ "issue:32090", "issue:35141", @@ -8680,25 +8654,25 @@ ], "soft_pairs": [ "issue:44077|issue:44534", - "issue:44936|issue:45698", - "issue:44734|issue:45406", "issue:43295|issue:44871", "issue:43550|issue:43701", + "issue:44734|issue:45406", "issue:43606|issue:43701", + "issue:44936|issue:45698", "issue:43646|issue:44913", "issue:43452|issue:44496", - "issue:43761|issue:44242", "issue:43931|issue:44060", + "issue:43761|issue:44242", "issue:43575|issue:43742", + "issue:42617|issue:43575", "issue:44617|issue:45584", "issue:45563|issue:45584", - "issue:42617|issue:43575", - "issue:43906|issue:45290", "issue:44521|issue:45381", "issue:44479|issue:44734", - "issue:44933|issue:45362", + "issue:43906|issue:45290", "issue:32090|issue:35141", "issue:41720|issue:43575", + "issue:44933|issue:45362", "issue:43065|issue:44610", "issue:44464|issue:44871", "issue:44464|issue:45563", @@ -8710,20 +8684,20 @@ "issue:44792|issue:45600", "issue:45127|issue:45357" ], - "prepared_review_unit_hash": "dd11201ce7ea6765bf191ef8b2fd6b72b0af9db110fc6a561e5700dfe8074836", + "prepared_review_unit_hash": "4146e420e269dd8577aa6b69dd5cc721c93b21471d8932362a9d7b398118dec3", "component_budget": { - "node_count": 381, - "item_count": 381, - "soft_pair_count": 1427, - "serialized_chars": 735824, - "estimated_input_tokens": 183956, - "estimated_eval_tokens": 368168 + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36570, + "serialized_chars": 36571, "estimated_input_tokens": 9143, "estimated_eval_tokens": 18542 }, @@ -8732,192 +8706,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs mostly share broad Transformers/model-loading keywords but describe different failures, models, or code paths. I don\u2019t see a safe canonical issue or any PR candidate here.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions and model-specific bugs; none of the soft pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.38, + "canonical_issue_reason": "Issue 43646 is the broadest and most representative bug report in the set: a generic Transformers 5.0.0 custom-model initialization breakage that could plausibly encompass nearby init/load regressions better than the narrower model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 43646 is the best cluster anchor because it is phrased as a general framework regression rather than a single-model symptom, making it the most reusable representative issue in an otherwise heterogeneous cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Different bugs: optional post_init API change vs non-persistent buffer corruption." + "reason": "Both mention initialization behavior, but one is a model-specific post_init policy change and the other is a broad non-persistent buffer regression; different bugs and code paths." }, { - "left": "issue:44936", - "right": "issue:45698", + "left": "issue:43295", + "right": "issue:44871", "accept": false, - "reason": "Different code paths: train/evaluate state bug vs wrong custom module loaded after save_pretrained." + "reason": "One is a processor/tokenizer compatibility regression in v4.57.5, the other is an eos_token_id config mismatch for Gemma-3; no shared underlying defect." }, { - "left": "issue:44734", - "right": "issue:45406", + "left": "issue:43550", + "right": "issue:43701", "accept": false, - "reason": "One is KV-cache indexing in serve responses; the other is a missing _tokenizer attribute on Gemma4Processor." + "reason": "torch.compile + SDPA failure for Bamba is unrelated to a resume_from_checkpoint key mismatch." }, { - "left": "issue:43295", - "right": "issue:44871", + "left": "issue:44734", + "right": "issue:45406", "accept": false, - "reason": "Different regressions: processor.tokenizer access/images handling vs eos_token_id mismatch." + "reason": "KV-cache continuation indexing crash and missing _tokenizer in serve are separate server bugs." }, { - "left": "issue:43550", + "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "Unrelated failures: torch.compile+SDPA on Bamba vs resume_from_checkpoint key mismatch." + "reason": "CPU offload device mismatch in Bark is unrelated to checkpoint resume key handling." }, { - "left": "issue:43606", - "right": "issue:43701", + "left": "issue:44936", + "right": "issue:45698", "accept": false, - "reason": "Device-mismatch with CPU offload is unrelated to checkpoint key mapping." + "reason": "trainer.evaluate() after train() and wrong custom module loaded after save/load are different lifecycle bugs." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model initialization breakage is not the same as GPTNeoXConfig rotary_pct reload drift." + "reason": "A broad custom model initialization regression is not the same as GPTNeoXConfig rotary_pct not persisting on reload." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "gguf_file loading issue is different from an unrecognized-model config.json error." + "reason": "GGUF loading breakage for AutoTokenizer/AutoModel is unrelated to missing model_type in config.json." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Weight-shape mismatch for Qwen3-VL and a tied-weights warning bug in Qwen3-Next are distinct model-family issues." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "CLIP hidden_states regression and MoE load-balancing loss omission are different issues." + "reason": "CLIPVision hidden_states regression and MoE load-balancing loss omission affect different components and behaviors." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:43575", + "right": "issue:43742", "accept": false, - "reason": "Weight-shape mismatch on model load is not the same as a bad tied-weights warning." + "reason": "Tensor-parallel OOM on Qwen2-57B is not the same as a key error loading MobileLLM-125M." }, { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "tp OOM on Qwen2-57B is unrelated to a MobileLLM loading KeyError." + "reason": "A 3d_parallel.py execution failure is not the same concrete issue as tp-induced OOM while loading Qwen2-57B." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription generation failure." + "reason": "Sam3Video CUDA OOM and Whisper empty-transcription failure are unrelated model/runtime bugs." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "A stale warning about num_return_sequences is not the same as a generation crash." - }, - { - "left": "issue:42617", - "right": "issue:43575", - "accept": false, - "reason": "3d_parallel.py runtime failure and tensor-parallel OOM are distinct problems." - }, - { - "left": "issue:43906", - "right": "issue:45290", - "accept": false, - "reason": "A reproduction of an older issue is not enough to show the same apply_chat_template/tool-call crash." + "reason": "A stale warning in paged generate() is unrelated to Whisper failing after align_special_tokens." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal, but assistant_masks being zero is a different bug from vision_position_ids being wrong." + "reason": "All-zero assistant masks and wrong vision_position_ids are both multimodal, but they are different code paths and symptoms." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Video-input regression in Qwen VL models is unrelated to KV-cache tensor indexing in serve." + "reason": "A Qwen2.5/Qwen3 video-input regression is unrelated to serve KV-cache continuation tensor indexing." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:43906", + "right": "issue:45290", "accept": false, - "reason": "Missing image_utils import and Qwen3.5 chat crash are unrelated failures." + "reason": "The isolated reproduction of another issue does not match the specific apply_chat_template tool-call crash described here." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer broadcast TypeError is not the same as output embedding reinitialization after resize." + "reason": "Trainer GPU broadcast NoneType error and token-embedding resize reinit are unrelated training/model-init bugs." }, { "left": "issue:41720", "right": "issue:43575", "accept": false, - "reason": "Auto device-mapping cudaErrorAssert on A800 is a different symptom than tp OOM." + "reason": "Auto device mapping cudaErrorAssert on A800 is not the same as OOM during tensor-parallel model load." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing image_utils import and Qwen3.5 chat crash are unrelated issues." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo size mismatch are different model/processor bugs." + "reason": "A dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo\u2019s processor size mismatch are separate vision-model problems." }, { "left": "issue:44464", "right": "issue:44871", "accept": false, - "reason": "Chunked generation with compiled forward is unrelated to eos_token_id config inconsistency." + "reason": "Chunked generation inconsistency with compiled forward and Gemma eos_token_id mismatch do not share the same bug." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Inconsistent compiled generation outputs and a stale warning are not the same bug." + "reason": "Compiled-forward generation inconsistency is unrelated to a stale num_return_sequences warning." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs still referencing pipeline() is unrelated to SigLIP2 producing nonsensical outputs." + "reason": "Docs still referencing pipeline() and SigLIP2 producing nonsense are different issues; one is documentation, the other model behavior." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Janus image-generation test failure does not match Qwen3.5 flash-attention generation issues." + "reason": "A janus image-generation test failure is not the same as Qwen3.5 flash-attention generation misbehavior." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk in v5 is unrelated to GPTNeoX rotary_pct reload behavior." + "reason": "Non-persistent buffer junk in v5 is a framework-wide bug, not the specific config reload issue in GPTNeoXConfig." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Qwen3 auto device mapping crash and category-count limit error are different failures." + "reason": "cudaErrorAssert on A800 and a category-count limit runtime error are unrelated failures." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading in a trainer script is unrelated to loading Phi-4-multimodal-instruct." + "reason": "Local dataset loading in a training script is not the same as failing to load a specific multimodal model." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "A janus test failure is not the same as CI breakage from removed Sam3LiteText configs." + "reason": "Janus generation test failure and stale auto_mappings references to removed Sam3LiteText configs are unrelated." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "LoRA merge collapse with tied embeddings is unrelated to incorrect visual-encoder keys on save_pretrained." + "reason": "LoRA merge collapse with extended vocab and incorrect visual encoder keys on save are different save/load behaviors." } ] }, @@ -8939,7 +8913,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-381", + "cluster_id": "cluster-15354-382", "nodes": [ "issue:36246", "issue:38175", @@ -8957,6 +8931,7 @@ "issue:43479", "issue:43540", "issue:43550", + "issue:43582", "issue:43644", "issue:43650", "issue:43761", @@ -8990,252 +8965,252 @@ "issue:45632" ], "soft_pairs": [ + "issue:43388|issue:43582", "issue:44938|issue:45542", - "issue:43388|issue:44079", - "issue:43761|issue:44743", "issue:44855|issue:45588", - "issue:43335|issue:44855", + "issue:43761|issue:44743", "issue:43976|issue:44855", + "issue:43335|issue:44855", "issue:44077|issue:44079", + "issue:43540|issue:44734", "issue:43644|issue:44913", "issue:43550|issue:44190", - "issue:43540|issue:44734", "issue:43650|issue:44220", "issue:44112|issue:45600", "issue:43116|issue:44190", + "issue:41950|issue:44016", "issue:45276|issue:45584", "issue:39692|issue:44190", - "issue:41950|issue:44016", "issue:43479|issue:45375", - "issue:44734|issue:45632", "issue:36246|issue:41628", - "issue:43295|issue:45276", "issue:43404|issue:45216", "issue:45245|issue:45584", + "issue:43295|issue:45276", + "issue:44734|issue:45632", "issue:36246|issue:38617", "issue:44016|issue:44220", - "issue:44561|issue:45632", - "issue:44186|issue:44734", - "issue:42175|issue:44279", "issue:38175|issue:43065", + "issue:44186|issue:44734", "issue:44683|issue:45446", - "issue:45406|issue:45632", - "issue:44466|issue:44913" + "issue:44561|issue:45632", + "issue:42175|issue:44279", + "issue:44466|issue:44913", + "issue:45406|issue:45632" ], - "prepared_review_unit_hash": "a87b4e1cf8ccdd44767a454b4e6327dfe42944d022fc0708e4f71b3e4e71daaf", + "prepared_review_unit_hash": "84e26be2c15b66f20daf2ddd567e1c3bb3185c07703114865a9b6cdf963a76cc", "component_budget": { - "node_count": 381, - "item_count": 381, - "soft_pair_count": 1427, - "serialized_chars": 735824, - "estimated_input_tokens": 183956, - "estimated_eval_tokens": 368168 + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36639, - "estimated_input_tokens": 9160, - "estimated_eval_tokens": 18576 + "serialized_chars": 37213, + "estimated_input_tokens": 9304, + "estimated_eval_tokens": 18864 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: the soft-similarity pairs mostly share broad transformer/regression vocabulary but do not describe the same concrete bug or change. No single issue stands out as a reliable duplicate canonical.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "The cluster is highly heterogeneous: most pairs are only superficially similar by broad terms like imports, configs, or model regressions, but they describe different subsystems and concrete failures. I found no soft edge that should be merged.", + "confidence": 0.31, + "canonical_issue_reason": "issue:41628 is the broadest public-facing import regression in the set and the best single representative of the API-breakage theme, though the overall cluster is quite mixed.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:41628 is the most representative and centrally scoped issue among these, because it concerns a top-level `transformers` import surface rather than a narrow model-specific failure.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43388", + "right": "issue:43582", + "accept": false, + "reason": "Tuple-label metric bug vs Apple Silicon allocator warmup TypeError; unrelated code paths." + }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Both mention runtime/backend failures, but one is a Python import/load problem and the other is a TensorFlow backend packaging issue; different code paths." + "reason": "Python 3.14 import/load failure vs missing TensorFlow backend when only tensorboard is installed; different failures." }, { - "left": "issue:43388", - "right": "issue:44079", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "One is a metrics label-truncation bug and the other is a ModelOutput key-assignment bug; unrelated internals." + "reason": "Python 3.13 Deberta import indentation error vs flex_attention auxiliary-arg crash; unrelated." }, { "left": "issue:43761", "right": "issue:44743", "accept": false, - "reason": "CLIPVision hidden-state regression and Qwen recurrent-state reset are different model-specific failures." + "reason": "CLIP hidden_states regression vs Qwen recurrent-state reset; different models and bugs." }, { - "left": "issue:44855", - "right": "issue:45588", + "left": "issue:43976", + "right": "issue:44855", "accept": false, - "reason": "Python import parsing error vs flash-attention auxiliary-state AttributeError; no shared underlying defect." + "reason": "General Python version compatibility complaint vs specific JIT parsing indentation error; not the same bug." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "SwitchTransformers layer construction bug is unrelated to the DebertaV2 Python 3.13 import parsing issue." + "reason": "SwitchTransformers config layer-count bug vs Python 3.13 import syntax error; unrelated." }, { - "left": "issue:43976", - "right": "issue:44855", + "left": "issue:44077", + "right": "issue:44079", "accept": false, - "reason": "General Python-version compatibility complaint vs a specific IndentationError on import; not the same bug." + "reason": "Model class optional post_init policy vs ModelOutput key assignment behavior; different subsystems." }, { - "left": "issue:44077", - "right": "issue:44079", + "left": "issue:43540", + "right": "issue:44734", "accept": false, - "reason": "One concerns post_init validation policy, the other ModelOutput key handling; different utilities and fixes." + "reason": "Qwen3OmniMoe video input validation vs serve KV-cache indexing crash; unrelated paths." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer initialization and GPTNeoX config reload persistence are separate regressions." + "reason": "Non-persistent buffer serialization vs GPTNeoX config reload loss; different bugs." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to local dataset loading in an image-classification script." - }, - { - "left": "issue:43540", - "right": "issue:44734", - "accept": false, - "reason": "Video-input processing in Qwen3OmniMoe and KV-cache indexing in transformers serve are different failures." + "reason": "torch.compile SDPA failure in Bamba vs local dataset loading in image-classification script; unrelated." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "The first issue is non-actionable/empty content, the second is an audio feature extraction bug; no duplicate relationship." + "reason": "Generic data request vs fbank feature extraction issue; no shared code path." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "A stale CI test in GraniteSpeech and a broken auto_mappings entry for Sam3LiteText are separate maintenance issues." + "reason": "GraniteSpeech CI test flake vs stale auto_mappings reference to removed configs; different failures." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Multi-label classification example output bug and local dataset loading failure are different scripts and failure modes." + "reason": "Multi-label classification output bug vs local dataset loading issue; unrelated examples." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video pipeline processor selection bug vs notebook syntax error; not the same underlying issue." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Resize-token-embeddings propagation bug in Gemma4 is unrelated to Whisper empty-transcription generation after token alignment." + "reason": "Embedding resize propagation bug vs Whisper empty-transcription generation bug; different model code." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "Documentation example errors with SigLIP2 are not the same as a no-trainer image-classification dataset-loading problem." - }, - { - "left": "issue:41950", - "right": "issue:44016", - "accept": false, - "reason": "Video-classification pipeline processor lookup and a notebook syntax error are not the same underlying issue." + "reason": "SigLIP2 doc example errors vs local dataset loading in a different script; not a duplicate." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Both are multimodal config bugs, but they affect different model families and different missing/defaulted fields." - }, - { - "left": "issue:44734", - "right": "issue:45632", - "accept": false, - "reason": "Serve KV-cache continuation indexing and trust_remote_code cache-path collisions are unrelated server/import behaviors." + "reason": "Default config initialization vs missing config field dropped by strict serialization; similar area but different concrete bug." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but one is a missing model-specific image processor export and the other is a missing top-level AutoImageProcessor export." - }, - { - "left": "issue:43295", - "right": "issue:45276", - "accept": false, - "reason": "Processor/tokenizer regression in v4.57.5 and Gemma4 embedding-resize propagation are different code paths." + "reason": "Specific missing Qwen2.5 VL class export vs missing top-level AutoImageProcessor export; different symbols and fixes." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Mistral3 tied-weight serialization and Qwen3.5 save_pretrained corruption are both checkpointing-related but not the same concrete defect." + "reason": "lm_head weight tying/serialization bug vs Qwen3.5 checkpoint save_pretrained regression; different model behaviors." }, { "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "Category-cardinality error and Whisper empty-transcription behavior are unrelated model/runtime failures." + "reason": "Category-cardinality runtime limit vs Whisper empty output generation; unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer API regression vs token embedding resize propagation; different surfaces." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Serve KV-cache tensor indexing crash vs trust_remote_code cache-path collision; unrelated." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Different missing symbols from different modules; these are separate import breakages." + "reason": "Missing Qwen image processor export vs missing layer_type_validation import; both import errors but different removed symbols." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "A notebook syntax error is unrelated to the fbank feature extraction bug." + "reason": "Notebook syntax error vs audio fbank feature issue; no common bug." }, { - "left": "issue:44561", - "right": "issue:45632", + "left": "issue:38175", + "right": "issue:43065", "accept": false, - "reason": "Removal of an internal API affecting trust_remote_code and a local-model cache collision are different regressions." + "reason": "SigLIP2 zero-probabilities behavior vs Sam3PixelDecoder dummy Conv2d; unrelated models." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "Tokenizer padding/truncation crash and serve KV-cache tensor indexing are different subsystems." + "reason": "LayoutLMv2 tokenizer padding/NER crash vs serve KV-cache indexing crash; different components." }, { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:44683", + "right": "issue:45446", "accept": false, - "reason": "TensorFlow backend installation issue and a generic dependency issue are too vague and not the same underlying bug." + "reason": "flex_attention compile failure on torch >=2.9 vs incorrect version check for AuxRequest import; same area, different bug." }, { - "left": "issue:38175", - "right": "issue:43065", + "left": "issue:44561", + "right": "issue:45632", "accept": false, - "reason": "SigLIP2 zero probabilities and Sam3PixelDecoder dummy Conv2d are unrelated model bugs." + "reason": "Removal of is_torch_fx_available breaking trust_remote_code vs cache-path collision for local models; unrelated." }, { - "left": "issue:44683", - "right": "issue:45446", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "Compiled flex_attention failure on new torch and an incorrect version check for AuxRequest import are separate flex_attention problems." + "reason": "Install-extra backend omission vs generic dependency issue; too vague to be duplicates." }, { - "left": "issue:45406", - "right": "issue:45632", + "left": "issue:44466", + "right": "issue:44913", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve and trust_remote_code cache-path collisions are unrelated failures." + "reason": "Device-dependent lm_head serialization vs rotary_pct reload defaulting; different configuration/state bugs." }, { - "left": "issue:44466", - "right": "issue:44913", + "left": "issue:45406", + "right": "issue:45632", "accept": false, - "reason": "Serialization of tied lm_head weights and GPTNeoX rotary_pct reload are distinct configuration/serialization bugs." + "reason": "Gemma4Processor missing _tokenizer in serve vs trust_remote_code cache collision; unrelated failures." } ] }, @@ -9257,7 +9232,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-381", + "cluster_id": "cluster-15354-382", "nodes": [ "issue:41950", "issue:42907", @@ -9289,6 +9264,7 @@ "issue:44462", "issue:44496", "issue:44521", + "issue:44877", "issue:44933", "issue:44964", "issue:44987", @@ -9313,233 +9289,222 @@ "issue:42907|issue:43441", "issue:44016|issue:44062", "issue:44964|issue:45600", - "issue:43295|issue:45335", "issue:43299|issue:45216", "issue:43976|issue:44987", + "issue:43295|issue:45335", "issue:43673|issue:44336", "issue:44112|issue:44964", "issue:43824|issue:44933", "issue:43531|issue:45600", "issue:44496|issue:45042", - "issue:43976|issue:44279", "issue:43854|issue:44964", + "issue:43976|issue:44279", "issue:43526|issue:43901", - "issue:45335|issue:45584", "issue:43299|issue:45357", + "issue:45335|issue:45584", "issue:44075|issue:44368", "issue:44521|issue:45325", "issue:43381|issue:45593", - "issue:44351|issue:45278", "issue:43577|issue:45216", + "issue:44351|issue:45278", "issue:43976|issue:45405", - "issue:43901|issue:44496", "issue:41950|issue:45020", + "issue:43901|issue:44496", "issue:44242|issue:45200", "issue:43479|issue:43525", + "issue:44496|issue:44877", "issue:44462|issue:45081" ], - "prepared_review_unit_hash": "fbacfe924c3393a2e28278f83448a387e9f8529c918368b62cad824c44a38a0d", + "prepared_review_unit_hash": "5e7cbe907f70754c74f799ff828ed4b5bc68d63f27db8eeff33b092d19a19cc2", "component_budget": { - "node_count": 381, - "item_count": 381, - "soft_pair_count": 1427, - "serialized_chars": 735824, - "estimated_input_tokens": 183956, - "estimated_eval_tokens": 368168 + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35785, - "estimated_input_tokens": 8947, - "estimated_eval_tokens": 18150 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36634, + "estimated_input_tokens": 9159, + "estimated_eval_tokens": 18574 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most items are separate Transformers regressions around loading, configs, imports, or generation, but not the same underlying bug. I rejected every soft edge as a non-duplicate. If one issue must serve as the umbrella representative, issue 45020 is the broadest and most central to the version-regression/loading theme.", - "confidence": 0.73, - "canonical_issue_reason": "Issue 45020 is the best umbrella representative because it is broad, open-ended, and closest to the recurring theme of recent Transformers regressions breaking model loading/remote_code behavior. That said, the set is not a true duplicate cluster.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions, import failures, config issues, and model-specific bugs. None of the soft-edge pairs look like true duplicates on the evidence given. The broadest representative issue is the remote-code regression report.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45020 is the broadest and most central report: it describes recent Transformers versions breaking remote_code-based models, which is the closest umbrella for several of the nearby loading/import/config regressions.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the strongest global issue candidate: it has the broadest scope and best matches the common regression theme seen across several other reports, even though the individual bugs are distinct.", + "best_issue_reason": "issue:45020 best fits as the cluster anchor because it is the most general user-facing failure mode and the least model-specific of the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import slowness vs unsafe sys.modules access; related area, but different failure modes." + "reason": "One is about slow import time; the other is about unsafe sys.modules access. Related area, but not the same bug or code path." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Both involve config/model loading, but one is missing fields under trust_remote_code and the other is model-type resolution." + "reason": "Both involve config/loading, but one is missing fields with trust_remote_code and the other is an unrecognized model due to missing model_type. Different failures." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Same model family, but save_pretrained on dequantized checkpoints vs a FlashAttention load/runtime failure." + "reason": "Same model family, but one is save_pretrained/dequantized export and the other is FlashAttention loading. Not the same concrete issue." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error vs AddedToken keyword duplication; unrelated bugs." + "reason": "A notebook syntax error is unrelated to the AddedToken TypeError; no shared underlying bug." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Phi-4 multimodal loading issue vs auto_mappings referencing removed configs; different code paths." - }, - { - "left": "issue:43295", - "right": "issue:45335", - "accept": false, - "reason": "Processor/tokenizer regression vs t5gemma embedding resize bug." + "reason": "Different models and different failure modes: Phi-4 multimodal loading versus stale auto_mappings references in CI." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Both are Qwen-related, but one is loading failure and the other is incorrect save_pretrained checkpoint contents." + "reason": "Both touch Qwen3.5, but one is a model-loading regression and the other is a save_pretrained checkpoint serialization bug." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python/version compatibility issue vs a specific model-loading failure." + "reason": "Python version compatibility and a specific model-loading failure are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Custom processor/tokenizer access regression is unrelated to resize_token_embeddings not updating decoder.embed_tokens." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Generation cache regression vs ANSI formatting in loading_report; unrelated." + "reason": "Generation cache behavior and ANSI output formatting are completely different subsystems." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI test/device override failure vs model loading failure; not the same bug." + "reason": "CI device-override test flakiness is not the same as a Phi-4 model-loading bug." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Different missing imports from different modules and different APIs." + "reason": "Both are import errors, but they concern different symbols and different root causes." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "MoE sliding_window bug vs removed config references in auto_mappings." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to removed config references in auto_mappings." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Model/config resolution failure vs image processor torchvision dependency regression." + "reason": "Model config resolution failure and PIL processor torchvision dependency enforcement are different bugs." }, { - "left": "issue:43976", - "right": "issue:44279", + "left": "issue:43854", + "right": "issue:44964", "accept": false, - "reason": "Python support/version issue vs a generic dependency complaint." + "reason": "Both are model-loading failures, but for different models and likely different code paths." }, { - "left": "issue:43854", - "right": "issue:44964", + "left": "issue:43976", + "right": "issue:44279", "accept": false, - "reason": "Different models and likely different root causes for the loading failure." + "reason": "A Python support regression is unrelated to an unspecified dependency issue." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "ImageProcessorFast label reduction bug vs docs/behavior mismatch for return_all_scores." + "reason": "BeitImageProcessorFast label reduction is unrelated to outdated docs about return_all_scores." }, { - "left": "issue:45335", - "right": "issue:45584", + "left": "issue:43299", + "right": "issue:45357", "accept": false, - "reason": "Embedding resize bug vs Whisper empty-transcription generation bug." + "reason": "Both involve Qwen3.5, but one is loading and the other is save_pretrained visual-key serialization; not the same bug." }, { - "left": "issue:43299", - "right": "issue:45357", + "left": "issue:45335", + "right": "issue:45584", "accept": false, - "reason": "Both involve Qwen3.5, but one is loading and the other is incorrect visual-encoder key saving." + "reason": "Token embedding resizing and Whisper empty-transcription generation are unrelated." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Optimizer argument handling vs LoRA warning in Qwen3.5; unrelated." + "reason": "Optimizer arguments being ignored has nothing to do with a tie_word_embeddings warning." }, { "left": "issue:44521", "right": "issue:45325", "accept": false, - "reason": "Assistant mask generation bug vs rope/position-id scaling bug." + "reason": "Both are multimodal, but assistant_masks computation and RoPE position scaling are different code paths." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction vs D-FINE auxiliary-loss omission." - }, - { - "left": "issue:44351", - "right": "issue:45278", - "accept": false, - "reason": "One specific HybridCache import error vs a broad collection of import regressions; not enough evidence of one fix." + "reason": "Gradient checkpointing in eval mode and missing auxiliary losses in D-FINE are unrelated training behaviors." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "BLIP2 dtype propagation bug vs Qwen3.5 save_pretrained checkpoint bug." - }, - { - "left": "issue:43976", - "right": "issue:45405", - "accept": false, - "reason": "Python compatibility issue vs unreleased peft minimum-version bump." + "reason": "Blip2 dtype propagation and Qwen3.5 checkpoint saving are unrelated." }, { - "left": "issue:43901", - "right": "issue:44496", + "left": "issue:44351", + "right": "issue:45278", "accept": false, - "reason": "Docs mismatch vs model recognition failure; different bugs." + "reason": "A specific missing HybridCache import is not the same underlying bug as a broad report of many import errors." }, { - "left": "issue:41950", - "right": "issue:45020", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "Video-classification processor lookup bug vs remote_code breakage; only loosely related by model loading." + "reason": "Python compatibility issues and an unreleased PEFT minimum-version bump are unrelated." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "MoE load-balancing loss omission vs mm_token_type_ids defaulting; different training-path bugs." + "reason": "Load-balancing loss gating and mm_token_type_ids defaults are different model-training bugs." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Both are config-related, but they affect different models and different missing/default fields." + "reason": "Phi4MultimodalConfig default initialization and Llama4Config missing pad_token_id are distinct config problems." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "Tokenizer.json precedence issue vs Mistral regex patch crash; distinct tokenizer-loading bugs." + "reason": "AutoTokenizer ignoring tokenizer.json and a Mistral regex patch crash are different tokenizer issues." } ] }, @@ -9561,7 +9526,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-381", + "cluster_id": "cluster-15354-382", "nodes": [ "issue:38175", "issue:39692", @@ -9594,7 +9559,6 @@ "issue:44297", "issue:44462", "issue:44466", - "issue:44496", "issue:44521", "issue:44617", "issue:44623", @@ -9602,7 +9566,6 @@ "issue:44683", "issue:44749", "issue:44779", - "issue:44877", "issue:44898", "issue:44987", "issue:45276", @@ -9610,241 +9573,243 @@ "issue:45397", "issue:45405", "issue:45542", - "issue:45593" + "issue:45593", + "issue:45600", + "issue:45712" ], "soft_pairs": [ "issue:44683|issue:45542", - "issue:44496|issue:44877", "issue:44297|issue:44462", "issue:44279|issue:45405", "issue:43299|issue:43854", "issue:41950|issue:43650", - "issue:44462|issue:44779", "issue:39692|issue:43901", "issue:43295|issue:44779", + "issue:44462|issue:44779", + "issue:45600|issue:45712", "issue:38175|issue:44617", "issue:44016|issue:44291", - "issue:43450|issue:44279", "issue:44261|issue:44263", "issue:43723|issue:44162", + "issue:43450|issue:44279", "issue:42994|issue:43317", "issue:43065|issue:44898", "issue:43441|issue:44683", "issue:43650|issue:45290", "issue:44466|issue:45276", - "issue:43262|issue:44521", "issue:44623|issue:45397", + "issue:43262|issue:44521", "issue:44623|issue:44749", "issue:43784|issue:45542", "issue:43673|issue:43761", "issue:44671|issue:44779", - "issue:42175|issue:43976", "issue:43122|issue:43650", + "issue:43653|issue:45593", "issue:44987|issue:45542", - "issue:43653|issue:45593" + "issue:42175|issue:43976" ], - "prepared_review_unit_hash": "94758f60afa7dba9f63aceae22719ea2335bd5a5b88076861cff68382ef3c34f", + "prepared_review_unit_hash": "c4b8e8cf9bd3981d20440fe773cbfa7ed861be2e3ffbf38f6a20e8ed3a57cdda", "component_budget": { - "node_count": 381, - "item_count": 381, - "soft_pair_count": 1427, - "serialized_chars": 735824, - "estimated_input_tokens": 183956, - "estimated_eval_tokens": 368168 + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36269, - "estimated_input_tokens": 9068, - "estimated_eval_tokens": 18392 + "serialized_chars": 36283, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous and does not contain any convincing duplicate pairs. The soft edges mostly link unrelated model-loading, tokenizer, processor, quantization, attention, or documentation issues. No PRs are present.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 44521 is the best representative because it is a concrete, user-facing regression in a common multimodal API (`apply_chat_template`) and is still open; the other issues are mostly isolated model- or environment-specific reports.", + "summary": "This is a loose cluster of Transformer v5 regression reports plus a few docs, backend, and model-specific bugs. The soft pairs are mostly surface-similar but do not describe the same underlying defect, so none should be merged.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43295 is the best representative because it is an explicit regression tied to the v4.57.5/v5 transition and touches the processor/tokenizer boundary, which is the broadest common theme across the cluster. It is still only a weak umbrella since the cluster is heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 is the strongest standalone issue to anchor the cluster: it describes a clear bug, has multiple inbound references, and affects a broadly used multimodal chat-template path.", + "best_issue_reason": "issue:43295 is the most central, actionable, and regression-framed issue in the set, making it the least-bad canonical anchor for triage.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Flex-attention compilation on torch>=2.9 and missing TensorFlow backend from install extras are unrelated failures." - }, - { - "left": "issue:44496", - "right": "issue:44877", - "accept": false, - "reason": "One is an unrecognized model/config loading error; the other is strict config rejection for granite_speech. Different code paths and causes." + "reason": "Different problems: flex_attention compilation on torch>=2.9 vs missing TensorFlow backend when only tensorboard is installed." }, { "left": "issue:44297", "right": "issue:44462", "accept": false, - "reason": "Tokenizer save metadata mismatch and AutoTokenizer ignoring tokenizer.json are different serialization vs loading bugs." + "reason": "Both involve tokenizer persistence/loading, but one is about tokenizer_class metadata on save and the other about AutoTokenizer ignoring repo tokenizer.json; different code paths." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "A generic dependency issue is not the same as bumping MIN_PEFT_VERSION to an unreleased release." + "reason": "Both mention dependencies, but one is a generic transformers dependency issue and the other is a specific unreleased MIN_PEFT_VERSION bump." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "These are model-specific loading problems for different models, not the same underlying bug." + "reason": "Both are model-loading regressions, but they affect different models and likely different loaders; not the same concrete bug." }, { "left": "issue:41950", "right": "issue:43650", "accept": false, - "reason": "Video pipeline processor lookup and a vague 'ADD THE DATA' issue are not the same concrete problem." - }, - { - "left": "issue:44462", - "right": "issue:44779", - "accept": false, - "reason": "Both involve tokenizers, but one is about repository tokenizer.json being ignored and the other is a Deepseek tokenization regression." + "reason": "Unrelated: video-classification processor bug vs a standalone request with no shared defect." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Both are documentation-related, but they concern different examples and different API mismatches." + "reason": "Both are docs-related, but they refer to different examples and different mistakes; not the same issue." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Custom model processor/tokenizer regression and Deepseek tokenizer incorrect output are distinct bugs." + "reason": "Different regressions: processor.tokenizer/image handling vs DeepSeek tokenization output mismatch." + }, + { + "left": "issue:44462", + "right": "issue:44779", + "accept": false, + "reason": "Repo tokenizer.json handling vs DeepSeek tokenization correctness; related area, but distinct bugs." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are CI/repo hygiene problems, but one is stale auto_mappings references and the other is leftover dummy classes leaking into the package." }, { "left": "issue:38175", "right": "issue:44617", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and Sam3Video CUDA OOM are unrelated symptoms and subsystems." + "reason": "Different model failures: unexpected zero probabilities in SigLIP2 vs CUDA OOM in Sam3Video." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error and init_empty_weights argument handling are unrelated." - }, - { - "left": "issue:43450", - "right": "issue:44279", - "accept": false, - "reason": "Batched video processor shape handling is unrelated to a dependency issue." + "reason": "Notebook syntax error vs init_empty_weights/_is_hf_initialized TypeError; unrelated failures." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "These touch different code paths: MLA layernorm precision vs GlmMoeDsaIndexer torch.split behavior." + "reason": "Both are GLM-family issues, but one is an rms_norm_eps precision/config bug and the other is a torch.split return-value issue in a different component." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "AutoTokenizer loading failure and ESM2 being broken are different model/loading issues." + "reason": "Different failure modes and targets: AutoTokenizer loading in v5 vs ESM2 model breakage." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video batch shape bug vs generic dependency issue; no shared underlying defect." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized model saving failure and dequantized model loading with device_map offload are opposite stages and not the same bug." + "reason": "Both touch quantization/offload, but one is saving a quantized model and the other is loading a dequantized model with device_map=auto; different stages and failure mechanisms." }, { "left": "issue:43065", "right": "issue:44898", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and Perceiver non-default resolution failure are different model-specific defects." + "reason": "Different vision-model bugs on different architectures; one is a dummy Conv2d in Sam3PixelDecoder, the other is Perceiver resolution handling." }, { "left": "issue:43441", "right": "issue:44683", "accept": false, - "reason": "Both mention attention, but Ministral-3 FlashAttention failure and torch>=2.9 flex_attention compilation failure are not the same concrete code-path problem." + "reason": "Different attention-stack problems: Ministral-3 FlashAttention failure vs compiled flex_attention failure on newer torch." }, { "left": "issue:43650", "right": "issue:45290", "accept": false, - "reason": "Unrelated issues: one is not a real technical report, the other is an apply_chat_template crash on tool-call messages." + "reason": "Unrelated: a nonspecific request vs a crash in apply_chat_template with tool-call assistant messages." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Serialization inconsistency for lm_head.weight and resize_token_embeddings not updating embeddings are different behaviors." + "reason": "Both concern weight/serialization behavior, but one is device-dependent lm_head serialization and the other is resize_token_embeddings not updating Gemma4 embedding/output structures." }, { - "left": "issue:43262", - "right": "issue:44521", + "left": "issue:44623", + "right": "issue:45397", "accept": false, - "reason": "Both involve apply_chat_template, but one is audio sample-rate defaulting and the other is multimodal assistant mask generation." + "reason": "Processor.save_pretrained missing files vs Gemma-4 Zero3 from_pretrained; distinct bugs." }, { - "left": "issue:44623", - "right": "issue:45397", + "left": "issue:43262", + "right": "issue:44521", "accept": false, - "reason": "processor.save_pretrained missing files and gemma-4 zero3 from_pretrained are different load/save failures." + "reason": "Both are chat_template/multimodal-adjacent, but one is default audio sampling rate and the other is assistant_masks being all zero for multimodal inputs." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Missing processor save files and Chinese tokenizer/filtering slowdown are unrelated." + "reason": "File-saving bug vs performance slowdown after upgrading; no shared underlying defect." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Sentence-transformers import NameError and missing TensorFlow backend due to pip extras are unrelated environment/import issues." + "reason": "Both are import/dependency-related, but the missing name is nn in sentence-transformers integration, not TensorFlow backend installation." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Chunked-prefill cache handling and CLIPVisionModel hidden_states propagation are different model/runtime bugs." + "reason": "Different model/runtime regressions: GenerationMixin cache in chunked_prefill vs CLIPVisionModel hidden_states behavior." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "CamemBERT masked LM prediction regressions and Deepseek tokenizer regressions affect different models and layers." + "reason": "Both are output-correctness regressions, but one is CamemBERT masked LM predictions and the other is tokenizer behavior for DeepSeek." }, { - "left": "issue:42175", - "right": "issue:43976", + "left": "issue:43122", + "right": "issue:43650", "accept": false, - "reason": "Missing TensorFlow backend in a torch install and Python version incompatibility in Transformers 5.1.0 are unrelated dependency/environment issues." + "reason": "Tokenizer behavior regression vs unrelated placeholder request." }, { - "left": "issue:43122", - "right": "issue:43650", + "left": "issue:43653", + "right": "issue:45593", "accept": false, - "reason": "Tokenizer output changes across versions and 'ADD THE DATA' are not the same issue." + "reason": "Tokenizer special-token registration bug vs D-FINE auxiliary-loss behavior; unrelated." }, { "left": "issue:44987", "right": "issue:45542", "accept": false, - "reason": "Model loading failure in transformers>=5.1.0 and missing TensorFlow backend from install extras are unrelated." + "reason": "Model-loading failure for a specific repo vs TensorFlow backend dependency issue; different causes." }, { - "left": "issue:43653", - "right": "issue:45593", + "left": "issue:42175", + "right": "issue:43976", "accept": false, - "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated model areas." + "reason": "Different environment/dependency issues: missing TensorFlow backend in torch extra vs Python version incompatibility in 5.1.0." } ] }, @@ -9866,7 +9831,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-381", + "cluster_id": "cluster-15354-382", "nodes": [ "issue:36246", "issue:41628", @@ -9920,243 +9885,249 @@ "soft_pairs": [ "issue:43901|issue:43994", "issue:44361|issue:45593", - "issue:43824|issue:43976", - "issue:43475|issue:44016", "issue:44297|issue:45397", + "issue:43475|issue:44016", + "issue:43824|issue:43976", "issue:43525|issue:43881", + "issue:43352|issue:45250", "issue:45561|issue:45563", "issue:44589|issue:45362", - "issue:43352|issue:45250", "issue:44188|issue:44336", "issue:41628|issue:43976", "issue:43295|issue:44617", "issue:42491|issue:43299", "issue:44336|issue:44373", - "issue:41950|issue:44220", "issue:43901|issue:44246", + "issue:41950|issue:44220", "issue:44242|issue:45593", "issue:44295|issue:45397", - "issue:44462|issue:45356", "issue:44661|issue:45542", - "issue:45003|issue:45561", + "issue:44462|issue:45356", "issue:43531|issue:45362", "issue:44246|issue:44496", + "issue:45003|issue:45561", "issue:36246|issue:42757", "issue:36246|issue:44351", - "issue:43673|issue:44561", "issue:44336|issue:44485", + "issue:43673|issue:44561", "issue:43526|issue:45003", "issue:44162|issue:45200", "issue:44242|issue:44857" ], - "prepared_review_unit_hash": "dd78eee91f823a0d7865dff04c4720e6e161b93603e7f484daaa65e9e1639c26", + "prepared_review_unit_hash": "3fbd9fb275bd9eeba3eb8b6186623372774f93b6f7f0765a3359214abe25f765", "component_budget": { - "node_count": 381, - "item_count": 381, - "soft_pair_count": 1427, - "serialized_chars": 735824, - "estimated_input_tokens": 183956, - "estimated_eval_tokens": 368168 + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36322, - "estimated_input_tokens": 9081, - "estimated_eval_tokens": 18418 + "serialized_chars": 36319, + "estimated_input_tokens": 9080, + "estimated_eval_tokens": 18416 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly false-positive similarity: it mixes unrelated import/export errors, model-loading regressions, pipeline bugs, docs/test issues, and performance complaints. None of the soft-linked pairs look like the same underlying defect tightly enough to merge.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue is safe here; the items are too heterogeneous to collapse into one duplicate bucket.", + "summary": "This cluster is a loose mix of unrelated Transformers bug reports, mostly import/regression/model-specific issues. None of the soft pairs look like true duplicates or the same underlying fix.", + "confidence": 0.91, + "canonical_issue_reason": "If an anchor is needed, issue 43824 is the best representative: it is a concrete, reproducible ImportError with a specific missing symbol and substantial discussion/inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "No clear best issue for the whole cluster; at most there are a few small topical groups, but they do not form one duplicate chain.", + "best_issue_reason": "Issue 43824 is the strongest standalone issue in the set because it is specific, actionable, and well-discussed; many others are either broader, more speculative, or clearly about different subsystems.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to a SigLIP2 model output-quality bug." + "reason": "Docs/behavior mismatch in text classification is unrelated to a SigLIP2 bad-results bug." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "MLukeTokenizer task AttributeError and D-FINE auxiliary-loss behavior are different models and different failures." + "reason": "Different models and failures: MLuke tokenizer task AttributeError vs D-FINE auxiliary-loss handling." }, { - "left": "issue:43824", - "right": "issue:43976", + "left": "issue:44297", + "right": "issue:45397", "accept": false, - "reason": "A missing Qwen2.5-VL export and a Python version compatibility issue are unrelated import problems." + "reason": "Tokenizer config name mismatch is a different path from Gemma-4 zero3 loading." }, { "left": "issue:43475", "right": "issue:44016", "accept": false, - "reason": "SAM3 video attribute error is unrelated to a notebook syntax error." + "reason": "SAM3 video encoder attribute bug and a notebook syntax error are unrelated." }, { - "left": "issue:44297", - "right": "issue:45397", + "left": "issue:43824", + "right": "issue:43976", "accept": false, - "reason": "Tokenizer_class metadata mismatch is not the same bug as gemma-4 zero3 from_pretrained failure." + "reason": "Missing Qwen2_5_VL export is not the same as a Python-version compatibility regression." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Both are model-loading failures, but for different model families and likely different code paths." + "reason": "Llama4 pad_token_id access and GLM-4V loading failure involve different model/config bugs." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A specific Nemotron flash-attn support error is not the same as the generic Flash Attention issue." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "A pytest-xdist file race and a stale generation warning are unrelated testing/runtime issues." + "reason": "Testing xdist file races and a stale generation warning are unrelated." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to Qwen3.5 chat crashes." - }, - { - "left": "issue:43352", - "right": "issue:45250", - "accept": false, - "reason": "A specific model lacking Flash Attention 2 support is not the same as the general Flash Attention topic." + "reason": "Float8 storage lookup failure is a different runtime problem than Qwen3.5 chat crashes." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "torch.compile kernel divergence and stray ANSI codes in loading_report are unrelated." + "reason": "Torch.compile attention-kernel divergence and ANSI-code output cleanup are unrelated." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "AutoImageProcessor import failure and Python version support regression do not share the same root cause." + "reason": "Missing AutoImageProcessor export is not the same as the Python 3.9/3.10 packaging issue." }, { "left": "issue:43295", "right": "issue:44617", "accept": false, - "reason": "processor/tokenizer regression is unrelated to a CUDA OOM in SAM3 Video." + "reason": "Processor/tokenizer regression and SAM3Video OOM are different failures." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen3 MoE, but one is a LoRA compatibility break and the other is a VL loading regression; too different to merge." + "reason": "Both mention Qwen3 variants, but they describe different models and different loading problems." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "ANSI output in a utility and a wrong docstring are not duplicates." + "reason": "ANSI-code logging output and a docstring error are clearly different issues." }, { - "left": "issue:41950", - "right": "issue:44220", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "video-classification using image processors is unrelated to _torch_extract_fbank_features()." + "reason": "A pipeline documentation mismatch is unrelated to intermittent slow imports." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:41950", + "right": "issue:44220", "accept": false, - "reason": "A docs/behavior mismatch is unrelated to intermittent import latency." + "reason": "Video-classification image-processor lookup and fbank feature extraction are different code paths." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Missing load-balancing loss and missing auxiliary losses are both loss-related, but for different models and flags." + "reason": "Load-balancing loss gating and D-FINE auxiliary-loss behavior are not the same bug." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "position_ids buffer access and gemma-4 zero3 loading are separate bugs." - }, - { - "left": "issue:44462", - "right": "issue:45356", - "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json is not the same as the Kimi-K2.5 codec regression." + "reason": "Position_ids buffer access and Gemma-4 zero3 loading are unrelated." }, { "left": "issue:44661", "right": "issue:45542", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES handling and missing TensorFlow backend setup are unrelated." + "reason": "Tokenizer mapping generation failure and undefined TensorFlow backend are different subsystems." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:44462", + "right": "issue:45356", "accept": false, - "reason": "Unsafe sys.modules access and an xdist captured_info race are different failure modes." + "reason": "AutoTokenizer ignoring tokenizer.json is not the same as the Kimi-K2.5 codec regression." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and Qwen3.5 chat crashes are not the same defect." + "reason": "Qwen3-MoE sliding-window behavior and Qwen3.5 chat crashes are different issues." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import slowness and unrecognized model config are unrelated." + "reason": "Import latency is unrelated to unrecognized model/config loading." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and xdist captured_info.txt races are different bugs." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Qwen2.5-VL image processor import and huggingface_hub is_offline_mode import are different API export issues." + "reason": "Two different import errors from different packages and symbols." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Different missing symbols from different modules; same symptom, not same bug." + "reason": "Missing Qwen2_5_VLImageProcessor and missing HybridCache are distinct export issues." }, { - "left": "issue:43673", - "right": "issue:44561", + "left": "issue:44336", + "right": "issue:44485", "accept": false, - "reason": "Chunked prefill cache handling and removal of is_torch_fx_available are unrelated regressions." + "reason": "ANSI logging noise is unrelated to GLM-5 RoPE implementation." }, { - "left": "issue:44336", - "right": "issue:44485", + "left": "issue:43673", + "right": "issue:44561", "accept": false, - "reason": "ANSI escaping in loading_report is unrelated to GLM-5 RoPE implementation discussion." + "reason": "Chunked-prefill cache regression and removal of is_torch_fx_available are different v5 breakages." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast label reduction and sys.modules access are unrelated code paths." + "reason": "BeitImageProcessorFast label reduction and sys.modules access are unrelated." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are separate model bugs." + "reason": "ESM2 breakage and Gemma-4 token-type defaults concern different models and fixes." }, { - "left": "issue:44242", + "left": "issue:44246", "right": "issue:44857", "accept": false, - "reason": "Missing router loss and LwDetrImageLoss AMP crash are not the same issue." + "reason": "Import slowness is unrelated to the LwDetrImageLoss AMP CUDA crash." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Testing infrastructure race and a stale generation warning do not describe the same bug." } ] }, @@ -10178,7 +10149,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-381", + "cluster_id": "cluster-15354-382", "nodes": [ "issue:36246", "issue:41628", @@ -10233,228 +10204,228 @@ "issue:44246|issue:44871", "issue:36246|issue:43596", "issue:44295|issue:44749", - "issue:43066|issue:44779", "issue:43441|issue:43540", "issue:44877|issue:45375", - "issue:44987|issue:45459", + "issue:43066|issue:44779", "issue:42886|issue:45229", "issue:44779|issue:45292", + "issue:44987|issue:45459", "issue:41628|issue:41950", "issue:45292|issue:45584", "issue:43065|issue:43408", - "issue:45292|issue:45701", - "issue:43232|issue:44336", "issue:43901|issue:45003", + "issue:43232|issue:44336", "issue:44995|issue:45200", + "issue:45292|issue:45701", "issue:43257|issue:45137", - "issue:44060|issue:44077", "issue:44496|issue:45003", + "issue:44060|issue:44077", "issue:43475|issue:43540", "issue:43653|issue:44162", "issue:43262|issue:44246", "issue:44995|issue:45588", "issue:44368|issue:45563", - "issue:44368|issue:44977", "issue:44466|issue:45335", - "issue:43673|issue:44734", - "issue:45397|issue:45656" + "issue:44368|issue:44977", + "issue:45397|issue:45656", + "issue:43673|issue:44734" ], - "prepared_review_unit_hash": "7d7774c6553aa55c4c8c3f0f09a10b23bdb9a3d289db3215e6d727d91230e469", + "prepared_review_unit_hash": "92ba2f7a0b1dc4dc3c0aee213fb01b8b26b0485d93fd453eb71a5bfb2c856844", "component_budget": { - "node_count": 381, - "item_count": 381, - "soft_pair_count": 1427, - "serialized_chars": 735824, - "estimated_input_tokens": 183956, - "estimated_eval_tokens": 368168 + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36189, - "estimated_input_tokens": 9048, - "estimated_eval_tokens": 18352 + "serialized_chars": 36194, + "estimated_input_tokens": 9049, + "estimated_eval_tokens": 18354 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster does not look like a true duplicate set: the issues span many unrelated Transformers regressions (tokenizers, generation/cache, model configs, DeepSpeed, SAM3, Gemma, Qwen, etc.). I\u2019d treat them as separate bugs rather than one merged triage bucket.", - "confidence": 0.27, - "canonical_issue_reason": "If one issue must represent the group, issue #44987 is the strongest standalone report: it is open, concrete, user-facing, and clearly tied to a version-regression during model loading. However, the set is too diverse for a confident single canonical issue.", + "summary": "The set is mostly a grab-bag of unrelated Transformers regressions and docs/config issues; I don\u2019t see any soft pair that is clearly the same underlying bug/change. The broadest issue is 44246, but it is only a weak anchor for this cluster.", + "confidence": 0.72, + "canonical_issue_reason": "issue:44246 is the broadest and most discussed item here, so it is the best available anchor, though the cluster is too heterogeneous for a strong canonical match.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #44987 is the best overall triage candidate because it describes a reproducible failure on a specific package/version boundary and is still open for action. It is more concrete than the broader warning/config reports.", + "best_issue_reason": "issue:44246 is the most generic/high-activity issue in the set, making it the least-bad global representative even though it does not truly unify the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Unrelated problems: import latency versus Gemma eos-token configuration mismatch. No shared code path or concrete bug." + "reason": "Import slowdown vs eos_token_id config mismatch; different bugs and code paths." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Different failures in different subsystems: Qwen2.5-VL import error versus DeepSpeed ZeRO3/BertModel indexing error." + "reason": "Qwen2.5-VL import error vs DeepSpeed ZeRO3 BertModel crash; unrelated failures." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "One is about position_ids buffer access, the other about tokenizer/filtering slowdown after upgrade. Not the same bug." - }, - { - "left": "issue:43066", - "right": "issue:44779", - "accept": false, - "reason": "Both concern tokenizers in v5, but one is a wrong decoder-type warning and the other is incorrect DeepSeek tokenization results. Too broad to merge." + "reason": "Position_ids buffer access error vs broad tokenizer slowdown after upgrade." }, { "left": "issue:43441", "right": "issue:43540", "accept": false, - "reason": "Different model families and failures: Ministral flash-attention issue versus Qwen3OmniMoe video input validation error." + "reason": "FlashAttention bug in Ministral-3 vs Qwen3OmniMoe video input ValueError; not the same issue." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both involve config strictness, but they target different models and different missing fields; not the same underlying bug." + "reason": "Both involve strict config handling, but they target different model configs and missing fields." }, { - "left": "issue:44987", - "right": "issue:45459", + "left": "issue:43066", + "right": "issue:44779", "accept": false, - "reason": "Different failure modes: model loading regression versus protobuf-related tokenizer error masking. No common code-path bug shown." + "reason": "Tokenizer decoder-type warning vs DeepSeek tokenizer regression; related theme but not the same concrete bug." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are unrelated." + "reason": "Offline cache loading failure vs multi-GPU OOM; clearly distinct." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Tokenizer correctness regression versus resize_token_embeddings not updating output embeddings; separate issues." + "reason": "Tokenizer output regression vs resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure in v5.1.0 vs protobuf exception masking tokenizer errors; different root causes." }, { "left": "issue:41628", "right": "issue:41950", "accept": false, - "reason": "Importing AutoImageProcessor from transformers and a video-classification pipeline using image processors are related only at a broad API level, not the same concrete bug." + "reason": "Top-level AutoImageProcessor import error vs video pipeline choosing image processors; same ecosystem area, different bug." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "Embedding-resize behavior and Whisper empty-transcription generation failure are unrelated." + "reason": "Embedding resize propagation bug vs Whisper empty-transcription failure after align_special_tokens." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Both mention SAM3, but one is a dummy Conv2d implementation detail and the other is a model-type warning. Different bugs." + "reason": "SAM3 pixel decoder implementation detail vs sam3_video/sam3_tracker config mismatch warning." }, { - "left": "issue:45292", - "right": "issue:45701", + "left": "issue:43901", + "right": "issue:45003", "accept": false, - "reason": "Resize-token-embedding behavior and version-dependent tokenization changes do not point to the same defect." + "reason": "Docs mismatch for return_all_scores vs unsafe sys.modules access in modeling_utils." }, { "left": "issue:43232", "right": "issue:44336", "accept": false, - "reason": "Generation kwargs syncing and ANSI escape codes in loading_report are unrelated." + "reason": "Generation kwarg handling after sync_gpus vs ANSI code emission in loading_report." }, { - "left": "issue:43901", - "right": "issue:45003", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "Docs mismatch for text classification versus unsafe sys.modules access in modeling_utils. Different layers and different problems." + "reason": "GlmMoeDsa stale cache crash vs mm_token_type_ids defaulting issue." }, { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:45292", + "right": "issue:45701", "accept": false, - "reason": "GlmMoeDsa stale indexer cache on second forward pass is unrelated to Gemma4 text-only fine-tuning token-type defaults." + "reason": "resize_token_embeddings propagation bug vs general tokenization change across versions." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Both involve DeepSpeed/ZeRO3, but one is Qwen3 MOE weight conversion and the other is a deque underflow error. Not the same bug." + "reason": "Qwen3 MOE conversion under accelerate+deepspeed vs ZeRO3 deque pop crash; both deepspeed-related but different bugs." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:44496", + "right": "issue:45003", "accept": false, - "reason": "Different model-family warnings: tied-weights warning versus a patchtsmixer post_init validation change." + "reason": "Unrecognized model/config loading vs sys.modules access bug." }, { - "left": "issue:44496", - "right": "issue:45003", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "Unrecognized model/config loading failure and unsafe sys.modules access are not the same underlying issue." + "reason": "Incorrect tied-weights warning vs patchtsmixer post_init policy; unrelated." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "SAM3 vision encoder output attribute error versus Qwen3OmniMoe video-input ValueError. Different code paths." + "reason": "Missing fpn_position_embeddings in SAM 3 Video vs Qwen3OmniMoe video processing ValueError." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token registration issue versus ESM2 broken report. Not the same bug." + "reason": "BigBirdTokenizer special-token registration bug vs broad ESM2 breakage." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sampling-rate default and import performance are unrelated." + "reason": "Audio chat-template sample-rate default vs import slowness; unrelated." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Different failures in different code paths: stale cache on second forward pass versus flash-attention AttributeError on s_aux=None." + "reason": "GlmMoeDsa cache bug vs flash_attention s_aux=None crash." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "Both are warnings, but one is tied-word-embeddings config warnings and the other is stale num_return_sequences warning. Not the same defect." - }, - { - "left": "issue:44368", - "right": "issue:44977", - "accept": false, - "reason": "Qwen3.5 flash-attention generation failure is not the same as a tied-weights warning emitted during fine-tuning." + "reason": "Tied-embeddings warning vs stale num_return_sequences warning; both warnings, different code paths." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both involve embedding weights, but one is serialization inconsistency and the other is resize_token_embeddings not propagating to decoder.embed_tokens. Separate bugs." + "reason": "Serialization/device-dependent lm_head.weight issue vs resize_token_embeddings not updating decoder.embed_tokens." }, { - "left": "issue:43673", - "right": "issue:44734", + "left": "issue:44368", + "right": "issue:44977", "accept": false, - "reason": "Generation cache issues in different contexts (chunked_prefill vs transformers serve KV continuation) without evidence of the same code-path bug." + "reason": "Tied-embeddings warning during fine-tuning vs Qwen3.5 flash-attention generation failure." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Gemma4 zero3 from_pretrained and optimizer step being called twice with deepspeed are distinct training/runtime issues." + "reason": "ZeRO3 from_pretrained failure vs optimizer.step being called twice under deepspeed." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Chunked-prefill cache missing vs serve KV-cache continuation indexing crash; both cache-related but not the same defect." } ] }, @@ -10476,7 +10447,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-381", + "cluster_id": "cluster-15354-382", "nodes": [ "issue:28282", "issue:30990", @@ -10528,10 +10499,10 @@ "issue:45656" ], "soft_pairs": [ - "issue:44933|issue:45459", - "issue:44869|issue:45356", "issue:45137|issue:45600", + "issue:44933|issue:45459", "issue:43931|issue:44368", + "issue:44869|issue:45356", "issue:43232|issue:43673", "issue:43673|issue:45278", "issue:44297|issue:44623", @@ -10544,10 +10515,10 @@ "issue:42371|issue:45092", "issue:44038|issue:44623", "issue:44749|issue:45656", - "issue:42673|issue:43704", - "issue:43475|issue:43643", "issue:45230|issue:45397", + "issue:43475|issue:43643", "issue:45375|issue:45478", + "issue:42673|issue:43704", "issue:43475|issue:45381", "issue:41628|issue:44933", "issue:45310|issue:45375", @@ -10556,24 +10527,24 @@ "issue:43475|issue:44661", "issue:45362|issue:45375", "issue:42831|issue:44222", - "issue:43873|issue:44945", "issue:43232|issue:44188", + "issue:43873|issue:44945", "issue:42222|issue:45200" ], - "prepared_review_unit_hash": "7ab605b108461052637d9c48a6b6e88052730bbf6b4b698ff8b4ea919d34a1d9", + "prepared_review_unit_hash": "e69c041c37ed9d921a3ff0f79f4d5e47a92d8aa49ad81ce89b87b505a596acd0", "component_budget": { - "node_count": 381, - "item_count": 381, - "soft_pair_count": 1427, - "serialized_chars": 735824, - "estimated_input_tokens": 183956, - "estimated_eval_tokens": 368168 + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36720, + "serialized_chars": 36719, "estimated_input_tokens": 9180, "estimated_eval_tokens": 18616 }, @@ -10582,205 +10553,208 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a mix of related-but-distinct Transformers v5 regressions and model-specific breakages (imports, loading, generation, tokenizer, quantization, and save/load issues). I don\u2019t see any safe duplicate merges, and there are no PRs to evaluate.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45278 is the best umbrella representative: it is broad, recent, open, and explicitly covers the v5 upgrade/import-regression theme that many of the other reports orbit around.", + "summary": "Mostly unrelated Transformers issue cluster with a few clear duplicate pockets. Two exact-title duplicate pairs stand out: issue:42673 / issue:43704 (Qwen3ForCausalLM VRAM leak) and issue:45310 / issue:45478 ([BUG] transformers>=5.4.0, Qwen3.5 Moe from_pretrained error). The remaining pairs generally share a model family or subsystem but describe different failures and should stay separate.", + "confidence": 0.64, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it is a concrete, reproducible bug report and has an exact-title duplicate in issue:43704. The packet also contains another exact-title duplicate pair, issue:45310 and issue:45478, but that is a separate duplicate bug rather than evidence that the whole cluster is one issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most suitable cluster representative because it captures the widest user-facing symptom set without overfitting to one model family or one narrow code path.", + "best_issue_reason": "issue:42673 is the strongest representative issue in this cluster: specific, actionable, and clearly duplicated by issue:43704. It is a better anchor than the broader upgrade/regression reports elsewhere in the packet, including the separate exact-title duplicate pair issue:45310 / issue:45478.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44933", - "right": "issue:45459", + "left": "issue:45137", + "right": "issue:45600", "accept": false, - "reason": "Both involve import-related failures, but one is a missing import from image_utils while the other is tokenizer error masking when protobuf is absent; different bug paths." + "reason": "Different bugs: ZeRO3 deque popping vs a removed auto-mapping config reference." }, { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:44933", + "right": "issue:45459", "accept": false, - "reason": "Both are tokenizer-adjacent, but Whisper timestamp decoding crash and Kimi-K2.5 codec/fix_mistral_regex regression are separate code paths and symptoms." + "reason": "Both involve imports, but one is a nonexistent image_utils import and the other is tokenizer error masking when protobuf is absent." }, { - "left": "issue:45137", - "right": "issue:45600", + "left": "issue:43931", + "right": "issue:44368", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow and auto_mappings CI breakage are unrelated failures; same general release period only." + "reason": "Different failure modes: Qwen3-VL weight-shape mismatch vs a tie_word_embeddings warning." }, { - "left": "issue:43931", - "right": "issue:44368", + "left": "issue:44869", + "right": "issue:45356", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is a model-loading error, while the other is a warning about tie_word_embeddings during LoRA fine-tuning." + "reason": "Both are tokenizer-related, but one is a Whisper timestamp decode crash and the other is a Kimi-K2.5 tokenizer codec regression." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "These both mention generation internals, but sync_gpus state handling and missing GenerationMixin cache in chunked prefill are different bugs." + "reason": "Both are generation regressions, but the concrete failures differ: sync_gpus kwargs handling vs missing GenerationMixin cache in chunked prefill." }, { "left": "issue:43673", "right": "issue:45278", "accept": false, - "reason": "Missing generation cache in chunked prefill is not the same as broad import errors after upgrading Transformers." + "reason": "One is a chunked_prefill cache bug; the other is a broad import-error regression after upgrade." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Tokenizer.save_pretrained metadata mismatch and processor.save_pretrained missing files are both save-related, but they affect different serialization layers." + "reason": "Different save_pretrained failures: tokenizer_class mismatch vs missing processor files." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Custom model initialization breakage under v5 and ESM2 being broken are both migration regressions, but not the same underlying failure." + "reason": "Both are model breakages, but the specific failure modes and affected models differ." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer AttributeError and Chinese slowdown after upgrading to 5.3.0 are unrelated; one is a hard error, the other is performance regression." + "reason": "MLukeTokenizer task AttributeError is unrelated to the Chinese performance slowdown regression." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "processor.save_pretrained missing files and deepspeed optimizer step called twice are unrelated subsystems and symptoms." + "reason": "Processor save_pretrained missing files is unrelated to deepspeed optimizer stepping twice." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "AutoModel missing PyTorch is an environment/import error, while Sentence Transformers getting stuck loading is a runtime hang; not the same bug." + "reason": "PyTorch-missing ImportError and Sentence Transformers hanging on load are different issues." }, { "left": "issue:44749", "right": "issue:45310", "accept": false, - "reason": "General slowdown after upgrade and Qwen3.5 Moe from_pretrained error are different regressions with different observable failures." + "reason": "Performance slowdown after upgrade is not the same as a Qwen3.5 MoE from_pretrained error." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are opposite directions of the save/load pipeline and do not share a concrete bug." + "reason": "Quantized save failure and GGUF loading failure are different code paths and different bugs." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 settings warning and old InternVL2 remote-code/meta-init incompatibility are unrelated." + "reason": "TF32 API guidance is unrelated to remote-code meta-initialization incompatibility." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe v5 bug and missing processor save files touch different model/component paths; not a single fixable defect." + "reason": "Qwen3-VL-Moe v5 bug and processor save_pretrained missing files are different problems." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Performance slowdown after upgrade and optimizer double-step under deepspeed are distinct training-loop issues." + "reason": "Performance slowdown and deepspeed double-step are unrelated." }, { - "left": "issue:42673", - "right": "issue:43704", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "Same title text, but the later report is a separate instance and the evidence here does not show a single shared root cause or fixable code path." + "reason": "Generic bug report vs a specific Gemma-4 Zero3 from_pretrained issue; no clear duplicate relation." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "SAM 3 video missing fpn_position_embeddings and trust_remote_code AutoConfig missing fields are both attribute problems, but in different models and initialization flows." - }, - { - "left": "issue:45230", - "right": "issue:45397", - "accept": false, - "reason": "Generic bug report and gemma-4 ZeRO3 from_pretrained failure do not describe the same underlying issue." + "reason": "SAM3 video output attribute missing and AutoConfig missing fields are different bugs." }, { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "Qwen3_5MoeVisionConfig missing a config field and Qwen3.5 Moe from_pretrained error overlap on model family, but the reported failures and fix scope differ." + "reason": "Same model family, but one is a missing config field and the other is a broader from_pretrained error; not enough to merge." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same-title Qwen3ForCausalLM VRAM leak report; clearly the same underlying bug." }, { "left": "issue:43475", "right": "issue:45381", "accept": false, - "reason": "SAM 3 video output attribute error and qwen2.5-vl vision_position_ids regression are unrelated model-specific bugs." + "reason": "Different vision/video model regressions with different symptoms and code paths." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "AutoImageProcessor import failure and image_utils nonexistent import are both import issues, but they concern different symbols and likely different breakages." + "reason": "Both are import-related, but they concern different missing symbols and different subsystems." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "Both involve Qwen3.5/Moe, but one is a from_pretrained error under transformers>=5.4.0 and the other is a missing config field silently dropped by @strict." + "reason": "These are related to Qwen3.5 MoE, but one is a general from_pretrained error and the other is a specific missing vision config field; not enough to merge." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Mistral regex patch crash and auto_docstring annotation handling crash are unrelated utility regressions." + "reason": "Tokenizer backend crash and auto-docstring annotation handling are unrelated." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized model saving failure and Llama4Config missing pad_token_id are different parts of the model lifecycle." + "reason": "Quantized save failure is unrelated to Llama4Config missing pad_token_id." }, { "left": "issue:43475", "right": "issue:44661", "accept": false, - "reason": "SAM 3 video output attribute error and add-new-model-like failure in TOKENIZER_MAPPING_NAMES are unrelated model-registration issues." + "reason": "SAM3 output attribute bug is unrelated to add-new-model-like failing in tokenizer mapping logic." }, { "left": "issue:45362", "right": "issue:45375", "accept": false, - "reason": "Qwen3.5-35B chat crash and missing deepstack_visual_indexes are both Qwen-family issues, but not the same bug or code path." + "reason": "Different Qwen3.5 issues: chat crash vs missing deepstack_visual_indexes config field." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "FineGrainedFP8 accuracy regression and FP8 save_pretrained for moe are both FP8-related, but one is numerical behavior and the other is serialization." + "reason": "FP8 accuracy degradation and FP8 save_pretrained are different bugs." }, { - "left": "issue:43873", - "right": "issue:44945", + "left": "issue:43232", + "right": "issue:44188", "accept": false, - "reason": "Quantization offloading and incorrect output with pipeline parallelism are different distributed-inference problems." + "reason": "Generation kwargs update bug and diverging attention kernels under torch.compile are different failure modes." }, { - "left": "issue:43232", - "right": "issue:44188", + "left": "issue:43873", + "right": "issue:44945", "accept": false, - "reason": "Generation kwargs update after sync_gpus and attention-kernel divergence under torch.compile are different generation/compile bugs." + "reason": "Quantization offloading behavior and pipeline-parallel wrong output are different issues." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "SAM 3 vitpose breakage and Gemma 4 mm_token_type_ids defaulting are unrelated model-specific issues." + "reason": "VitPose model breakage and Gemma 4 token-type defaults are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The summary overstates the evidence and misses another clear duplicate pair in the packet: issue:45310 and issue:45478 have the exact same title (`[BUG] transformers>=5.4.0, Qwen3.5 Moe from_pretrained error`), so the claim that only one clear duplicate pair appears is not grounded. The canonical rationale should also acknowledge this second exact-title duplicate before concluding the cluster is mostly unrelated." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -10795,7 +10769,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-381", + "cluster_id": "cluster-15354-382", "nodes": [ "issue:30333", "issue:30990", @@ -10827,7 +10801,6 @@ "issue:44242", "issue:44351", "issue:44373", - "issue:44448", "issue:44496", "issue:44568", "issue:44623", @@ -10843,56 +10816,57 @@ "issue:45137", "issue:45310", "issue:45356", - "issue:45459", - "issue:45561" + "issue:45405", + "issue:45561", + "issue:45712" ], "soft_pairs": [ "issue:41628|issue:44351", "issue:44222|issue:45310", "issue:42994|issue:44164", "issue:44038|issue:45310", + "issue:42175|issue:45712", "issue:43526|issue:45561", - "issue:36010|issue:41628", - "issue:44496|issue:45561", "issue:43673|issue:44188", + "issue:44496|issue:45561", "issue:43377|issue:44242", + "issue:36010|issue:41628", "issue:43504|issue:45561", "issue:43232|issue:44792", "issue:42898|issue:44568", "issue:30990|issue:35141", - "issue:43479|issue:44079", "issue:43479|issue:44869", + "issue:43479|issue:44079", "issue:43976|issue:44933", "issue:42175|issue:44933", "issue:44964|issue:45137", "issue:44188|issue:44373", "issue:44623|issue:45310", "issue:43784|issue:43824", - "issue:43723|issue:44568", "issue:43278|issue:45137", + "issue:43723|issue:44568", + "issue:44734|issue:45103", "issue:44060|issue:45125", "issue:42898|issue:45356", - "issue:44734|issue:45103", "issue:43874|issue:45092", + "issue:45405|issue:45712", "issue:42898|issue:44779", - "issue:30333|issue:33290", - "issue:42898|issue:44448", - "issue:41628|issue:45459" + "issue:30333|issue:33290" ], - "prepared_review_unit_hash": "67c65a1377f5048a4986df966a930298283a49ea9145a92b5e04ba330b544ecf", + "prepared_review_unit_hash": "72f70f489886538b380418ef508ddbf7dbc255a0881a787a40aa15c261e20836", "component_budget": { - "node_count": 381, - "item_count": 381, - "soft_pair_count": 1427, - "serialized_chars": 735824, - "estimated_input_tokens": 183956, - "estimated_eval_tokens": 368168 + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36977, + "serialized_chars": 36979, "estimated_input_tokens": 9245, "estimated_eval_tokens": 18746 }, @@ -10901,192 +10875,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose similarity bucket, not a true duplicate set: the issues span unrelated import errors, tokenizer regressions, model-loading bugs, training/runtime failures, and test infra problems. I found no soft pair that looks like the same underlying bug or change.", - "confidence": 0.93, - "canonical_issue_reason": "issue:42898 is the broadest and most central of the v5 tokenizer-behavior regression reports, so it is the best umbrella representative for this mostly tokenizer/regression-themed subset.", + "summary": "These items are a heterogeneous set of unrelated Transformers bugs and regressions. The soft pairs mostly share broad themes (imports, saving/loading, generation, multimodal, tokenization), but not the same concrete defect or fix path, so they should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:42898 is the most representative issue in the group by scope and recurrence of nearby v5-tokenization similarities, even though it is not a duplicate of the other reports.", + "best_issue_reason": "No single canonical issue fits this cluster: the reports span distinct subsystems and failure modes (model loading, tokenizer behavior, generation, multimodal processors, training/runtime, and packaging/import errors).", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing symbols (`AutoImageProcessor` vs `HybridCache`) and different failure modes." + "reason": "Both are import errors, but for different missing symbols (`AutoImageProcessor` vs `HybridCache`) and likely different code paths." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "Both involve Qwen3.5/MoE serialization/loading, but one is FP8 `save_pretrained` and the other is a `from_pretrained` load error; not the same bug." + "reason": "Both mention MoE/FP8/PyTorch saving/loading, but one is FP8 `save_pretrained` and the other is a `from_pretrained` failure on a different model family/version." }, { "left": "issue:42994", "right": "issue:44164", "accept": false, - "reason": "Both touch save/load paths, but one is quantized model saving and the other is `extra_state` handling; different concrete issues." + "reason": "Both involve serialization, but one is about quantized model saving and the other about handling `extra_state` in save/from_pretrained; not the same bug." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Same broad model family, but different versions and different failure surfaces (`Qwen3-VL-Moe` vs `Qwen3.5 Moe` load error)." + "reason": "Different model families and symptoms: Qwen3-VL-Moe compatibility vs Qwen3.5 MoE `from_pretrained` error." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Package/backend install behavior vs leftover dummy classes leaking into `dir(transformers)`/repo checks; unrelated." }, { "left": "issue:43526", "right": "issue:45561", "accept": false, - "reason": "Completely unrelated: BEiT label reduction bug versus a pytest-xdist captured-file race." + "reason": "Different components and failures: `reduce_labels` in `BeitImageProcessorFast` vs a pytest-xdist race on a captured-info file." }, { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:43673", + "right": "issue:44188", "accept": false, - "reason": "Both are import failures, but they concern different API symbols and separate regressions." + "reason": "Both touch generation internals, but one is missing `GenerationMixin` cache in v5/chunked prefill and the other is divergent attention kernels under `torch.compile`; not the same defect." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrecognized model/config loading has nothing to do with a pytest-xdist file race." + "reason": "Unrelated: model loading/config recognition error vs test harness file-race issue." }, { - "left": "issue:43673", - "right": "issue:44188", + "left": "issue:43377", + "right": "issue:44242", "accept": false, - "reason": "Both are generation/runtime bugs, but one is missing generation cache in chunked prefill and the other is divergent attention kernels under `torch.compile`." + "reason": "Different bugs: MIMI encoder batching/padding-mask mismatch vs MoE load-balancing loss not being added." }, { - "left": "issue:43377", - "right": "issue:44242", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "Different model subsystems and different bugs: padding-mask correctness in MIMI vs missing load-balancing loss gating." + "reason": "Both are import failures, but for different APIs (`GenerationMixin` vs `AutoImageProcessor`) and different packaging causes." }, { "left": "issue:43504", "right": "issue:45561", "accept": false, - "reason": "Model preset loading with a legacy field is unrelated to the test-worker file race." + "reason": "Model preset loading with a legacy field vs pytest-xdist file contention; no shared code-path bug." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Different code paths: generation-kwargs update after `sync_gpus` versus a Janus image-generation test failure." + "reason": "Generation cache/update issue vs a failed janus image-generation test; the latter is a test symptom, not the same underlying bug." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they are different concrete bugs: cleanup-space behavior versus missing BOS/EOS insertion for a specific tokenizer." + "reason": "Both are tokenizer-related regressions, but one is `clean_up_tokenization_spaces` behavior and the other is BOS/EOS insertion for a specific tokenizer." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Unrelated issues: sentence-transformers loading hang versus token-embedding reinitialization after resize." + "reason": "SentenceTransformer loading hang vs token embedding resizing reinitialization; unrelated subsystems." }, { "left": "issue:43479", - "right": "issue:44079", + "right": "issue:44869", "accept": false, - "reason": "One is multimodal config initialization from `None`; the other is `ModelOutput` key assignment when values were previously `None`." + "reason": "Different multimodal/config bug vs Whisper timestamp decode crash; no shared fix path." }, { "left": "issue:43479", - "right": "issue:44869", + "right": "issue:44079", "accept": false, - "reason": "Different model areas and symptoms: multimodal config defaults vs Whisper timestamp decode crash." + "reason": "Config default initialization bug vs `ModelOutput` key assignment bug; different objects and code paths." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility and a missing image_utils import are unrelated bugs." + "reason": "Python version compatibility/package issue vs a missing/nonexistent image_utils import; unrelated." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Backend dependency installation does not match a nonexistent import from `image_utils`." + "reason": "Packaging/backend install issue vs a bad import path in image_utils; different problems." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Phi-4 multimodal loading failure and DeepSpeed ZeRO3 deque underflow are unrelated." + "reason": "Model loading failure for Phi-4 multimodal vs DeepSpeed ZeRO3 deque pop error; unrelated." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "A torch.compile attention-kernel divergence bug is unrelated to a docstring issue." + "reason": "Different areas: attention kernel divergence under compile vs a wrong docstring for `position_ids`." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Missing files in `processor.save_pretrained` is a different save-path problem than a Qwen3.5 MoE load error." + "reason": "Processor `save_pretrained` missing files vs Qwen3.5 MoE `from_pretrained` error; save/load are different code paths and not the same bug." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different missing names in different packages (`nn` vs `Qwen2_5_VLForConditionalGeneration`)." + "reason": "Both are import errors, but for different missing names (`nn` during import vs `Qwen2_5_VLForConditionalGeneration`)." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift during evaluation vs DeepSpeed ZeRO3 deque error; completely different failures." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Generic tokenizer loading failure and a specific BOS/EOS tokenization regression are not the same bug." + "reason": "Tokenizer loading issue in v5 vs a tokenizer not adding BOS/EOS for a specific model; related area but not the same bug." }, { - "left": "issue:43278", - "right": "issue:45137", + "left": "issue:44734", + "right": "issue:45103", "accept": false, - "reason": "Embedding dtype drift during evaluation is unrelated to a ZeRO3 deque error." + "reason": "KV cache continuation crash in serving vs auto-docstring crash with future annotations; different subsystems." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Incorrect tied-weights warning logic and missing tensor-parallel plan metadata are different model implementation bugs." + "reason": "Both concern Qwen3.x MoE internals, but one is a tied-weights warning and the other is missing `_tp_plan` for tensor parallelism." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions in nearby versions, but one concerns cleanup-space behavior and the other codec handling/warning behavior in a specific tokenizer." - }, - { - "left": "issue:44734", - "right": "issue:45103", - "accept": false, - "reason": "Different layers entirely: KV-cache continuation crash versus an auto-docstring AttributeError with future annotations." + "reason": "Different tokenizer regressions: cleanup space behavior vs Kimi-K2.5 codec handling/regression warning." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Both are multimodal/model-init issues, but they affect different models and different failure mechanisms." + "reason": "Missing image-patch count method on a processor vs old InternVL2 remote-code checkpoints failing meta init; not the same defect." }, { - "left": "issue:30333", - "right": "issue:33290", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "MLflow reporting after training failure and DeepSpeed OOM are distinct training-time problems." + "reason": "Dependency version pinning problem vs leftover dummy classes leaking into the namespace; unrelated." }, { "left": "issue:42898", - "right": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "Both relate to v5 output regressions, but Pegasus v4/v5 output mismatch is not the same concrete tokenizer cleanup bug." + "reason": "Both are tokenizer regressions, but for different models and failure modes (`clean_up_tokenization_spaces` vs DeepSeek codec behavior)." }, { - "left": "issue:41628", - "right": "issue:45459", + "left": "issue:30333", + "right": "issue:33290", "accept": false, - "reason": "Different import-related failures: missing top-level export versus exception masking when protobuf is absent." + "reason": "Training-job/MLflow reporting vs OOM with Adafactor in DeepSpeed; unrelated runtime issues." } ] }, @@ -11108,7 +11088,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-381", + "cluster_id": "cluster-15354-382", "nodes": [ "issue:22355", "issue:28282", @@ -11124,14 +11104,13 @@ "issue:42886", "issue:42898", "issue:42994", + "issue:43097", "issue:43295", "issue:43479", "issue:43644", "issue:43723", - "issue:43756", "issue:43824", "issue:44038", - "issue:44060", "issue:44206", "issue:44222", "issue:44261", @@ -11141,6 +11120,7 @@ "issue:44360", "issue:44373", "issue:44442", + "issue:44448", "issue:44483", "issue:44484", "issue:44485", @@ -11152,31 +11132,33 @@ "issue:44991", "issue:45092", "issue:45103", - "issue:45278", "issue:45310", "issue:45357", "issue:45406", "issue:45459", - "issue:45656" + "issue:45656", + "issue:45712" ], "soft_pairs": [ + "issue:42898|issue:44448", "issue:44295|issue:45656", - "issue:42898|issue:43295", + "issue:43097|issue:45712", + "issue:41628|issue:45459", "issue:44222|issue:44297", + "issue:42898|issue:43295", "issue:44297|issue:45656", "issue:43479|issue:43644", - "issue:44442|issue:45459", "issue:42831|issue:44623", "issue:44222|issue:44623", "issue:44206|issue:45103", "issue:41628|issue:42757", "issue:22355|issue:28282", - "issue:44263|issue:44360", "issue:44297|issue:45310", - "issue:44222|issue:44484", "issue:30333|issue:36331", - "issue:43723|issue:44977", + "issue:44222|issue:44484", "issue:44263|issue:45092", + "issue:44263|issue:44360", + "issue:43723|issue:44977", "issue:44483|issue:45406", "issue:30333|issue:34689", "issue:28282|issue:30333", @@ -11192,276 +11174,277 @@ "issue:43479|issue:44913", "issue:30990|issue:38175", "issue:42886|issue:42994", - "issue:41628|issue:43824", "issue:42831|issue:45310", + "issue:41628|issue:43824", "issue:42831|issue:44038", - "issue:44263|issue:44373", - "issue:42757|issue:45278", - "issue:43756|issue:44060" + "issue:44263|issue:44373" ], - "prepared_review_unit_hash": "aa86882df512c92b1b789055e5a65928337238463578b94675d3f7928ffec2f0", + "prepared_review_unit_hash": "54653d9cf9ee56925925083c11e408bee15c44d5dec2ca01cdd518f546ce32c3", "component_budget": { - "node_count": 381, - "item_count": 381, - "soft_pair_count": 1427, - "serialized_chars": 735824, - "estimated_input_tokens": 183956, - "estimated_eval_tokens": 368168 + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 38, - "serialized_chars": 38848, - "estimated_input_tokens": 9712, - "estimated_eval_tokens": 19680 + "serialized_chars": 38892, + "estimated_input_tokens": 9723, + "estimated_eval_tokens": 19702 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are separate Transformers regressions, import errors, tokenizer/load/save issues, and a few unrelated model-specific bugs. None of the soft edges look like true duplicate pairs; no PRs are present.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 43723 is the broadest, most central report in the set: a concrete v5 tokenizer-loading regression that best represents the recurring tokenizer/load failure theme.", + "summary": "Mostly heterogeneous issue cluster, with one clear tokenizer-loading subgroup centered on v5 regressions. I keep issue 43723 as the canonical umbrella because it most directly matches the repeated AutoTokenizer/tokenizer-loading failures across different models; the rest are mostly separate bugs in different code paths.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 43723 is the broadest and most central report of the v5 tokenizer-loading regression, and it best covers the related model-specific loading failures in the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "43723 is the most useful representative issue because it has a clear repro, a specific regression description, and sits closest to the few other tokenizer-related reports without being too narrow.", + "best_issue_reason": "Issue 43723 is the best global representative because it cleanly captures the shared v5 tokenizer-loading failure pattern without overreaching into unrelated regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "They may belong to the same v5 tokenizer/output regression family, but the evidence here is too thin to treat them as the same concrete bug; one is about `clean_up_tokenization_spaces`, the other about Pegasus output differences." + }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Unrelated bugs: buffer read/access error vs optimizer stepping twice under deepspeed." + "reason": "Different code paths: position_ids buffer handling versus deepspeed optimizer-step behavior." }, { - "left": "issue:42898", - "right": "issue:43295", + "left": "issue:43097", + "right": "issue:45712", + "accept": false, + "reason": "Different issues: removed config field versus leftover dummy classes and repo-check failures." + }, + { + "left": "issue:41628", + "right": "issue:45459", "accept": false, - "reason": "Different regression surfaces: tokenization cleanup behavior vs processor.tokenizer/image handling." + "reason": "Both involve import/tokenizer-related behavior, but they point to different missing symbols and different failure mechanisms." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 save_pretrained/moe issue is unrelated to tokenizer_class metadata mismatch on save." + "reason": "Different save_pretrained problems: FP8/MoE saving versus tokenizer_class metadata mismatch." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Related to v5 behavior changes, but the concrete failures are different APIs and different regressions." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer config mismatch and deepspeed optimizer behavior are unrelated." + "reason": "Tokenizer metadata saving and deepspeed optimizer double-stepping are unrelated." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Different initialization bugs: multimodal config defaults vs non-persistent buffer filling." - }, - { - "left": "issue:44442", - "right": "issue:45459", - "accept": false, - "reason": "Tokenizer class loading failure and protobuf exception masking have different root causes." + "reason": "Both touch model internals, but one is default multimodal config initialization and the other is junk non-persistent buffer filling." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy regression is unrelated to processor.save_pretrained missing files." + "reason": "FP8 accuracy issues and processor.save_pretrained missing files are distinct bugs." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "Both involve saving, but one is FP8/moe model saving and the other is processor file persistence." + "reason": "Both mention saving, but they affect different objects and failure modes." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Feature extractor crash from unsupported arg is unrelated to auto_docstring annotations failure." + "reason": "Feature extractor center-arg crash and auto_docstring annotation crash are unrelated." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they are for different missing symbols with different fixes." + "reason": "Different missing imports from different dependencies and code paths." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Missing transformers.onnx and missing PyTorch are separate environment/import problems." + "reason": "Both are import errors, but they concern different optional dependencies and modules." }, { - "left": "issue:44263", - "right": "issue:44360", + "left": "issue:44297", + "right": "issue:45310", "accept": false, - "reason": "Same subsystem, but different DSA indexer bugs with different concrete failures." + "reason": "Tokenizer_class metadata mismatch is unrelated to the Qwen3.5 MoE from_pretrained regression." }, { - "left": "issue:44297", - "right": "issue:45310", + "left": "issue:30333", + "right": "issue:36331", "accept": false, - "reason": "Tokenizer_class mismatch on save is not the same bug as Qwen3.5-Moe from_pretrained failure." + "reason": "MLflow reporting versus Trainer compute_loss signature are unrelated." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8/moe save failure and max_shard_size question are unrelated save_pretrained topics." + "reason": "Both involve saving/sharding, but they are different save_pretrained concerns." }, { - "left": "issue:30333", - "right": "issue:36331", + "left": "issue:44263", + "right": "issue:45092", "accept": false, - "reason": "MLflow reporting and trainer loss signature errors are unrelated training issues." + "reason": "GlmMoeDsaIndexer split handling and InternVL2 meta-init incompatibility are different issues." }, { - "left": "issue:43723", - "right": "issue:44977", + "left": "issue:44263", + "right": "issue:44360", "accept": false, - "reason": "Generic tokenizer-load regression and flash-attention generation failure are different code paths." + "reason": "Same component area, but one is split return handling and the other is a missing ReLU; not the same bug." }, { - "left": "issue:44263", - "right": "issue:45092", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "DSA indexer torch.split behavior is unrelated to InternVL2 meta-init incompatibility." + "reason": "Tokenizer-loading regression versus flash-attention generation failure; different symptoms and code paths." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Chat/completions request rejection and Gemma4Processor _tokenizer attribute error are different serving bugs." + "reason": "Chat completions request handling is unrelated to Gemma4Processor `_tokenizer` attribute errors." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLFlow reporting and Llama 3.2 vision model-loading regression are unrelated." + "reason": "MLflow failure reporting and Llama model loading regression are unrelated." }, { "left": "issue:28282", "right": "issue:30333", "accept": false, - "reason": "AutoModel missing PyTorch and MLFlow job status reporting are unrelated." + "reason": "AutoModel torch import error and MLflow reporting bug are unrelated." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "Training-job reporting and embedding reinitialization bug are unrelated." + "reason": "Trainer reporting and embedding reinitialization are different bugs." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Reading position_ids from a buffer and processor save_pretrained missing files are unrelated." + "reason": "Position_ids buffer read issue is unrelated to processor.save_pretrained missing files." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Docstring issue for position_ids is unrelated to GLM-5 RoPE implementation." + "reason": "A wrong docstring and a RoPE implementation discussion are not the same underlying change." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "Layernorm eps precision issue is unrelated to old InternVL2 meta-init compatibility." + "reason": "RMS norm epsilon precision bug is unrelated to remote-code checkpoint meta-init incompatibility." }, { "left": "issue:44514", "right": "issue:45103", "accept": false, - "reason": "Batched apply_chat_template crash is unrelated to auto_docstring future-annotations crash." + "reason": "Qwen2_5_VL batched chat-template crash and auto_docstring annotation crash are unrelated." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Both are transformer loading/save-adjacent, but one is tokenizer loading and the other is eos_token_id configuration." + "reason": "Tokenizer-loading regression and eos_token_id config inconsistency are different issues." }, { "left": "issue:43723", "right": "issue:44991", - "accept": false, - "reason": "Both mention tokenizer loading, but they are different model-specific failures and not the same bug." + "accept": true, + "reason": "Both report the same v5 AutoTokenizer loading regression, just for different tokenizers/models." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Different Qwen/InternVL regressions with different failure modes and code paths." + "reason": "Both involve multimodal models, but one is meta-init incompatibility and the other is incorrect save_pretrained visual keys." }, { "left": "issue:43723", "right": "issue:44442", - "accept": false, - "reason": "Generic tokenizer-load regression and FastSpeech2ConformerTokenizer failure are different concrete issues." + "accept": true, + "reason": "Same underlying v5 tokenizer-loading failure surfaced through AutoTokenizer on a different tokenizer class." }, { "left": "issue:43479", "right": "issue:44913", "accept": false, - "reason": "Multimodal config defaulting and GPTNeoX rotary_pct reload are unrelated config bugs." + "reason": "Default multimodal config initialization and rotary_pct reload behavior are unrelated." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence Transformers loading hang and SigLIP2 zero-probability issue are unrelated." + "reason": "Sentence Transformers loading hang and SigLIP2 zero probabilities are different bugs." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline tokenizer cache loading and quantized model saving are different failure modes." + "reason": "Offline tokenizer cache loading and quantized model saving failure are unrelated." }, { - "left": "issue:41628", - "right": "issue:43824", + "left": "issue:42831", + "right": "issue:45310", "accept": false, - "reason": "Different missing imports for different models; not the same underlying export bug." + "reason": "FP8 accuracy issue and Qwen3.5 MoE from_pretrained regression are different failures." }, { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:41628", + "right": "issue:43824", "accept": false, - "reason": "FineGrainedFP8 accuracy and Qwen3.5-Moe from_pretrained error are unrelated." + "reason": "Both are import errors, but they concern different missing symbols and model families." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FP8 accuracy regression and Qwen3-VL-Moe bug are distinct issues." + "reason": "FP8 accuracy issue is unrelated to the Qwen3.5-VL-Moe bug report." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "A DSA return-value bug and a docstring bug are not duplicates." - }, - { - "left": "issue:42757", - "right": "issue:45278", - "accept": false, - "reason": "Missing is_offline_mode is one import error; the other is a broad upgrade report with many import failures." - }, - { - "left": "issue:43756", - "right": "issue:44060", - "accept": false, - "reason": "Smollm3 RoPE-layer bug and Qwen3-Next tied-weights warning are unrelated model-specific changes." + "reason": "DSA indexer runtime bugs and a position_ids docstring error are not the same change." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The overall summary is mostly grounded, but at least one soft-edge verdict is too strong for the evidence in the packet. In particular, `issue:42898` (`clean_up_tokenization_spaces` behavior changes in v5) and `issue:44448` (different output for Pegasus between v4 and v5) look plausibly like the same regression family from the titles alone, so rejecting them as clearly different bugs is not conservative enough. Because the evaluator should only accept when all soft-edge calls stay conservative, I have to reject." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -11476,7 +11459,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-381", + "cluster_id": "cluster-15354-382", "nodes": [ "issue:29127", "issue:30990", @@ -11485,6 +11468,7 @@ "issue:39401", "issue:41628", "issue:42371", + "issue:42757", "issue:42831", "issue:42886", "issue:42907", @@ -11493,15 +11477,15 @@ "issue:43122", "issue:43232", "issue:43408", - "issue:43452", "issue:43475", "issue:43576", + "issue:43756", "issue:43784", "issue:43937", "issue:43976", "issue:44038", + "issue:44060", "issue:44117", - "issue:44222", "issue:44261", "issue:44263", "issue:44295", @@ -11527,254 +11511,260 @@ "issue:45600" ], "soft_pairs": [ + "issue:42757|issue:45278", "issue:43232|issue:45593", + "issue:43756|issue:44060", "issue:43576|issue:43784", "issue:43122|issue:44521", "issue:42886|issue:43066", "issue:42371|issue:44263", "issue:44117|issue:44704", "issue:30990|issue:33357", - "issue:43976|issue:44945", "issue:44704|issue:45290", "issue:42907|issue:44945", - "issue:43122|issue:44514", + "issue:43976|issue:44945", "issue:44295|issue:44297", "issue:43232|issue:44743", + "issue:43122|issue:44514", "issue:39401|issue:44488", "issue:43408|issue:43475", "issue:43232|issue:45245", "issue:42907|issue:43937", - "issue:41628|issue:45278", "issue:43784|issue:45600", "issue:44360|issue:44485", - "issue:39401|issue:44521", + "issue:41628|issue:45278", "issue:44261|issue:44373", + "issue:39401|issue:44521", "issue:44625|issue:44829", "issue:43116|issue:45200", - "issue:43122|issue:44779", "issue:29127|issue:30990", - "issue:42371|issue:42831", + "issue:43122|issue:44779", "issue:44038|issue:44297", + "issue:42371|issue:42831", "issue:42907|issue:44964", "issue:44038|issue:44295", - "issue:36296|issue:43116", - "issue:42907|issue:43452", - "issue:44038|issue:44222" + "issue:36296|issue:43116" ], - "prepared_review_unit_hash": "afe4d0dcae6791e96074eb5bbc4b7b6adc2ec030c07b76822342ac80d246bb27", + "prepared_review_unit_hash": "2a7c1c9f98c93521a483fc2638997dc3acd8101200b807562ba029b1be17d6b7", "component_budget": { - "node_count": 381, - "item_count": 381, - "soft_pair_count": 1427, - "serialized_chars": 735824, - "estimated_input_tokens": 183956, - "estimated_eval_tokens": 368168 + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 36560, - "estimated_input_tokens": 9140, - "estimated_eval_tokens": 18536 + "serialized_chars": 37177, + "estimated_input_tokens": 9295, + "estimated_eval_tokens": 18846 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is heterogeneous: most items are unrelated Transformers bugs or model-specific regressions. None of the suggested soft pairs look like the same underlying issue, so there is no clear duplicate cluster here.", - "confidence": 0.87, - "canonical_issue_reason": null, + "summary": "This cluster is a loose mix of unrelated Transformers bugs, mostly model-specific regressions and a few generic import/tokenizer issues. None of the soft-edge pairs look like the same underlying bug/change with enough confidence to deduplicate, though a small subset share broad v5 import-regression language.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set (many import errors after upgrading to 5.5.0) and is the best single issue to represent the generic import-regression theme, even though the cluster is not truly one duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45278 is the most suitable global anchor because it is broad, version-centric, and can plausibly collect related import breakage reports; it is still only a loose thematic hub, not a true duplicate canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a specific huggingface_hub symbol failure while the other is a broad v5 upgrade report; not the same underlying bug." + }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation state sync bug vs D-FINE auxiliary-loss behavior; different models and code paths." + "reason": "Generation sync/update-state bug vs. D-FINE auxiliary-loss behavior; unrelated code paths and symptoms." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Both involve model internals, but one is a RoPE-layer drop issue and the other is a tied-weights warning; different defects." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Broken `transformers env` CLI is unrelated to a `sentence-transformers` import NameError." + "reason": "CLI/env command breakage vs. import-time NameError in sentence-transformers integration; not the same bug." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Tokenizer version drift vs multimodal chat-template mask generation; not the same bug." + "reason": "Tokenizer behavior regression vs. multimodal chat-template assistant-mask bug; different API surfaces and failure modes." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache loading failure vs tokenizer decoder type mismatch in v5; different failures." + "reason": "Offline cache loading failure vs. tokenizer decoder-type mismatch in v5; both tokenizer-related but distinct issues." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 API guidance and a GLM indexer split-value issue are unrelated." + "reason": "TF32 settings guidance vs. a GlmMoeDsaIndexer torch.split issue; no shared code-path problem." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "`TOKENIZER_MAPPING_NAMES`/`from_pretrained` logic is different from `AutoProcessor` kwargs propagation." + "reason": "Both touch loading helpers, but one is a tokenizer mapping None bug and the other is AutoProcessor kwarg forwarding; different defects." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Sentence-Transformers loading hang vs Mac bus error with CLIP; distinct symptoms and causes." - }, - { - "left": "issue:43976", - "right": "issue:44945", - "accept": false, - "reason": "Python-version compatibility regression is unrelated to pipeline-parallel output correctness." + "reason": "Sentence Transformers loading hang vs. MacOS bus error on a CLIP model; different symptoms and likely causes." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "Processor cached-file kwargs bug is unrelated to chat-template crashes with tool-call messages." + "reason": "AutoProcessor cached-file kwarg handling vs. apply_chat_template crash on tool-call assistant messages; unrelated." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Dequantized model save failure is not the same as pipeline-parallel generation corruption." + "reason": "Saving dequantized model failure vs. incorrect output under pipeline parallelism; different subsystems." }, { - "left": "issue:43122", - "right": "issue:44514", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "Both involve tokenization, but one is version-to-version tokenization drift and the other is a batched chat-template crash." + "reason": "Python-version compatibility issue vs. pipeline-parallel output corruption; unrelated." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Position-id buffer read error vs tokenizer-class metadata mismatch; separate save/load issues." + "reason": "position_ids buffer-read problem vs. tokenizer_config save mismatch; both persistence-related but not the same bug." }, { "left": "issue:43232", "right": "issue:44743", "accept": false, - "reason": "Generation kwargs update after GPU sync is not the same as recurrent-state reset in modular Qwen3.5." + "reason": "Generation kwargs update timing bug vs. recurrent-state reset in modular_qwen3_5; different generation failures." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenizer output changes across versions vs. batched apply_chat_template padding=False crash; distinct behaviors." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Wrong offset mapping for Qwen3 tokenizer is unrelated to loading `cjvt/sleng-bert`." + "reason": "Qwen3 tokenizer offset mapping bug vs. model loading failure for a specific sentence-transformer; unrelated." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Model-type warning vs missing `fpn_position_embeddings` attribute; related family, but not the same defect." + "reason": "Auto-model class warning vs. missing attribute on Sam3VisionEncoderOutput; both SAM3-related but not the same issue." }, { "left": "issue:43232", "right": "issue:45245", "accept": false, - "reason": "Generation keyword handling and category-count runtime limits are unrelated." + "reason": "Generation sync bug vs. categories limit runtime error; no shared underlying defect." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Saving dequantized models is unrelated to invalid `GenerationConfig` for GLM-5." - }, - { - "left": "issue:41628", - "right": "issue:45278", - "accept": false, - "reason": "A specific missing import is not the same as a broad collection of import errors after upgrade." + "reason": "Dequantized save failure vs. invalid GenerationConfig for GLM-5; unrelated." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Import NameError in sentence-transformers is not the same as stale `auto_mappings.py` references." + "reason": "Import NameError in sentence-transformers vs. auto_mappings referencing removed Sam3LiteText configs; different packages and failures." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "DSA indexer missing ReLU is unrelated to GLM-5 RoPE implementation." + "reason": "DSA ReLU concern vs. GLM-5 RoPE implementation; unrelated model math issues." }, { - "left": "issue:39401", - "right": "issue:44521", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "Tokenizer offset mapping bug is unrelated to multimodal assistant-mask generation." + "reason": "Specific missing AutoImageProcessor import vs. broad import-error report; too generic to be the same underlying bug." }, { "left": "issue:44261", "right": "issue:44373", "accept": false, - "reason": "A precision/config issue in MLA is unrelated to a docstring correction." + "reason": "LayerNorm epsilon precision bug vs. a docstring issue for position_ids; not a duplicate." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset mapping bug vs. multimodal assistant_masks bug; different tokenizer behaviors." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "`num_labels` propagation in Qwen3.5 is unrelated to flash-attention-3 training degeneration." + "reason": "num_labels propagation in Qwen3.5 vs. flash_attention_3 degenerate training; separate model/training issues." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Empty multi-label classification results in an example script is unrelated to Gemma 4 multimodal token-type defaults." - }, - { - "left": "issue:43122", - "right": "issue:44779", - "accept": false, - "reason": "Different tokenization across versions is not the same as DeepSeek tokenizer incorrect results." + "reason": "Example-script multi-label classification bug vs. Gemma 4 mm_token_type_ids defaulting; unrelated." }, { "left": "issue:29127", "right": "issue:30990", "accept": false, - "reason": "LayoutLMv3 error messaging and a loading hang have no common underlying bug." + "reason": "LayoutLMv3 box-validation error message vs. Sentence Transformers loading hang; unrelated." }, { - "left": "issue:42371", - "right": "issue:42831", + "left": "issue:43122", + "right": "issue:44779", "accept": false, - "reason": "TF32 control API changes are unrelated to FineGrainedFP8 accuracy issues." + "reason": "Both are tokenizer regressions across versions, but they concern different models and symptoms; not clearly the same bug." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe bug and tokenizer save metadata mismatch are different subsystems." + "reason": "Qwen3-VL-Moe load bug vs. tokenizer_class mismatch on save; unrelated." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:42371", + "right": "issue:42831", "accept": false, - "reason": "Tensor-parallel training bug and multi-label example-script failure are unrelated." + "reason": "TF32 control settings vs. FineGrainedFP8 accuracy issue; both precision-related but not the same code-path problem." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals is unrelated to loading Phi-4 multimodal instruct." + "reason": "Saving dequantized models vs. loading Phi-4 multimodal instruct; distinct failures." }, { - "left": "issue:44038", - "right": "issue:44222", + "left": "issue:36296", + "right": "issue:43116", "accept": false, - "reason": "Qwen3-VL-Moe bug and FP8 `save_pretrained` issue are different model/serialization problems." + "reason": "Tensor-parallel training bug vs. example-script classification output bug; unrelated." } ] }, @@ -11796,7 +11786,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-381", + "cluster_id": "cluster-15354-382", "nodes": [ "issue:22355", "issue:29127", @@ -11813,6 +11803,7 @@ "issue:43122", "issue:43278", "issue:43441", + "issue:43452", "issue:43493", "issue:43673", "issue:43784", @@ -11847,30 +11838,32 @@ "issue:45588" ], "soft_pairs": [ + "issue:42907|issue:43452", + "issue:44038|issue:44222", "issue:43824|issue:44351", "issue:45216|issue:45478", - "issue:43992|issue:44704", "issue:42757|issue:44351", + "issue:43992|issue:44704", "issue:42907|issue:44222", - "issue:43122|issue:44977", "issue:43278|issue:44945", + "issue:43122|issue:44977", "issue:43784|issue:45446", - "issue:38617|issue:45278", - "issue:43937|issue:44485", "issue:42222|issue:43441", + "issue:43937|issue:44485", + "issue:38617|issue:45278", "issue:42673|issue:45072", "issue:43064|issue:43673", "issue:22355|issue:29127", "issue:42371|issue:43874", "issue:43116|issue:43493", "issue:44075|issue:44936", - "issue:44038|issue:45478", "issue:43976|issue:45446", + "issue:44038|issue:45478", "issue:44222|issue:45478", "issue:43116|issue:43825", "issue:43937|issue:45563", - "issue:33453|issue:39401", "issue:45083|issue:45446", + "issue:33453|issue:39401", "issue:39401|issue:44779", "issue:43931|issue:44945", "issue:44117|issue:45588", @@ -11878,214 +11871,226 @@ "issue:43937|issue:44977", "issue:45341|issue:45561" ], - "prepared_review_unit_hash": "4f9f7727cea5bf907e223b232598c62be9dd51ae9afbe55e718ec94a617e5b17", + "prepared_review_unit_hash": "66590a882974b2adcd7acb7f6ea7eab2a835e09c82ddfadc8f74a4019b70aa27", "component_budget": { - "node_count": 381, - "item_count": 381, - "soft_pair_count": 1427, - "serialized_chars": 735824, - "estimated_input_tokens": 183956, - "estimated_eval_tokens": 368168 + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35671, - "estimated_input_tokens": 8918, - "estimated_eval_tokens": 18092 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36858, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of Transformers v5 regression reports (imports, tokenization, model loading, training, and docs), but the paired items are not the same concrete bug/change. I would not merge any soft edges; treat them as separate issues.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45278 is the broadest umbrella in the set ('Many import errors after update from 4.57.0 to 5.5.0') and best represents the shared migration-regression theme.", + "summary": "These items are mostly distinct issue reports. The proposed soft links are broad thematic similarities (imports, tokenization, training, MoE, testing), but they do not look like the same concrete bug or change, so none should be merged as duplicates.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set, covering multiple import failures after an upgrade, so it is the closest thing to a cluster representative.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best global representative because it is the most general, high-level issue and subsumes the import-error subgroup better than the more specific reports.", + "best_issue_reason": "issue:45278 is the most generic and reusable issue here; it can plausibly anchor related import-regression reports, even though the rest of the set is not actually duplicate-heavy.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Different bugs: dequantized-save failure vs gguf loading/tokenizer/model-from-pretrained failure." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both involve MoE models, but one is a Qwen3-VL-Moe bug and the other is an FP8 save_pretrained issue; not the same code path." + }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different code paths." + "reason": "Different missing symbols and different import failures; same broad category, not the same bug." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Both concern Qwen3.5 save/load behavior, but one is save_pretrained corruption and the other is from_pretrained failure; not the same bug." + "reason": "One is a save_pretrained checkpoint regression, the other a from_pretrained loading error for a different Qwen3.5-Moe path." }, { - "left": "issue:43992", - "right": "issue:44704", + "left": "issue:42757", + "right": "issue:44351", "accept": false, - "reason": "Unrelated areas: UMT5 weight loading vs AutoProcessor cached_file kwargs." + "reason": "Both are import errors, but for different names (`is_offline_mode` vs `HybridCache`) and unrelated breakages." }, { - "left": "issue:42757", - "right": "issue:44351", + "left": "issue:43992", + "right": "issue:44704", "accept": false, - "reason": "Different missing imports from different libraries/modules; only the symptom overlaps." + "reason": "UMT5 weight loading and AutoProcessor cached_file kwargs are unrelated API bugs." }, { "left": "issue:42907", "right": "issue:44222", "accept": false, - "reason": "Both involve saving quantized models, but the model families and failure modes differ." + "reason": "Both touch saving, but they concern different models and different save-time failures." }, { - "left": "issue:43122", - "right": "issue:44977", + "left": "issue:43278", + "right": "issue:44945", "accept": false, - "reason": "Both are tokenizer regressions, but for different models and likely different tokenizer code paths." + "reason": "A dtype change between train/eval is not the same bug as incorrect output under pipeline parallelism." }, { - "left": "issue:43278", - "right": "issue:44945", + "left": "issue:43122", + "right": "issue:44977", "accept": false, - "reason": "Dtype mismatch during eval is unrelated to incorrect output under pipeline parallelism." + "reason": "Tokenizer behavior regression vs flash-attention generation failure; different subsystems and symptoms." }, { "left": "issue:43784", "right": "issue:45446", "accept": false, - "reason": "Import-time NameError in sentence-transformers is unrelated to the flex_attention version check bug." + "reason": "Unrelated import-time failures in different modules; one is sentence-transformers, the other flex_attention version gating." }, { - "left": "issue:38617", - "right": "issue:45278", + "left": "issue:42222", + "right": "issue:43441", "accept": false, - "reason": "38617 is one specific import failure, while 45278 is a broad umbrella; not the same concrete issue." + "reason": "Different model families and failures: vitpose breakage vs Ministral flash-attention regression." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "GLM-5 generation config validation and RoPE implementation are different bugs." + "reason": "One is a GenerationConfig validation error; the other is a discussion about GLM-5 RoPE implementation." }, { - "left": "issue:42222", - "right": "issue:43441", + "left": "issue:38617", + "right": "issue:45278", "accept": false, - "reason": "Different models and different breakages: vitpose import breakage vs FlashAttention failure." + "reason": "A specific missing import is not the same as a broad report of many import errors after upgrade." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM does not match dtype mismatch in bfloat16 inference." + "reason": "VRAM leak in threaded Qwen3ForCausalLM usage vs CI dtype mismatch in inference; unrelated bugs." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Training/optimizer state corruption under FSDP2+PEFT is unrelated to missing generation cache in chunked prefill." + "reason": "Wrong optimizer state on FSDP2/PEFT vs missing GenerationMixin cache; different training/generation paths." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "A missing module import and a LayoutLMv3 error-message issue are unrelated." + "reason": "Completely different issues: missing `transformers.onnx` module vs LayoutLMv3 error-message clarity." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API guidance and GLM46V image-patch counting are different issues." + "reason": "TF32 settings guidance and a missing image-processor method are unrelated." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Example-script classification output and SigLIP2 implementation discrepancy are unrelated." + "reason": "Example-script multi-label output bug vs SigLIP2 HF/JAX discrepancy; not the same failure." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Unused SGD args and train-then-evaluate failure are different training bugs." + "reason": "Optimizer SGD args not used is unrelated to trainer.evaluate failing after trainer.train()." }, { - "left": "issue:44038", - "right": "issue:45478", + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "Both hit Qwen MoE models, but the model/version and failure modes differ enough that this is not one bug." + "reason": "Python-version compatibility regression is unrelated to a PyTorch version check for flex_attention import." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:44038", + "right": "issue:45478", "accept": false, - "reason": "Python version compatibility and a PyTorch import version check are unrelated." + "reason": "Different Qwen model variants and different failure modes; not one shared underlying bug." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "FP8 save_pretrained issues for moe models are not the same as Qwen3.5 from_pretrained errors." + "reason": "Save_pretrained FP8 issue vs from_pretrained error; same family, but not the same concrete bug." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Classification example output and pipeline translation error messaging are unrelated." + "reason": "Example-script empty results and a pipeline() error message issue are unrelated." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "GLM-5 config validation does not match a stale warning in paged generate." + "reason": "GenerationConfig invalid vs stale warning in paged generate are different generation bugs." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:45083", + "right": "issue:45446", "accept": false, - "reason": "Both are tokenizer regressions, but the reported behavior and models differ." + "reason": "A helper-function behavior issue in qwen3_omni_moe is unrelated to a flex_attention import/version check." }, { - "left": "issue:45083", - "right": "issue:45446", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "Feature-extraction helper behavior in qwen3_omni_moe is unrelated to the AuxRequest import check." + "reason": "Both are tokenizer regressions, but one is loading regression and the other is incorrect offset_mapping." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer correctness regressions, but on different models and likely different root causes." + "reason": "Different tokenizer bugs in different models; similarity is only at the subsystem level." }, { "left": "issue:43931", "right": "issue:44945", "accept": false, - "reason": "Weight-shape mismatch during model loading is unrelated to pipeline-parallel output corruption." + "reason": "Model weight-shape loading mismatch is unrelated to incorrect outputs from pipeline parallelism." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping fallback and flash_attention AttributeError are unrelated code paths." + "reason": "Tokenizer mapping fallback bug and flash_attention crash on `s_aux=None` are different code paths." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing pipeline() and a flex_attention import check are not the same issue." + "reason": "Docs still referencing pipeline() and a flex_attention import check are unrelated." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "Different model families and different failure modes; only both are v5 regressions." + "reason": "GenerationConfig validation error vs flash-attention generation failure for Qwen3.5 are different bugs." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "A general testing_utils bug and an xdist race on captured_info.txt are not the same concrete defect." + "reason": "A generic testing_utils bug and a pytest-xdist race in captured_info.txt are not the same underlying issue." } ] }, @@ -12107,7 +12112,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-381", + "cluster_id": "cluster-15354-382", "nodes": [ "issue:38617", "issue:39401", @@ -12161,49 +12166,49 @@ "soft_pairs": [ "issue:44291|issue:45071", "issue:45405|issue:45446", - "issue:42673|issue:43906", "issue:43450|issue:43986", - "issue:39401|issue:43421", + "issue:42673|issue:43906", "issue:44829|issue:45216", - "issue:38617|issue:41628", + "issue:39401|issue:43421", "issue:44410|issue:45310", + "issue:38617|issue:41628", "issue:44117|issue:45081", "issue:44484|issue:45310", "issue:42371|issue:44261", "issue:42222|issue:45542", "issue:43408|issue:43742", - "issue:43937|issue:44496", "issue:42673|issue:43582", + "issue:43937|issue:44496", "issue:42673|issue:43577", "issue:42175|issue:42222", "issue:38617|issue:44220", "issue:44933|issue:45278", - "issue:44483|issue:45464", - "issue:44075|issue:45656", "issue:42617|issue:45341", + "issue:44075|issue:45656", + "issue:44483|issue:45464", "issue:43012|issue:43577", - "issue:43066|issue:43122", "issue:43673|issue:45341", - "issue:44484|issue:45478", + "issue:43066|issue:43122", "issue:44410|issue:45478", + "issue:44484|issue:45478", "issue:43874|issue:44261", "issue:42222|issue:45459", "issue:43097|issue:44493" ], - "prepared_review_unit_hash": "1de26b1ace99fe7eeda176802cf714c5e145e674982ae79185f17a9027dd7f9b", + "prepared_review_unit_hash": "563912df192ae53e12293361fa08c2986d8dd763b014c7e320569d8350193688", "component_budget": { - "node_count": 381, - "item_count": 381, - "soft_pair_count": 1427, - "serialized_chars": 735824, - "estimated_input_tokens": 183956, - "estimated_eval_tokens": 368168 + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36525, + "serialized_chars": 36526, "estimated_input_tokens": 9132, "estimated_eval_tokens": 18520 }, @@ -12212,192 +12217,168 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a mixed bag of unrelated Transformers issues. The soft-similarity pairs are mostly same-subsystem, not same-bug duplicates, so I would not merge any of them.", - "confidence": 0.73, - "canonical_issue_reason": "issue:45278 is the broadest umbrella in the set: an open report about widespread import errors after upgrading to 5.5.0, which makes it the best candidate to anchor any import-regression subset.", + "summary": "This cluster is highly heterogeneous: most items are unrelated regressions, import errors, tokenizer/model bugs, or API-specific failures. I did not find any soft pair that is convincingly the same concrete bug, so no duplicates should be merged here.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 45278 is the closest thing to an umbrella tracker because it is the broadest open report in the set and explicitly covers multiple import errors after an upgrade.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the strongest global representative among these items because it describes a wide regression rather than a single narrow symptom.", + "best_issue_reason": "Issue 45278 is the best issue to keep as the cluster\u2019s representative because it is broad, open, and version-regression oriented, but it is still only a weak fit since the rest of the cluster is mostly unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Both are v5-related breakages, but one is an unexpected model-loading argument and the other is a config type-checking issue." + "reason": "Different failure modes: `init_empty_weights` gets an unexpected internal arg, while the other is a `PretrainedConfig` type-checking regression." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "Completely different problems: a PEFT version pin mismatch vs a PyTorch version guard for flex_attention." - }, - { - "left": "issue:42673", - "right": "issue:43906", - "accept": false, - "reason": "One is a VRAM leak in dataloader threads; the other is just a reproduction of a separate issue." + "reason": "One is a dependency version bump problem; the other is a PyTorch version gate for `flex_attention`. Not the same bug." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Video processor shape handling and AutoProcessor dependency-crash behavior are different bugs." + "reason": "Batched video processor shape bug vs. AutoProcessor crash without torchvision. Different code paths." }, { - "left": "issue:39401", - "right": "issue:43421", + "left": "issue:42673", + "right": "issue:43906", "accept": false, - "reason": "Different tokenizer internals: offset_mapping correctness vs runtime special-token/post-processor synchronization." + "reason": "VRAM leak in multithreaded dataloaders is not the same concrete issue as an isolated reproduction of another bug." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "Unrelated failures: flash_attention_3 training degeneration vs save_pretrained checkpoint corruption." + "reason": "Flash-attention training degeneration and Qwen3.5 save_pretrained checkpoint corruption are different problems." }, { - "left": "issue:38617", - "right": "issue:41628", + "left": "issue:39401", + "right": "issue:43421", "accept": false, - "reason": "Both are import errors, but they are for different symbols and different code paths." + "reason": "Wrong tokenizer offset mapping is unrelated to runtime special-token/post-processor update behavior." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Different model families and different failures; no shared code-path bug is evident." + "reason": "Missing qwen3next projections vs. Qwen3.5 MoE from_pretrained failure; different model and failure point." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols from different modules." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "One is a generic from_pretrained mapping assumption; the other is a Mistral regex patch crash." + "reason": "Tokenizer mapping `None` handling and Mistral regex patch crash are separate tokenizer subsystems and bugs." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "Save_pretrained shard sizing and Qwen3.5 MoE from_pretrained loading are unrelated." + "reason": "Chat/completions request handling and Qwen3.5 MoE `from_pretrained` loading are not the same concrete bug." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 API guidance and an rms_norm_eps precision mismatch are not the same bug." + "reason": "TF32 settings warning is unrelated to the MLA `rms_norm_eps` precision issue." }, { "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "A broken vitpose model implementation is unrelated to a TensorFlow backend installation issue." + "reason": "VitPose model breakage and missing TensorFlow backend from tensorboard-only install are unrelated." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "Model-type mismatch warning vs key error while loading a different model family." - }, - { - "left": "issue:43937", - "right": "issue:44496", - "accept": false, - "reason": "Both are loading/config errors, but one is invalid GenerationConfig and the other is missing model_type." - }, - { - "left": "issue:42673", - "right": "issue:43582", - "accept": false, - "reason": "VRAM leak in multi-threading and Apple Silicon allocator TypeError are different failures." - }, - { - "left": "issue:42673", - "right": "issue:43577", - "accept": false, - "reason": "Different symptom and code path: memory leak vs dtype propagation bug in BLIP2 loading." - }, - { - "left": "issue:42175", - "right": "issue:42222", - "accept": false, - "reason": "Package backend dependency issue and vitpose model breakage are unrelated." + "reason": "SAM3 model-type warning vs. MobileLLM key error; different model-loading issues." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "ImportError for a missing symbol and an audio feature extraction bug are unrelated." + "reason": "ImportError for a missing symbol is unrelated to `_torch_extract_fbank_features()` behavior." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "45278 is a broad import-regression umbrella, but 44933 is one specific missing import; not enough evidence they are the same exact bug." + "reason": "45278 is a broad import-error umbrella, but 44933 is a specific missing `image_utils` import; not the same concrete bug." }, { - "left": "issue:44483", - "right": "issue:45464", + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "Both touch chat/completions, but one is API request acceptance and the other is streaming inference on a specific model." + "reason": "Failure to run `3d_parallel.py` is unrelated to a bug in `testing_utils.py`." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "Different optimizer issues: ignored SGD args vs double optimizer.step under deepspeed." + "reason": "SGD args being ignored and optimizer step being called twice under deepspeed are different optimizer bugs." }, { - "left": "issue:42617", - "right": "issue:45341", + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "A runtime launcher failure and a minor testing_utils bug do not match." + "reason": "Both mention chat/completions on Qwen3.5, but one is a general request-acceptance failure and the other is streaming inference; not enough to treat as the same bug." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "Both mention precision/dtype, but one is a compile-time warning and the other is incorrect model dtype loading." + "reason": "PyTorch warning during bfloat16 compile and BLIP2 dtype propagation remaining float32 are distinct dtype issues." }, { - "left": "issue:43066", - "right": "issue:43122", + "left": "issue:43673", + "right": "issue:45341", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is decoder-type metadata and the other is changed tokenization output." + "reason": "Missing GenerationMixin cache in v5.0.0 and a `testing_utils.py` bug are unrelated." }, { - "left": "issue:43673", - "right": "issue:45341", + "left": "issue:43066", + "right": "issue:43122", "accept": false, - "reason": "Generation cache behavior and a testing_utils bug are unrelated." + "reason": "Wrong tokenizer decoder type and changed tokenization across versions are related at a high level, but not clearly the same underlying bug." }, { - "left": "issue:44484", + "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "save_pretrained shard-size behavior is unrelated to a Qwen3.5 MoE loading error." + "reason": "qwen3next missing projections vs. Qwen3.5 MoE `from_pretrained` error are different model-loading problems." }, { - "left": "issue:44410", + "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "Different model architectures and different missing-component failures." + "reason": "Chat/completions API failure and Qwen3.5 MoE loading error are separate concrete code paths." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "A missing image-patch helper and a layernorm epsilon precision issue are unrelated." + "reason": "Missing image-patch helper and MLA RMS norm epsilon issue are unrelated multimodal/model bugs." }, { "left": "issue:42222", "right": "issue:45459", "accept": false, - "reason": "Vitpose model breakage and protobuf-hidden tokenizer errors are different subsystems and bugs." + "reason": "VitPose breakage is unrelated to protobuf error handling that masks tokenizer exceptions." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Config parameter removal and unexpected checkpoint keys are not the same underlying regression." + "reason": "Removed `tie_embeddings_and_encoder_decoder` and unexpected position-id keys are distinct regressions." } ] }, @@ -12419,7 +12400,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-381", + "cluster_id": "cluster-15354-382", "nodes": [ "issue:38617", "issue:41628", @@ -12479,19 +12460,19 @@ "issue:43931|issue:44410", "issue:43986|issue:44484", "issue:45003|issue:45341", - "issue:43986|issue:45341", "issue:43931|issue:44038", - "issue:44117|issue:44987", + "issue:43986|issue:45341", "issue:43097|issue:43452", "issue:43335|issue:45071", - "issue:43408|issue:44368", + "issue:44117|issue:44987", "issue:43874|issue:44263", + "issue:43408|issue:44368", "issue:43976|issue:45071", + "issue:43531|issue:45341", "issue:44829|issue:45245", "issue:43986|issue:45372", - "issue:43531|issue:45341", - "issue:38617|issue:42757", "issue:43064|issue:44315", + "issue:38617|issue:42757", "issue:44261|issue:44485", "issue:44410|issue:45375", "issue:44038|issue:44410", @@ -12503,189 +12484,191 @@ "issue:43502|issue:43992", "issue:43824|issue:43986", "issue:43097|issue:43873", - "issue:43066|issue:43906", "issue:43352|issue:44380", + "issue:43066|issue:43906", "issue:43825|issue:44655", - "issue:43992|issue:44484" + "issue:43992|issue:44484", + "issue:38617|issue:43097", + "issue:43012|issue:44368" ], - "prepared_review_unit_hash": "b923bfd846f8c020aab9409ca5dfe325d0f97601557164f0edfeb5f392a1868c", + "prepared_review_unit_hash": "33384891a8bd5b3839455d199d713674e7dd3d924419e688ef423399c25e1ce3", "component_budget": { - "node_count": 381, - "item_count": 381, - "soft_pair_count": 1427, - "serialized_chars": 735824, - "estimated_input_tokens": 183956, - "estimated_eval_tokens": 368168 + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 38491, - "estimated_input_tokens": 9623, - "estimated_eval_tokens": 19502 + "soft_pair_count": 38, + "serialized_chars": 39093, + "estimated_input_tokens": 9774, + "estimated_eval_tokens": 19804 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items form a loose semantic cluster of unrelated Transformers regressions and import errors. None of the soft-edge pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", - "confidence": 0.87, - "canonical_issue_reason": "No single issue is a safe canonical: the cluster spans unrelated import errors, model-loading regressions, training bugs, and warning/behavior changes.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions: import errors, model-specific loading failures, backend warnings, tokenizer/config quirks, and a few training/runtime issues. No soft pair looks like the same concrete bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.57, + "canonical_issue_reason": "No single true duplicate emerges; if forced to pick an anchor, issue 45071 is the broadest core-library regression and the most representative release-level bug in the set.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is sufficiently central or representative to serve as a true cluster anchor; the topics are too heterogeneous.", + "best_issue_reason": "Issue 45071 is the best general triage anchor because it describes a core API regression with broad impact, but it is still not a duplicate target for the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both involve FlashAttention, but one is a support error for Ministral-3 and the other is degenerate training with FA3; different failures." + "reason": "Both involve FlashAttention, but one is a Ministral-3 support error and the other is a sequence-classification training degeneration; different bugs and code paths." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "GLM MoE indexer split behavior and GLM-5 RoPE implementation are unrelated code paths." + "reason": "GlmMoeDsaIndexer torch.split handling and GLM-5 RoPE implementation are unrelated subsystems." }, { "left": "issue:43012", "right": "issue:43408", "accept": false, - "reason": "A bfloat16 precision warning is not the same bug as the sam3_video/sam3_tracker model-type warning." + "reason": "A PyTorch bfloat16 warning during compile is unrelated to the sam3_video/sam3_tracker model-type mismatch warning." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "AutoImageProcessor import failure and PretrainedConfig type-checking regression are different APIs and root causes." + "reason": "Missing AutoImageProcessor import and PretrainedConfig type-checking breakage are different API surfaces." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "PretrainedConfig type checking and tensorboard-only tf backend detection are unrelated." + "reason": "Config type checking in Transformers v5 is unrelated to the undefined tf backend error from tensorboard-only installs." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are distinct model bugs." + "reason": "Qwen3-VL-30B weight-shape mismatch and qwen3next missing projections are different model-loading failures." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "AutoProcessor crash without torchvision and max_shard_size behavior in save_pretrained are unrelated." + "reason": "AutoProcessor crashing without torchvision is unrelated to the max_shard_size default in save_pretrained()." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Unsafe sys.modules access and a testing_utils bug are different problems." - }, - { - "left": "issue:43986", - "right": "issue:45341", - "accept": false, - "reason": "AutoProcessor loading without torchvision is unrelated to testing_utils behavior." + "reason": "Unsafe sys.modules access and a testing_utils bug are different code paths with no shared underlying defect." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "These are different Qwen3-VL / Qwen3-VL-Moe loading issues with different symptoms." + "reason": "Both are Qwen-related, but one is a VL-30B shape mismatch and the other is a Qwen3-VL-Moe issue; not the same bug." }, { - "left": "issue:44117", - "right": "issue:44987", + "left": "issue:43986", + "right": "issue:45341", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None is a tokenizer registry bug, not the physical-intelligence/fast loading failure." + "reason": "A video-model AutoProcessor dependency crash and a testing_utils issue do not share the same failure." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "A removed config option is not the same as gguf_file breaking tokenizer/model loading." + "reason": "Removal of tie_embeddings_and_encoder_decoder is unrelated to gguf_file breaking AutoTokenizer/AutoModelForCausalLM loading." }, { "left": "issue:43335", "right": "issue:45071", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and PretrainedConfig type checking are unrelated." + "reason": "SwitchTransformers sparse-layer creation and PretrainedConfig type checking are distinct regressions." }, { - "left": "issue:43408", - "right": "issue:44368", + "left": "issue:44117", + "right": "issue:44987", "accept": false, - "reason": "Both are warning-style issues, but they target different configs and different warning conditions." + "reason": "TOKENIZER_MAPPING_NAMES returning None and loading physical-intelligence/fast are different tokenizer/loading problems." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Missing get_number_of_image_patches and torch.split return-values are different GLM bugs." + "reason": "Missing image-processor method in GLM46V and a torch.split return-value issue in GlmMoeDsaIndexer are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "A sam3 model-type warning and a tie_word_embeddings warning in Qwen3.5 are different warnings from different models." }, { "left": "issue:43976", "right": "issue:45071", "accept": false, - "reason": "Python version compatibility and PretrainedConfig type checking are unrelated." + "reason": "Python version compatibility for Transformers 5.1.0 is not the same as the PretrainedConfig type-check regression." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "A Qwen3-MoE sliding_window bug and a testing_utils bug are unrelated." }, { "left": "issue:44829", "right": "issue:45245", "accept": false, - "reason": "FlashAttention-3 training degeneration and category-cardinality limits are unrelated." + "reason": "FlashAttention-3 degenerate training and a category-count RuntimeError are entirely different failures." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "AutoProcessor without torchvision and a missing ReasoningEffort import in mistral_common are different dependency issues." + "reason": "Missing torchvision for AutoProcessor loading and missing ReasoningEffort from mistral_common are different import/dependency issues." }, { - "left": "issue:43531", - "right": "issue:45341", + "left": "issue:43064", + "right": "issue:44315", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug do not share the same code path." + "reason": "Wrong optimizer state placement under FSDP2/PEFT is unrelated to Liger Kernel not being applied with model_init." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "These are two separate import errors for different missing symbols." - }, - { - "left": "issue:43064", - "right": "issue:44315", - "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption and Liger-kernel application with model_init are different training setup bugs." + "reason": "These are both import errors, but they miss different symbols from different packages." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "An MLA rms_norm_eps precision issue is not the same as the GLM-5 RoPE implementation bug." + "reason": "MLA RMS-norm epsilon precision discussion and GLM-5 RoPE implementation are different model-design issues." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Missing qwen3next projections and a missing deepstack_visual_indexes field are different config/model issues." + "reason": "Missing qkv/gate projections in qwen3next and a missing config field in Qwen3_5MoeVisionConfig are different bugs." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "These involve different Qwen3-family models and different missing components." + "reason": "Qwen3-VL-Moe and qwen3next layer-projection issues are different model families and failure modes." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "layer_type_validation and HybridCache are different missing imports, not one underlying defect." + "reason": "layer_type_validation and HybridCache are different missing imports, so these are not duplicates." }, { "left": "issue:44062", @@ -12697,61 +12680,73 @@ "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Kwargs propagation in AutoProcessor and the auto_docstring annotations crash are unrelated." + "reason": "AutoProcessor kwargs propagation and auto_docstring future-annotations crashes are different subsystems." }, { "left": "issue:43097", - "right": "issue:45588", + "right": "issue:43873", "accept": false, - "reason": "Removed tie_embeddings support and a flash_attention.py s_aux=None crash are different failures." + "reason": "A removed tie_embeddings API and quantization/offloading behavior are not the same underlying issue." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "AutoProcessor without torchvision and tokenizer mapping returning None are unrelated." + "reason": "Video-model loading without torchvision and tokenizer mapping returning None are unrelated." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "local_files_only still making API requests and missing embed_tokens.weight are different loading bugs." + "reason": "local_files_only still making API requests is unrelated to UMT5Encoder missing embed_tokens.weight." }, { "left": "issue:43824", "right": "issue:43986", "accept": false, - "reason": "A missing Qwen2_5_VL import and a torchvision-related AutoProcessor crash are not the same issue." + "reason": "A missing Qwen2_5_VL import and a video-model torchvision crash are different loading failures." }, { "left": "issue:43097", - "right": "issue:43873", + "right": "issue:45588", "accept": false, - "reason": "A removed config API and quantization/offloading behavior are unrelated." + "reason": "Removal of tie_embeddings_and_encoder_decoder is unrelated to the flash_attention.py s_aux=None crash." }, { - "left": "issue:43066", - "right": "issue:43906", + "left": "issue:43352", + "right": "issue:44380", "accept": false, - "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not the same bug." + "reason": "NemotronHForCausalLM not supporting FlashAttention 2 and GPT2 attention-scaling being ignored are different attention-backend problems." }, { - "left": "issue:43352", - "right": "issue:44380", + "left": "issue:43066", + "right": "issue:43906", "accept": false, - "reason": "Nemotron FlashAttention 2 support and GPT2 attention-scaling being ignored are different backend bugs." + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not the same concrete bug." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "A pipeline translation error message and saving Pipeline objects are unrelated." + "reason": "A misleading pipeline error message and inability to save Pipeline objects are different pipeline features." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing encoder embed weights and shard-size defaults are different save/load behaviors." + "reason": "Missing embed_tokens weights and save_pretrained shard-size defaults are unrelated issues." + }, + { + "left": "issue:38617", + "right": "issue:43097", + "accept": false, + "reason": "Missing an import from configuration_utils and removal of tie_embeddings are different regressions." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "A bfloat16 precision warning and a tie_word_embeddings warning are not the same bug." } ] }, @@ -12773,7 +12768,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-381", + "cluster_id": "cluster-15354-382", "nodes": [ "issue:36010", "issue:36683", @@ -12785,7 +12780,6 @@ "issue:43012", "issue:43064", "issue:43066", - "issue:43097", "issue:43208", "issue:43299", "issue:43352", @@ -12806,10 +12800,10 @@ "issue:43976", "issue:44038", "issue:44077", + "issue:44188", "issue:44220", "issue:44230", "issue:44263", - "issue:44368", "issue:44380", "issue:44483", "issue:44485", @@ -12822,11 +12816,10 @@ "issue:45290", "issue:45381", "issue:45440", - "issue:45479" + "issue:45479", + "issue:45593" ], "soft_pairs": [ - "issue:43097|issue:43901", - "issue:43012|issue:44368", "issue:43012|issue:43550", "issue:42886|issue:43381", "issue:42907|issue:44655", @@ -12835,9 +12828,9 @@ "issue:43352|issue:43976", "issue:43064|issue:44380", "issue:43618|issue:44380", - "issue:43208|issue:43526", "issue:44483|issue:44514", "issue:36683|issue:43582", + "issue:43208|issue:43526", "issue:43618|issue:43761", "issue:43012|issue:44683", "issue:42757|issue:43824", @@ -12853,257 +12846,275 @@ "issue:43867|issue:45216", "issue:44220|issue:44655", "issue:43352|issue:43937", - "issue:44263|issue:45440", "issue:44077|issue:44380", - "issue:43066|issue:45381", "issue:36683|issue:44077", + "issue:44263|issue:45440", + "issue:43066|issue:45381", "issue:43976|issue:44938", - "issue:36010|issue:42757", "issue:36683|issue:43525", - "issue:43064|issue:44492" + "issue:36010|issue:42757", + "issue:43064|issue:44492", + "issue:44188|issue:44380", + "issue:43352|issue:45593", + "issue:43618|issue:45216" ], - "prepared_review_unit_hash": "40ba120921392bf9dc8fcea88b29e82d1f5004b85ce136a3e8c5caa90d5e1de8", + "prepared_review_unit_hash": "efd4b65bd8c9cfd55a1862466cf7082bfd37f415370901298cf9a022139a20d4", "component_budget": { - "node_count": 381, - "item_count": 381, - "soft_pair_count": 1427, - "serialized_chars": 735824, - "estimated_input_tokens": 183956, - "estimated_eval_tokens": 368168 + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 38175, - "estimated_input_tokens": 9544, - "estimated_eval_tokens": 19344 + "soft_pair_count": 37, + "serialized_chars": 38396, + "estimated_input_tokens": 9599, + "estimated_eval_tokens": 19454 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of Transformers issues with no broad duplicate cluster. The only clear duplicate-like pair is the CLIP vision forward/output regression around missing returned fields.", - "confidence": 0.88, - "canonical_issue_reason": "Issue:43761 is the best anchor for the only true duplicate-like subcluster: it is a concrete CLIP v5 regression with a clear repro and broader missing-output scope.", + "summary": "This cluster is highly heterogeneous: the items span unrelated import errors, model/config regressions, serialization bugs, and attention/backends issues. None of the soft-edge pairs look like the same underlying bug or change.", + "confidence": 0.9, + "canonical_issue_reason": "If a single issue must anchor the cluster, issue 36683 has the strongest signal (highest discussion activity and a concrete, reproducible failure), but it still does not subsume the rest of the items.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:43761 is the most suitable representative of the accepted CLIP regression subcluster; the rest of the items are largely unrelated and should not be merged into one canonical issue.", + "best_issue_reason": "Issue 36683 is the best representative by engagement and bug clarity, though the cluster is too mixed for it to be a true duplicate canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43097", - "right": "issue:43901", - "accept": false, - "reason": "Unrelated: removed model config API vs docs mismatch for pipeline scores." - }, - { - "left": "issue:43012", - "right": "issue:44368", - "accept": false, - "reason": "Both mention warnings, but they are different warnings on different code paths." - }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "Precision warning during compile is not the same as an SDPA compile failure." + "reason": "Different failures: a PyTorch precision warning versus a torch.compile+SDPA model crash." }, { "left": "issue:42886", "right": "issue:43381", "accept": false, - "reason": "Cache/offline loading bug and eval-mode gradient checkpointing are unrelated." + "reason": "Offline cache loading and gradient checkpointing in eval mode are unrelated code paths." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Both involve saving, but one is quantized/dequantized model saving and the other is Pipeline save_pretrained." + "reason": "Saving dequantized quantized models is different from saving Pipeline objects." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Different bugs: attention scaling backend regression vs sequence-classification zero-loss issue." + "reason": "Attention backend scaling bug is unrelated to single-label classification zero-loss behavior." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training bugs and Bamba torch.compile/SDPA failure are unrelated." + "reason": "xLSTM training bugs and Bamba SDPA/compile failure are different issues." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "FlashAttention support issue and Python-version compatibility bug are not the same defect." + "reason": "Flash Attention support for a model is unrelated to Python version compatibility." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "Different failures: FSDP2/PEFT optimizer state corruption vs GPT2 attention scaling being ignored." + "reason": "Optimizer-state sharding under FSDP2/PEFT is not the same as GPT-2 attention scaling." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "CLIP output regression and GPT2 attention scaling are unrelated code paths." - }, - { - "left": "issue:43208", - "right": "issue:43526", - "accept": false, - "reason": "xLSTM training bugs and BEiT fast processor label reduction are unrelated." + "reason": "CLIPOutput attentions regression is a different bug than GPT-2 backend scaling." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Chat-completions request rejection and apply_chat_template crash are different layers of the stack." + "reason": "Chat-completions request rejection and chat-template batching crash are different layers and symptoms." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3Config missing vocab_size and Apple Silicon allocator TypeError are unrelated." + "reason": "Missing Gemma3Config vocab_size is unrelated to Apple Silicon allocator TypeError." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training failures and BEiT image-processor label reduction are unrelated." }, { "left": "issue:43618", "right": "issue:43761", - "accept": true, - "reason": "Both are CLIP v5 regressions in forward output assembly where requested outputs are missing from returned objects." + "accept": false, + "reason": "Both involve CLIP, but one is attentions assignment and the other is hidden_states regression; not the same bug." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "Different compile-related problems: a warning versus a torch>=2.9 flex_attention failure." + "reason": "Precision warning during compile is different from a compiled flex_attention failure." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Missing import from huggingface_hub and missing import from transformers are separate export issues." + "reason": "Different import errors from different modules and symbols." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Qwen3-VL-Moe loading bug and fp8 support request are not the same bug." + "reason": "Qwen3-VL-Moe loading breakage and fp8 inference support are not the same concrete issue." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Server request validation failure and chat-template tool-call crash are different issues." + "reason": "A chat endpoint acceptance problem is distinct from template crashes on assistant tool-call messages." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Qwen3VL MoE loading regression and sorted-state_dict load error are unrelated." + "reason": "Qwen3VL-Moe loading breakage is not the same as a state_dict sorting load error." }, { "left": "issue:44483", "right": "issue:45381", "accept": false, - "reason": "Chat-completions API rejection and Qwen2.5-VL vision_position_ids bug are unrelated." + "reason": "Chat-completions request handling and Qwen2.5-VL video position IDs are unrelated." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "ImportError for layer_type_validation and unexpected network calls in local_files_only are unrelated." + "reason": "ImportError for layer_type_validation is unrelated to local_files_only still triggering network calls." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Different model-specific RoPE/implementation complaints; not the same underlying bug." + "reason": "Smollm3 RoPE layer omission and GLM-5 RoPE discussion are different bugs/models." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Docs mentioning return_all_scores and inability to save Pipelines are unrelated." + "reason": "Docs mentioning return_all_scores is unrelated to Pipeline save_pretrained failures." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Gemma3Config vocab_size and SAM3 vision encoder output attribute error are unrelated." + "reason": "Gemma3Config missing vocab_size and SAM3 video encoder missing fpn_position_embeddings are unrelated." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Both are save failures, but they affect different objects and code paths." + "reason": "Quantized model saving failure is not the same as pipeline serialization failure." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "State_dict loading error and saved-checkpoint regression are separate serialization issues." + "reason": "Load failure on sorted state_dict and incorrect saved checkpoint are related broadly, but not the same concrete bug." }, { "left": "issue:44220", "right": "issue:44655", "accept": false, - "reason": "Feature extraction bug and Pipeline save_pretrained failure are unrelated." + "reason": "Audio feature extraction bug is unrelated to pipeline save_pretrained." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "FlashAttention support and invalid GenerationConfig are unrelated." + "reason": "Unsupported Flash Attention and invalid GenerationConfig are different failures." }, { - "left": "issue:44263", - "right": "issue:45440", + "left": "issue:44077", + "right": "issue:44380", "accept": false, - "reason": "Different MoE model bugs in different implementations; not one shared defect." + "reason": "post_init validation for patchtsmixer is unrelated to GPT-2 attention scaling." }, { - "left": "issue:44077", - "right": "issue:44380", + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Missing vocab_size and optional post_init validation are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45440", "accept": false, - "reason": "PatchTSMixer post_init validation and GPT2 attention scaling are unrelated." + "reason": "torch.split return semantics and DeepSeekV3 implementation divergence are different bugs." }, { "left": "issue:43066", "right": "issue:45381", "accept": false, - "reason": "Wrong tokenizer decoder type and Qwen2.5-VL video position IDs are unrelated." + "reason": "Wrong tokenizer decoder type is unrelated to Qwen2.5-VL vision_position_ids." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:43976", + "right": "issue:44938", "accept": false, - "reason": "Two separate import errors from different modules/packages." + "reason": "Both are Python compatibility reports, but they target different versions and failure modes." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Gemma3Config missing vocab_size and Llama4Config missing pad_token_id are different config regressions." + "reason": "Gemma3Config missing vocab_size and Llama4Config missing pad_token_id are different config attributes." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Importing GenerationMixin and importing is_offline_mode are unrelated symbol removals." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "FSDP2 optimizer-state corruption and cache strategy typo are unrelated." + "reason": "Optimizer-state corruption and a cache-strategy typo are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44380", + "accept": false, + "reason": "Diverging attention kernels under torch.compile is not the same as GPT-2 attention scaling being ignored." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Flash Attention support for Nemotron is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions regression and Qwen3.5 checkpoint save regression are different code paths and bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The one accepted soft edge, issue:43618 \u2194 issue:43761, is reasonably supported by the titles as related CLIP v5 output-field regressions. The rest of the soft-pair rejections are cautious and do not overclaim duplicate status. No mergeability concerns apply here because these are issue pairs, not PR pairs." - }, - "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 }, @@ -13118,7 +13129,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-381", + "cluster_id": "cluster-15354-382", "nodes": [ "issue:28282", "issue:33453", @@ -13128,6 +13139,7 @@ "issue:42890", "issue:43010", "issue:43064", + "issue:43065", "issue:43352", "issue:43502", "issue:43575", @@ -13141,12 +13153,12 @@ "issue:44075", "issue:44077", "issue:44112", - "issue:44188", + "issue:44222", "issue:44242", "issue:44246", "issue:44355", "issue:44360", - "issue:44380", + "issue:44387", "issue:44484", "issue:44556", "issue:44855", @@ -13154,7 +13166,7 @@ "issue:44938", "issue:44964", "issue:45071", - "issue:45216", + "issue:45125", "issue:45278", "issue:45310", "issue:45341", @@ -13165,13 +13177,9 @@ "issue:45478", "issue:45561", "issue:45588", - "issue:45593", "issue:45600" ], "soft_pairs": [ - "issue:44188|issue:44380", - "issue:43352|issue:45593", - "issue:43618|issue:45216", "issue:36683|issue:44242", "issue:43010|issue:45278", "issue:43352|issue:43931", @@ -13185,8 +13193,8 @@ "issue:43867|issue:45357", "issue:43992|issue:45478", "issue:43010|issue:43976", - "issue:44360|issue:45440", "issue:44938|issue:45381", + "issue:44360|issue:45440", "issue:43618|issue:44077", "issue:43867|issue:44484", "issue:36296|issue:43575", @@ -13198,226 +13206,232 @@ "issue:42890|issue:45600", "issue:43502|issue:44062", "issue:43723|issue:44556", + "issue:43010|issue:44075", "issue:42890|issue:45341", - "issue:43010|issue:44075" + "issue:44222|issue:45125", + "issue:43010|issue:43065", + "issue:44387|issue:44556" ], - "prepared_review_unit_hash": "9884cba6560567158fd1c2fa85fc845193aa00a956eb01f3003f2085e1d87061", + "prepared_review_unit_hash": "1cc65b342d64e087b6ab7198276ab56f83f9720b30096ab789b2313708954a2f", "component_budget": { - "node_count": 381, - "item_count": 381, - "soft_pair_count": 1427, - "serialized_chars": 735824, - "estimated_input_tokens": 183956, - "estimated_eval_tokens": 368168 + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36063, - "estimated_input_tokens": 9016, - "estimated_eval_tokens": 18288 + "serialized_chars": 35954, + "estimated_input_tokens": 8989, + "estimated_eval_tokens": 18234 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is still mostly heterogeneous import/load-regression noise, with 45278 remaining the best broad anchor. I\u2019m downgrading the 41669\u219444246 soft edge: the packet supports shared import-performance concern, but not that they are the same underlying bug.", - "confidence": 0.72, - "canonical_issue_reason": "Issue 45278 is the best open cluster anchor because it is broad, current, and covers the recurring import/load regression theme without being as narrow as the other reports.", + "summary": "This cluster is mostly a grab-bag of unrelated regressions centered loosely on transformers loading/import behavior, testing flakiness, and model-specific bugs. None of the soft pairs look like the same underlying issue closely enough to merge, so I rejected them all. The broadest representative issue is the upgrade/import-regression report.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45278 is the broadest umbrella in the set, explicitly describing multiple import errors after upgrading to 5.5.0; it best represents the cluster\u2019s dominant loading/import-regression theme.", "canonical_pr_reason": null, - "best_issue_reason": "45278 is the strongest global triage point: it is open, broad, and can absorb nearby upgrade/import failures better than the narrower model-specific bugs.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:44188", - "right": "issue:44380", - "accept": false, - "reason": "Different attention bugs: torch.compile branching divergence vs GPT2 scaling config being ignored under SDPA/FlashAttention." - }, - { - "left": "issue:43352", - "right": "issue:45593", - "accept": false, - "reason": "Unrelated problems: FlashAttention2 support gating vs D-FINE auxiliary-loss behavior." - }, - { - "left": "issue:43618", - "right": "issue:45216", - "accept": false, - "reason": "Different models and failures: CLIPOutput attentions assignment vs Qwen3.5 save_pretrained regression." - }, + "best_issue_reason": "issue:45278 is the best global issue because it is the most general and recent report about the shared upgrade/import failure pattern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { "left": "issue:36683", "right": "issue:44242", "accept": false, - "reason": "Gemma3Config vocab_size missing is unrelated to MoE load-balancing loss not being added." + "reason": "Gemma3Config missing vocab_size is a model config bug; load-balancing loss omission is an MoE loss computation bug." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Cache update no_grad semantics are unrelated to broad import/load errors after upgrade." + "reason": "`update(...)=@torch.no_grad` is a cache/runtime fix; 45278 is a broad import regression after upgrade." }, { "left": "issue:43352", "right": "issue:43931", "accept": false, - "reason": "FlashAttention2 support vs Qwen3-VL weight-shape mismatch are different loading failures." + "reason": "Flash Attention 2 unsupported for NemotronH is unrelated to Qwen3-VL weight-shape mismatch on load." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Both are from_pretrained failures, but they affect different models and different failure modes." + "reason": "UMT5Encoder missing `embed_tokens.weight` and Qwen3.5-Moe from_pretrained errors are different model-specific load failures." }, { "left": "issue:41669", "right": "issue:44246", "accept": false, - "reason": "Both touch import performance, but the packet does not establish that 44246 is the same import-* regression as 41669." + "reason": "Import-star performance cleanup is not the same bug as intermittent slow `import transformers`." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "State-dict loading error vs missing config field dropped by strict are different root causes." + "reason": "State-dict sorting/load error and missing Qwen3.5 Vision config field are unrelated." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Gemma config attribute bug is unrelated to the FSDP2+PEFT optimizer state problem." + "reason": "Gemma3 config attribute missing is unrelated to FSDP2+PEFT optimizer-state corruption." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Compiled Python-file errors are not the same as the Python 3.13 torch.jit parse/IndentationError issue." + "reason": "Compiled Python file errors are not the same as the DebertaV2Model Python 3.13 `torch.jit.script` parsing issue." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Seed-related flaky test and xdist file-race are different CI/test failures." + "reason": "Missing `set_seed()` flakiness is different from a pytest-xdist race on `captured_info.txt`." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Python 3.14 import failure and PretrainedConfig type-checking break are distinct compatibility issues." + "reason": "Python 3.14 import failure and `PretrainedConfig` type-checking breakage are different regression classes." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Model load error and save_pretrained key regression are opposite directions of the serialization path, not the same bug." + "reason": "A generic load error from sorted state_dict is not the same as incorrect Qwen3.5 visual encoder keys on save." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Same broad from_pretrained area, but different model family and different missing-key/error behavior." + "reason": "Different models and different failure modes: UMT5Encoder missing weights vs Qwen3.5-Moe from_pretrained error." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Cache update no_grad semantics do not match a Python-version support failure." + "reason": "Cache update decoration and Python 3.9/3.10 compatibility are unrelated." }, { - "left": "issue:44360", - "right": "issue:45440", + "left": "issue:44938", + "right": "issue:45381", "accept": false, - "reason": "DSA indexer activation bug is unrelated to DeepSeekV3 MoE implementation divergence." + "reason": "Generic Python 3.14 load failure is not the same as Qwen2.5-VL video `vision_position_ids` being wrong." }, { - "left": "issue:44938", - "right": "issue:45381", + "left": "issue:44360", + "right": "issue:45440", "accept": false, - "reason": "Python import failure in 3.14 and qwen2.5-vl position-id bug are unrelated." + "reason": "DSA indexer ReLU discussion is unrelated to DeepseekV3MoE divergence from remote implementation." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "CLIPOutput attentions assignment is unrelated to patchtsmixer post_init being disallowed." + "reason": "CLIPOutput attentions assignment and patchtsmixer post_init allowlist are separate model API issues." }, { "left": "issue:43867", "right": "issue:44484", "accept": false, - "reason": "Checkpoint loading error and a save_pretrained shard-size question are unrelated." + "reason": "Sorted state_dict load failure is not the same as the 50GB shard-size default question." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bug and tp load OOM for a specific large model are not the same underlying issue." + "reason": "Tensor-parallel training bug and tensor-parallel load OOM are different code paths and likely different root causes." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "Attentions field regression is unrelated to the float16 AMP crash in LwDetrImageLoss." + "reason": "CLIPOutput attentions regression is unrelated to float16 AMP crash in LwDetrImageLoss." }, { "left": "issue:43618", "right": "issue:45588", "accept": false, - "reason": "CLIPOutput attentions assignment and sink-less flash_attention crash are different code paths." + "reason": "Attention output assignment bug is unrelated to flash_attention.py crashing on `s_aux=None`." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "PyTorch missing ImportError and tokenizer-loading regression are different loading problems." + "reason": "AutoModel missing PyTorch dependency and tokenizer-loading regression are different import/load problems." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Flaky integration test and Phi-4 multimodal load failure are unrelated." + "reason": "Test seed flakiness is not the same as failing to load Phi-4 multimodal with latest transformers." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Seed instability and GraniteSpeech stale device override are different CI issues." + "reason": "A stale device-override CI test and missing `set_seed()` failures are different test bugs." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "Seed-related failure is unrelated to auto_mappings referencing removed configs." + "reason": "Testing_utils flakiness is unrelated to stale auto_mappings references for removed Sam3LiteText configs." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Local-files-only network leak and AddedToken keyword conflict are different bugs." + "reason": "Offline API-request leakage and `AddedToken(..., special=...)` argument duplication are unrelated." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Both involve loading, but one is tokenizer loading and the other is checkpoint reloading after a version upgrade; they are not the same bug." + "reason": "Tokenizer loading regression in v5 and checkpoint reload failure after upgrade are related in theme but not the same concrete bug." }, { "left": "issue:43010", "right": "issue:44075", "accept": false, - "reason": "no_grad on cache updates is unrelated to SGD argument handling." + "reason": "`torch.no_grad` decoration for cache updates is unrelated to SGD argument handling." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "Missing set_seed flakiness is not the same as the separate `testing_utils.py` bug." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained MoE and missing `_tp_plan` for Qwen3_5Moe are different tensor-parallel/save issues." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache update decoration bug is unrelated to the dummy `nn.Conv2d` in Sam3PixelDecoder." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization memory growth and v4.57->v5.x checkpoint reload failure are different regression reports." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The cluster-level framing is mostly grounded, but one soft-edge acceptance is too strong for the evidence available: 41669 vs 44246 may both concern import performance, yet the reason asserts a specific causal link (\u201c44246 matching the import slow-down caused by the import-* issue\u201d) that is not established by the packet. To keep the verdicts conservative, this should be downgraded unless the issue bodies explicitly tie them together. The rest of the non-merge decisions look reasonably cautious." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -13433,7 +13447,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-381", + "cluster_id": "cluster-15354-382", "nodes": [ "issue:30333", "issue:30990", @@ -13448,7 +13462,6 @@ "issue:42831", "issue:43010", "issue:43012", - "issue:43065", "issue:43232", "issue:43299", "issue:43502", @@ -13458,6 +13471,7 @@ "issue:43827", "issue:43874", "issue:43901", + "issue:44038", "issue:44222", "issue:44230", "issue:44261", @@ -13467,10 +13481,10 @@ "issue:44355", "issue:44360", "issue:44368", - "issue:44387", "issue:44485", "issue:44492", "issue:44556", + "issue:44623", "issue:44655", "issue:44749", "issue:44908", @@ -13478,28 +13492,26 @@ "issue:45003", "issue:45071", "issue:45125", + "issue:45230", "issue:45375", "issue:45468", "issue:45478", "issue:45542" ], "soft_pairs": [ - "issue:44222|issue:45125", - "issue:43010|issue:43065", - "issue:44387|issue:44556", "issue:42548|issue:44351", - "issue:45125|issue:45478", "issue:43010|issue:43232", + "issue:45125|issue:45478", "issue:45125|issue:45375", - "issue:44355|issue:44749", "issue:43502|issue:44485", "issue:30990|issue:31795", + "issue:44355|issue:44749", "issue:30333|issue:33453", "issue:44315|issue:44360", "issue:43010|issue:44368", "issue:43502|issue:44222", - "issue:43299|issue:44556", "issue:43502|issue:44961", + "issue:43299|issue:44556", "issue:44355|issue:44655", "issue:42831|issue:43874", "issue:30333|issue:36296", @@ -13512,301 +13524,307 @@ "issue:43576|issue:45071", "issue:43576|issue:43824", "issue:43673|issue:44492", - "issue:38617|issue:43576", "issue:44961|issue:45468", + "issue:38617|issue:43576", "issue:31795|issue:38617", "issue:43576|issue:44351", "issue:44908|issue:44961", "issue:41628|issue:42548", "issue:44485|issue:44961", "issue:36296|issue:43901", - "issue:36296|issue:43012", "issue:41628|issue:44355", + "issue:36296|issue:43012", "issue:44261|issue:44360", "issue:44273|issue:45003", - "issue:44273|issue:45542" + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:43576|issue:44556", + "issue:44038|issue:45125" ], - "prepared_review_unit_hash": "8dd138fa3b7ad89bd5ff17bf8e5c3d6a65f9dda1c9b60b02f494186f95fe699f", + "prepared_review_unit_hash": "e096a11c7f330a4553894fef8730563ff1504caced18b9b1e2b44b01152636cf", "component_budget": { - "node_count": 381, - "item_count": 381, - "soft_pair_count": 1427, - "serialized_chars": 735824, - "estimated_input_tokens": 183956, - "estimated_eval_tokens": 368168 + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 41, - "serialized_chars": 38809, - "estimated_input_tokens": 9703, - "estimated_eval_tokens": 19662 + "serialized_chars": 39276, + "estimated_input_tokens": 9819, + "estimated_eval_tokens": 19894 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft links mostly connect issues that share broad keywords like loading, imports, v5 regressions, cache/generation, or quantization, but they do not look like the same underlying bug or change.", - "confidence": 0.93, - "canonical_issue_reason": "No single true duplicate hub stands out. If forced to anchor the cluster, issue:43576 is the broadest v5 regression report with some inbound references, but the items are mostly unrelated.", + "summary": "Mostly a grab-bag of distinct v5 regressions, import/load failures, and model-specific bugs. I only see one soft edge that plausibly reflects the same underlying issue; no PRs are present.", + "confidence": 0.66, + "canonical_issue_reason": "issue:44273 is the broad symptom report for the lazy-loading failure, while issue:45003 looks like a more specific root-cause description of the same code path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43576 is the most usable cluster anchor because it is a concise, version-specific regression report with some external references; however, it is not a strong canonical duplicate representative.", + "best_issue_reason": "issue:44273 is the most general, triage-useful statement of the accepted lazy-loading bug.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44222", - "right": "issue:45125", - "accept": false, - "reason": "Both involve FP8/MoE, but one is about save_pretrained and the other about missing tensor-parallel plan metadata; different bugs." - }, - { - "left": "issue:43010", - "right": "issue:43065", - "accept": false, - "reason": "Cache update no_grad behavior and a dummy Conv2d in Sam3PixelDecoder are unrelated code-paths." - }, - { - "left": "issue:44387", - "right": "issue:44556", - "accept": false, - "reason": "Int4 memory/OOM behavior and checkpoint reload breakage after v5 upgrade are different failure modes." - }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different missing exports." - }, - { - "left": "issue:45125", - "right": "issue:45478", - "accept": false, - "reason": "Tensor-parallel plan metadata and a generic from_pretrained error are not the same defect." + "reason": "Both are import errors, but they involve different missing symbols and likely different export paths." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Decorating cache update with no_grad and post-sync_gpus generation kwargs handling are different generation bugs." + "reason": "Different generation/caching bugs; the fix paths would not plausibly collapse into one PR." }, { "left": "issue:45125", - "right": "issue:45375", + "right": "issue:45478", "accept": false, - "reason": "Missing _tp_plan for tensor parallelism and a missing config field in a vision config are separate issues." + "reason": "Same model family, but one is missing tensor-parallel metadata and the other is a from_pretrained load failure." }, { - "left": "issue:44355", - "right": "issue:44749", + "left": "issue:45125", + "right": "issue:45375", "accept": false, - "reason": "Compiled Python file errors and a post-upgrade slowdown are unrelated." + "reason": "Different configuration issues: tensor-parallel plan vs a missing vision config field." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "local_files_only network leakage and GLM-5 RoPE implementation are unrelated." + "reason": "Unrelated problems: local_files_only network leakage versus a RoPE implementation bug." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Stuck loading and documentation confusion are not the same bug." + "reason": "A runtime loading hang and a documentation issue are not the same bug." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-file errors and a performance regression are distinct symptoms and fixes." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLflow reporting on failed training jobs and tokenizer loading regression are unrelated." + "reason": "MLflow reporting on failed training and tokenizer loading regression are unrelated." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel application and DSA indexer activation logic are different subsystems and defects." + "reason": "Different subsystems and failure modes; no shared concrete code-path bug is evident." }, { "left": "issue:43010", "right": "issue:44368", "accept": false, - "reason": "Cache no_grad decoration and a tie_word_embeddings warning are unrelated." + "reason": "Both mention warnings, but they concern different behaviors and different model/config paths." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Network calls despite local_files_only and FP8 save_pretrained are different bugs." + "reason": "Network access despite local_files_only and FP8 save_pretrained are unrelated bugs." }, { - "left": "issue:43299", - "right": "issue:44556", + "left": "issue:43502", + "right": "issue:44961", "accept": false, - "reason": "Qwen3VL MoE loading failure and generic checkpoint reload regression after upgrade are not clearly the same code-path." + "reason": "No meaningful overlap beyond being issues in the same repo." }, { - "left": "issue:43502", - "right": "issue:44961", + "left": "issue:43299", + "right": "issue:44556", "accept": false, - "reason": "local_files_only behavior and an unrelated 'racoon' issue do not match." + "reason": "Both are loading regressions, but for different versions and different reported failure modes." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Compiled file execution errors and pipeline save_pretrained failure are different defects." + "reason": "Compiled Python execution errors and pipeline save_pretrained problems are different code paths." }, { "left": "issue:42831", "right": "issue:43874", "accept": false, - "reason": "FineGrainedFP8 accuracy and GLM46V image processor attribute errors are unrelated." + "reason": "Accuracy loss in FP8 versus a missing image-patch accessor are unrelated." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow reporting on failed jobs and tensor parallel training bug are different issues." + "reason": "Training-job MLflow reporting and tensor-parallel training are different bugs." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "Both mention FP8/MoE, but one is save_pretrained bug and the other is inference support; not mergeable as one fix." + "reason": "FP8 save_pretrained and FP8 inference support are related theme-wise but not the same concrete bug." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled file errors and PretrainedConfig type checking breakage are unrelated." + "reason": "Compiled-file errors and PretrainedConfig type-checking breakage are separate regressions." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer loading regression and Llama 3.2 vision model loading failure are different loading paths." + "reason": "Different model-loading regressions with different affected models and symptoms." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing is_offline_mode import and broken transformers env command are different regressions." + "reason": "The env command issue may involve imports, but this is too indirect to treat as the same bug." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Pipeline-doc references and an unrelated 'racoon' issue do not match." + "reason": "Documentation references to pipeline() and an unrelated issue titled racoon are clearly different." }, { "left": "issue:33453", "right": "issue:36296", "accept": false, - "reason": "Tokenizer loading and tensor parallel training are unrelated." + "reason": "Tokenizer loading regression and tensor-parallel training bug are unrelated." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "Broken env command and PretrainedConfig type checking are different failures." + "reason": "A broken env command and a type-checking regression are different failures." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Broken env command and Qwen2_5_VL import error are unrelated." + "reason": "Both are import-related, but they concern different symbols and different failure contexts." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Generation cache missing during chunked_prefill and a cache-strategy typo are different scopes." + "reason": "A generation cache regression and a cache-strategy typo are not the same underlying bug." }, { - "left": "issue:38617", - "right": "issue:43576", + "left": "issue:44961", + "right": "issue:45468", "accept": false, - "reason": "ImportError from configuration_utils and broken env command are not the same bug." + "reason": "No substantive overlap beyond generic issue wording." }, { - "left": "issue:44961", - "right": "issue:45468", + "left": "issue:38617", + "right": "issue:43576", "accept": false, - "reason": "A placeholder 'racoon' issue and Gemma-4 audio positional encoding are unrelated." + "reason": "Different import failures in different commands/code paths." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Docs confusion around forward args and an import error for layer_type_validation are unrelated." + "reason": "Documentation confusion and an ImportError are unrelated." }, { "left": "issue:43576", "right": "issue:44351", "accept": false, - "reason": "Broken env command and missing HybridCache import are different regressions." + "reason": "Both are import-related, but they point to different missing exports and different call sites." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs handling and an unrelated 'racoon' issue do not match." + "reason": "Scheduler kwargs handling and an unrelated issue are not duplicates." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "AutoImageProcessor and PreTrainedModel import failures are separate missing-export issues." + "reason": "Different missing imports from transformers, with different symbols and likely different fixes." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation and an unrelated 'racoon' issue are not the same." + "reason": "RoPE implementation bug and unrelated issue title do not match." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor parallel training and TextClassificationPipeline docs are unrelated." + "reason": "Tensor-parallel training and docs about return_all_scores are unrelated." }, { - "left": "issue:36296", - "right": "issue:43012", + "left": "issue:41628", + "right": "issue:44355", "accept": false, - "reason": "Tensor parallel training and bfloat16 compile warning are different bugs." + "reason": "ImportError for AutoImageProcessor and compiled Python file errors are separate problems." }, { - "left": "issue:41628", - "right": "issue:44355", + "left": "issue:36296", + "right": "issue:43012", "accept": false, - "reason": "AutoImageProcessor import failure and compiled Python file errors are unrelated." + "reason": "Tensor-parallel training bug and bfloat16 compile warning are different issues." }, { "left": "issue:44261", "right": "issue:44360", "accept": false, - "reason": "Missing rms_norm_eps in MLA q_a_layernorm and DSA indexer ReLU absence are different precision/logic issues." + "reason": "Missing rms_norm_eps precision issue and a DSA ReLU complaint are unrelated." }, { "left": "issue:44273", "right": "issue:45003", + "accept": true, + "reason": "Both describe the lazy-loading failure: one as the user-visible symptom, the other as a likely root cause in modeling_utils/sys.modules access." + }, + { + "left": "issue:44623", + "right": "issue:45230", "accept": false, - "reason": "Lazy loading problems and unsafe sys.modules access are related only superficially; not the same concrete bug." + "reason": "Missing processor.save_pretrained files and a generic bug report are not the same concrete bug." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading and undefined tf backend error from tensorboard-only installs are unrelated." + "reason": "Lazy loading and a TensorFlow backend error are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken env command and checkpoint reload regression are different issues." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL-Moe load bug and missing tensor-parallel plan are different concrete failures." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is conservative and grounded in the packet. The one accepted soft edge, issue:44273 vs issue:45003, is plausibly the same lazy-loading/sys.modules problem based on the titles alone, and the rest are reasonably rejected as distinct bugs. No PRs are present, so the final note is also accurate." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -13821,7 +13839,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-381", + "cluster_id": "cluster-15354-382", "nodes": [ "issue:31795", "issue:33453", @@ -13830,6 +13848,8 @@ "issue:41669", "issue:42371", "issue:42890", + "issue:42913", + "issue:43066", "issue:43352", "issue:43408", "issue:43502", @@ -13841,7 +13861,6 @@ "issue:43723", "issue:43827", "issue:43976", - "issue:44038", "issue:44077", "issue:44246", "issue:44261", @@ -13865,7 +13884,6 @@ "issue:44945", "issue:45071", "issue:45092", - "issue:45125", "issue:45230", "issue:45310", "issue:45341", @@ -13873,10 +13891,7 @@ "issue:45478" ], "soft_pairs": [ - "issue:44623|issue:45230", - "issue:43576|issue:44556", "issue:41669|issue:43673", - "issue:44038|issue:45125", "issue:44393|issue:45071", "issue:44556|issue:45092", "issue:42371|issue:44492", @@ -13887,8 +13902,8 @@ "issue:43976|issue:44393", "issue:43352|issue:44393", "issue:43576|issue:44908", - "issue:44908|issue:45071", "issue:44297|issue:45230", + "issue:44908|issue:45071", "issue:44295|issue:45230", "issue:41669|issue:44351", "issue:41669|issue:45341", @@ -13896,16 +13911,16 @@ "issue:41669|issue:44492", "issue:44393|issue:45478", "issue:44315|issue:44829", - "issue:43827|issue:44908", "issue:31795|issue:33453", + "issue:43827|issue:44908", "issue:44077|issue:44861", "issue:41669|issue:44908", "issue:43723|issue:44393", - "issue:43576|issue:44273", "issue:44655|issue:44861", + "issue:43576|issue:44273", "issue:44360|issue:45468", - "issue:44273|issue:44908", "issue:45230|issue:45310", + "issue:44273|issue:44908", "issue:43519|issue:44485", "issue:41669|issue:43704", "issue:43519|issue:44908", @@ -13921,330 +13936,319 @@ "issue:44263|issue:45468", "issue:44261|issue:45468", "issue:43606|issue:45468", - "issue:43704|issue:45341" + "issue:43704|issue:45341", + "issue:42913|issue:43066" ], - "prepared_review_unit_hash": "47a84ab8025d0858b2c554575c02e24bef94bc3152f49262c167b730ac7a415d", + "prepared_review_unit_hash": "5b8ab1d9e4046823481b3f3d52a58f322c245da84dfd3959ba2185e4d9904fd6", "component_budget": { - "node_count": 381, - "item_count": 381, - "soft_pair_count": 1427, - "serialized_chars": 735824, - "estimated_input_tokens": 183956, - "estimated_eval_tokens": 368168 + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 49, - "serialized_chars": 41785, - "estimated_input_tokens": 10447, - "estimated_eval_tokens": 21150 + "soft_pair_count": 47, + "serialized_chars": 41174, + "estimated_input_tokens": 10294, + "estimated_eval_tokens": 20844 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is dominated by title-level similarity around Transformers v5/loading/tokenizer/model issues, but the pairs do not look like the same underlying bug or change. I rejected all soft edges and used one concrete v5 loading regression as the best representative issue.", - "confidence": 0.71, - "canonical_issue_reason": "issue:44556 is the most concrete and representative loading-regression report in the set: it has a specific upgrade path (v4.57 to v5.2/v5.3) and a clear failure mode, unlike the many generic or loosely related items.", + "summary": "Mostly false-positive similarity pairs across unrelated Transformers issues; the only obvious true duplicate in the item set is the identical Qwen3.5 Moe from_pretrained report (issue:45310 / issue:45478).", + "confidence": 0.93, + "canonical_issue_reason": "issue:45310 is the earliest and more canonical report for the exact same Qwen3.5 Moe from_pretrained error, with issue:45478 duplicating it later.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44556 is the strongest anchor for duplicate triage because it is specific, reproducible, and sits in the common compatibility-breakage theme seen across several nearby titles.", + "best_issue_reason": "issue:45310 is the strongest representative issue in this cluster because it is a concrete, specific bug report and appears to subsume the later identical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44623", - "right": "issue:45230", - "accept": false, - "reason": "Different bugs: processor save_pretrained missing files vs a generic bug report with no concrete matching failure mode." - }, - { - "left": "issue:43576", - "right": "issue:44556", - "accept": false, - "reason": "Both mention v5 breakage, but one is an env command issue and the other is checkpoint reload compatibility; different codepaths." - }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-star performance/regression is unrelated to GenerationMixin cache behavior during chunked_prefill." - }, - { - "left": "issue:44038", - "right": "issue:45125", - "accept": false, - "reason": "Same model family, but one is a general Qwen3-VL-Moe bug and the other is missing _tp_plan for tensor parallelism; not the same issue." + "reason": "Import-star import-time/perf problem vs a cache-missing generation bug; different code paths." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL bounding-box output error is unrelated to PretrainedConfig type-checking breakage." + "reason": "Vision 2D bounding-box output issue vs PretrainedConfig type-checking regression; unrelated symptoms." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both are v5 model-loading incompatibilities, but one is a checkpoint reload regression and the other is remote-code/meta-init incompatibility for a specific model." + "reason": "Both involve loading old checkpoints under v5, but one is a general reload incompatibility and the other is a specific InternVL2 remote-code/meta-init failure." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API changes and a cache-strategy typo are unrelated." + "reason": "TF32 behavior settings vs a typo in cache strategies; unrelated." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Missing set_seed in tests is unrelated to inverse_sqrt scheduler kwargs handling." + "reason": "Flaky integration test due to missing seed vs inverse_sqrt scheduler kwargs not forwarded; different bugs." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs forwarding and scheduler kwargs propagation are different bugs in different subsystems." + "reason": "AutoProcessor kwargs forwarding to cached_file vs scheduler kwargs handling; different components." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Import slowness and lazy-loading failure are related only at a broad theme level; not the same concrete bug." + "reason": "Import sometimes being slow vs lazy loading not working properly; related theme but not the same concrete bug." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Model-type warning vs Liger Kernel not applied with model_init; different mechanisms and symptoms." + "reason": "Wrong model-type warning vs Liger Kernel not applied with model_init; no shared bug." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility issue is unrelated to Qwen3-VL output correctness." + "reason": "Python version compatibility issue vs Qwen3-VL bbox output problem; unrelated." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 support gap is unrelated to Qwen3-VL hallucination/error output." + "reason": "Flash Attention 2 support gating vs Qwen3-VL hallucination/error output; different issues." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "v5 env command breakage and scheduler kwargs bug are unrelated." + "reason": "Broken `transformers env` CLI vs scheduler kwargs ignored; unrelated." }, { - "left": "issue:44908", - "right": "issue:45071", + "left": "issue:44297", + "right": "issue:45230", "accept": false, - "reason": "Scheduler kwargs handling and PretrainedConfig type-checking are separate issues." + "reason": "tokenizer.save_pretrained metadata mismatch vs an unspecific bug report with no evidence of the same root cause." }, { - "left": "issue:44297", - "right": "issue:45230", + "left": "issue:44908", + "right": "issue:45071", "accept": false, - "reason": "Tokenizer_class mismatch in save_pretrained is not the same as a generic bug report." + "reason": "Scheduler kwargs bug vs PretrainedConfig type-checking regression; different subsystems." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "position_ids buffer read error is a distinct model-tensor issue, not the generic bug report." + "reason": "position_ids buffer access error vs generic bug report; not enough to match." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star cleanup/performance is unrelated to missing HybridCache import." + "reason": "Import-star performance regression vs HybridCache import failure; unrelated." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import-time cleanup issue is unrelated to a small testing_utils bug." + "reason": "Import-star slowdown vs a testing_utils bug; different problems." }, { "left": "issue:44492", "right": "issue:44945", "accept": false, - "reason": "Cache-strategy typo and incorrect pipeline-parallel output are different failures." + "reason": "Cache-strategy typo vs incorrect LLM output under pipeline parallelism; unrelated." }, { "left": "issue:41669", "right": "issue:44492", "accept": false, - "reason": "Import-star performance issue does not match a cache-strategy typo." + "reason": "Model import-star slowdown vs cache-strategy typo; not the same bug." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Different Qwen3.5 Moe bug: bounding-box hallucination vs from_pretrained error." + "reason": "Qwen3-VL 2D bbox hallucination vs Qwen3.5 Moe from_pretrained error; different models and failures." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel application with model_init is unrelated to flash_attention_3 causing degenerate training." + "reason": "Liger Kernel application issue vs flash_attention_3 training degeneration; different code paths." }, { - "left": "issue:43827", - "right": "issue:44908", + "left": "issue:31795", + "right": "issue:33453", "accept": false, - "reason": "Docs still referencing pipeline() is unrelated to scheduler kwargs handling." + "reason": "Forward-docs confusion vs tokenizer loading regression; unrelated." }, { - "left": "issue:31795", - "right": "issue:33453", + "left": "issue:43827", + "right": "issue:44908", "accept": false, - "reason": "Documentation confusion and tokenizer-loading regression are not the same bug." + "reason": "Docs still referencing removed pipeline() vs scheduler kwargs bug; not the same change." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init allowance and _get_tied_weight_keys AttributeError are separate model-internal issues." + "reason": "patchtsmixer post_init policy vs tied-weight-key AttributeError; different areas." }, { "left": "issue:41669", "right": "issue:44908", "accept": false, - "reason": "Import performance regression is unrelated to scheduler behavior." + "reason": "Import-star performance regression vs scheduler kwargs handling; unrelated." }, { "left": "issue:43723", "right": "issue:44393", "accept": false, - "reason": "Tokenizer loading in v5 and Qwen3-VL bounding-box output errors are unrelated." + "reason": "AutoTokenizer loading issue vs Qwen3-VL bbox output problem; unrelated." }, { - "left": "issue:43576", - "right": "issue:44273", + "left": "issue:44655", + "right": "issue:44861", "accept": false, - "reason": "Broken env command and lazy-loading malfunction are different problems, even if both touch v5-era internals." + "reason": "Pipeline save_pretrained support vs tied-weight-key crash; different bugs." }, { - "left": "issue:44655", - "right": "issue:44861", + "left": "issue:43576", + "right": "issue:44273", "accept": false, - "reason": "Pipeline save_pretrained support and tied-weight key handling are unrelated." + "reason": "Broken env command vs lazy loading malfunction; only broad v5 theme shared." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer activation issue and Gemma-4 audio positional encoding are unrelated." + "reason": "DSA indexer missing ReLU vs Gemma4AudioRelPositionalEncoding issue; different code paths." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs a specific Qwen3.5 Moe from_pretrained error; no evidence they are the same issue." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading failure does not match inverse_sqrt scheduler kwargs behavior." + "reason": "Lazy loading failure vs scheduler kwargs ignored; unrelated." }, { - "left": "issue:45230", - "right": "issue:45310", + "left": "issue:43519", + "right": "issue:44485", "accept": false, - "reason": "Generic bug report is not a concrete duplicate of the Qwen3.5 Moe from_pretrained error." + "reason": "Incorrect timestamp calculation in Qwen3VL vs GLM-5 RoPE implementation; different models and bugs." }, { "left": "issue:43519", - "right": "issue:44485", + "right": "issue:44908", "accept": false, - "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model-specific math bugs." + "reason": "Timestamp calculation bug vs scheduler kwargs issue; unrelated." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star slowdown and VRAM leak in multi-threaded dataloader use are unrelated." + "reason": "Import-star slowdown vs VRAM leak in dataloader threads; different symptoms and code paths." }, { - "left": "issue:43519", - "right": "issue:44908", + "left": "issue:43502", + "right": "issue:43519", "accept": false, - "reason": "Timestamp calculation in a processor and scheduler kwargs handling are unrelated." + "reason": "local_files_only still causing API requests vs timestamp calculation in a processor; unrelated." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion about forward args is unrelated to Llama 3.2 model-loading regression." + "reason": "Documentation confusion vs model loading breakage for Llama 3.2 Vision; unrelated." }, { "left": "issue:31795", "right": "issue:37428", "accept": false, - "reason": "Forward-doc confusion is unrelated to a flash-attention import error." + "reason": "Documentation confusion vs missing flash attention import error; unrelated." }, { "left": "issue:44315", "right": "issue:45092", "accept": false, - "reason": "Liger Kernel/model_init and remote-code meta-initialization incompatibility are not the same bug." + "reason": "Liger Kernel/model_init behavior vs old InternVL2 checkpoint/meta-init incompatibility; only broad model-loading context overlaps." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in dataloader threads and GLM-5 RoPE implementation are unrelated." + "reason": "VRAM leak across dataloader threads vs RoPE implementation discussion; different bugs." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Different model internals: RoPE implementation vs audio relative positional encoding." + "reason": "GLM-5 RoPE implementation issue vs Gemma4AudioRelPositionalEncoding; different models and code paths." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 API guidance is unrelated to a VRAM leak." - }, - { - "left": "issue:43502", - "right": "issue:43519", - "accept": false, - "reason": "local_files_only network requests and Qwen3VL timestamp math are different failure modes." + "reason": "TF32 control settings vs VRAM leak in dataloader threads; unrelated." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Timestamp calculation bug and processor save_pretrained missing files are unrelated." + "reason": "Timestamp calculation bug vs processor.save_pretrained missing files; different functionality." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Timestamp calculation in a processor is unrelated to a multi-threaded VRAM leak." + "reason": "Timestamp calculation bug vs VRAM leak in dataloader threads; unrelated." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return semantics in GlmMoeDsaIndexer are unrelated to Gemma-4 audio positional encoding." + "reason": "torch.split return-value issue vs Gemma4AudioRelPositionalEncoding; unrelated." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Layernorm epsilon precision discussion is unrelated to audio relative positional encoding." + "reason": "MLA q_a_layernorm epsilon precision issue vs Gemma4AudioRelPositionalEncoding; different problems." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch and Gemma-4 audio positional encoding are unrelated." + "reason": "CPU offload device-mismatch bug vs Gemma4AudioRelPositionalEncoding; unrelated." }, { "left": "issue:43704", "right": "issue:45341", "accept": false, - "reason": "VRAM leak in multi-threaded loading does not match a testing_utils bug." + "reason": "VRAM leak in dataloader threads vs testing_utils bug; different issues." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Tokenizer behavior difference across v4/v5 vs wrong tokenizer decoder type in v5; related area but not the same underlying bug." } ] }, @@ -14266,7 +14270,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-381", + "cluster_id": "cluster-15354-382", "nodes": [ "issue:30333", "issue:31515", @@ -14274,8 +14278,6 @@ "issue:33453", "issue:36296", "issue:38617", - "issue:42913", - "issue:43066", "issue:43298", "issue:43525", "issue:43572", @@ -14292,7 +14294,6 @@ "issue:45341" ], "soft_pairs": [ - "issue:42913|issue:43066", "issue:44908|issue:44998", "issue:44998|issue:45341", "issue:44861|issue:45290", @@ -14310,136 +14311,130 @@ "issue:31515|issue:33453", "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "370d30b279fbc797fdf89d3a7c11882f1eec603a436ee61e061469792d51ad1f", + "prepared_review_unit_hash": "19564b33abc3d26f63cb89ddc08cdb160c7b35551c3c0139dc32dde8f70c4ee6", "component_budget": { - "node_count": 381, - "item_count": 381, - "soft_pair_count": 1427, - "serialized_chars": 735824, - "estimated_input_tokens": 183956, - "estimated_eval_tokens": 368168 + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 }, "budget": { - "node_count": 22, - "item_count": 22, - "soft_pair_count": 17, - "serialized_chars": 17392, - "estimated_input_tokens": 4348, - "estimated_eval_tokens": 8952 + "node_count": 20, + "item_count": 20, + "soft_pair_count": 16, + "serialized_chars": 15992, + "estimated_input_tokens": 3998, + "estimated_eval_tokens": 8252 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. There is a loose tokenizer-v5 theme, but none of the soft pairs look like the same underlying bug/change strongly enough to merge. No PRs are present.", - "confidence": 0.34, - "canonical_issue_reason": "If a representative is needed, issue 42913 is the broadest tokenizer-v5 regression report; however, the cluster does not look like one true duplicate set.", - "canonical_pr_reason": null, - "best_issue_reason": "42913 is the best cluster representative because it is the most general and likely to subsume nearby tokenizer-v5 complaints, even though it is not a confirmed duplicate of the others.", - "best_pr_reason": null, + "summary": "No soft edge looks like a true duplicate: the items span unrelated bugs, docs, typos, import errors, and model-specific regressions. The cluster appears heterogeneous rather than one underlying issue.", + "confidence": 0.79, + "canonical_issue_reason": "No single canonical issue stands out because the set is not a duplicate cluster; similarities are mostly superficial (e.g. loading-related wording) across different code paths and subsystems.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "Issue 45310 is the strongest standalone bug report here: it describes a concrete, reproducible from_pretrained failure in a specific model/version combination, making it the most actionable representative issue among these unrelated reports.", + "best_pr_reason": "No pull requests are present in this cluster.", "soft_edge_verdicts": [ - { - "left": "issue:42913", - "right": "issue:43066", - "accept": false, - "reason": "Both concern tokenizer behavior in v5, but one is a broad v4\u2192v5 behavior regression and the other is a specific decoder-type mismatch; not clearly the same bug." - }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs handling is unrelated to an unrelated/non-technical issue." + "reason": "Scheduler kwargs bug vs an unrelated placeholder/title issue; no shared code path or underlying defect." }, { "left": "issue:44998", "right": "issue:45341", "accept": false, - "reason": "No shared code path or symptom; these are unrelated issues." + "reason": "Completely unrelated: one is nonspecific/'Unemployment', the other is a bug in testing_utils.py." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Different subsystems and different failure modes: tied-weights attribute handling vs chat template crash." + "reason": "Different failures in different areas: tied-weight key handling vs chat template crashes on tool-call messages." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "A typo in cache strategies is unrelated to the other issue." + "reason": "A typo in cache strategy docs is unrelated to the other issue." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIP output attentions regression is unrelated." + "reason": "CLIPOutput attentions regression is unrelated to the other issue." }, { "left": "issue:44556", "right": "issue:44998", "accept": false, - "reason": "Checkpoint reload compatibility after v5 upgrade is unrelated to the other issue." + "reason": "Checkpoint reload regression after version upgrade is unrelated to the other issue." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id on Llama4Config and tied-weight key handling are different bugs." + "reason": "Both mention missing attributes, but they affect different configs and different failure modes; not the same bug." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_idx on StableLmConfig is a separate config regression." + "reason": "StableLmConfig pad_token_idx missing and tied-weight-key crash are different code paths and symptoms." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow checkpoint loading and an ImportError from configuration_utils are different code paths." + "reason": "from_pretrained loading slowness is unrelated to an ImportError for layer_type_validation." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8/Qwen3-VL support and missing processor save files are not the same bug." + "reason": "FP8 inference support for Qwen models is unrelated to processor.save_pretrained missing files." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint loading speed and tensor-parallel training are unrelated." + "reason": "Checkpoint loading performance and tensor-parallel training behavior are different problems." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLFlow job-status reporting is unrelated to checkpoint loading performance." + "reason": "MLFlow reporting on failed training jobs is unrelated to slow checkpoint loading." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Loading performance and documentation confusion are not the same underlying issue." + "reason": "A documentation confusion issue is not the same as a checkpoint loading performance bug." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen3.5 MoE, but one is FP8 support and the other is a from_pretrained error; not clearly one concrete bug." + "reason": "Both involve Qwen3.x/MoE wording, but one is FP8 inference support while the other is a specific from_pretrained error; not the same underlying fix." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Checkpoint loading slowdown and tokenizer-loading regression are separate issues." + "reason": "Tokenizer loading regression and checkpoint loading slowness are distinct bugs." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching audio-model support and FP8 inference support are different feature gaps." + "reason": "Continuous batching audio-model support and Qwen FP8 inference support are different feature gaps/issues." } ] }, @@ -14469,40 +14464,40 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "efe8ec252c55ddf8c41f0561f93d8e2b515b3f69970a2821f528f9294ebd8913", + "prepared_review_unit_hash": "e07539fb78260ca37d25f11817fb66f7b34bc63333eafef7c7e452c090b255fe", "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": 1587, + "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": 1587, + "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 two different community feature requests in the same broad area, but they target unrelated capabilities: Flash Attention 2 support vs GGUF support. They should not be treated as duplicates.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "These are two distinct community contribution requests for different capabilities: Flash Attention 2 support vs GGUF support. They should not be deduplicated or merged.", + "confidence": 0.96, + "canonical_issue_reason": "If a single representative issue is needed, #26350 is the better anchor because it is the more active and older thread, but it covers a different feature request than #33260.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "#26350 has higher discussion activity and is the more established issue, so it is the better canonical representative for this cluster, though not a duplicate of #33260.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different underlying changes/features; one requests Flash Attention 2 support and the other requests GGUF support, so they are not the same bug or fix." + "reason": "Different requested features and code paths: Flash Attention 2 support is unrelated to GGUF support. They are not the same underlying issue." } ] }, @@ -14539,70 +14534,70 @@ "issue:43834|issue:44365", "issue:44365|issue:44370" ], - "prepared_review_unit_hash": "70b8053e33e3b6bed84eafd239d5700deb77468f622d38e82e7c06d6fe306e3d", + "prepared_review_unit_hash": "974c89f09ffe2fd9eae05daeaba518983802956c2ffae6badec7401e3b9399a5", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4455, - "estimated_input_tokens": 1114, - "estimated_eval_tokens": 2484 + "serialized_chars": 4452, + "estimated_input_tokens": 1113, + "estimated_eval_tokens": 2482 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4455, - "estimated_input_tokens": 1114, - "estimated_eval_tokens": 2484 + "serialized_chars": 4452, + "estimated_input_tokens": 1113, + "estimated_eval_tokens": 2482 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four items are documentation-translation issues, but only #27088 is concrete (Turkish). The others are generic placeholder/template issues with no language specified, so they are not safe duplicate merges. No PRs are present.", - "confidence": 0.93, - "canonical_issue_reason": "#27088 is the only specific, actionable issue: it names Turkish docs translation explicitly. The other issues are generic placeholders ([i18n-] / ) and do not identify the same concrete problem.", + "summary": "These issues all follow the same i18n translation template, but they appear to represent different language-specific translation tasks rather than duplicates. The Turkish issue is the only concrete one; the others look like generic placeholder/template instances.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 27088 is the only concrete, language-specific report ([i18n-TR] Turkish) rather than a placeholder template, so it is the clearest real issue in the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "#27088 is the best representative because it is specific, user-facing, and clearly scoped to one translation task. The others look like template instances rather than a concrete duplicate target.", + "best_issue_reason": "27088 is the best representative because it names an actual target language and appears to be a specific actionable translation request, while the others are generic placeholders with no concrete language identity in the title.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Both are translation-related, but #44370 is a generic placeholder issue and does not identify Turkish docs or the same concrete work item." + "reason": "Same translation template, but no evidence they are the same language or same underlying task; likely separate language-specific docs translation requests." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "#27088 is specifically Turkish; #44365 is only a template stub, so there is not enough evidence that they are the same underlying issue." + "reason": "This is another generic i18n translation issue, not shown to be the Turkish request or the same concrete translation work." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "#43834 is a generic language placeholder issue, not a concrete Turkish translation request, so this is not a safe duplicate." + "reason": "Titles indicate different language placeholders / language-specific translation tasks, so they should not be merged as duplicates." }, { "left": "issue:43834", "right": "issue:44370", "accept": false, - "reason": "These are near-identical templates, but without actual language details they cannot be confirmed as the same underlying issue." + "reason": "Both are generic translation-template issues, but there is no evidence they refer to the same language or same work item." }, { "left": "issue:43834", "right": "issue:44365", "accept": false, - "reason": "Same generic i18n template wording only; no concrete language or task details to justify duplicate merging." + "reason": "Highly similar template text is not enough; these could be different language translation requests and are not the same bug/change." }, { "left": "issue:44365", "right": "issue:44370", "accept": false, - "reason": "Both are placeholder issues with identical template titles, but the available data is too generic to prove they refer to one specific bug/change." + "reason": "No concrete overlap beyond the shared template; the underlying translation targets are not shown to be identical." } ] }, @@ -14671,7 +14666,7 @@ "issue:43837|issue:45027", "issue:43837|issue:45177" ], - "prepared_review_unit_hash": "bc5136440272b7bab1e0c331202c49a792e339b34f33eec72b4b7ba62d35bab0", + "prepared_review_unit_hash": "6e02068c22fb9ee187c34528184deb12ec083c1ffa49ab4de71b97d5fbc68afb", "component_budget": { "node_count": 14, "item_count": 14, @@ -14693,180 +14688,180 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is mostly broad model-request issues that look superficially similar but refer to different models, modalities, or feature additions. They do not appear to be duplicates of the same underlying change.", + "summary": "This cluster is a loose set of model-request issues across different model families and modalities (BERT variants, audio/TTS/ASR, OCR, sparse transformers, vision). They share only a generic 'add support' theme, so none are true duplicates.", "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:37015 is the most representative generic model-add request and has the strongest discussion activity, but it still describes a different model family from the others.", "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. Same broad \u2018add model\u2019 theme, but not the same change." + "reason": "EuroBert config addition vs DEIMv2 are unrelated model families." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config vs Qwen3-TTS support are unrelated models and tasks." + "reason": "EuroBert vs Qwen3-TTS is a different architecture and modality." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT addition and Qwen3-ASR support target different models and modalities." + "reason": "NeoBERT request and Qwen3-ASR support are separate speech/model additions." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT vs OpenAI weight-sparse transformer are different model families with different implementation needs." + "reason": "NeoBERT and the weight-sparse transformer are different concrete models." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are unrelated model additions." + "reason": "NeoBERT is unrelated to LFM2.5 Audio." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different models; no evidence they are the same underlying request." + "reason": "NeoBERT and ModernVBERT are different BERT variants, not the same request." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT vs Voxtral TTS support are distinct model integrations." + "reason": "NeoBERT vs Voxtral TTS is a different model and task." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model-specific requests." + "reason": "MiniCPM3 architecture request and Qwen3-ASR are distinct model integrations." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 architecture work is not the same as adding the OpenAI sparse transformer model." + "reason": "MiniCPM3 and the sparse transformer request target different code paths/models." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are separate model additions." + "reason": "MiniCPM3 and ModernVBERT are unrelated model families." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 architecture request and Voxtral TTS support are unrelated." + "reason": "MiniCPM3 vision/LLM support and Voxtral TTS are different additions." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 addition and Qwen3-TTS support are different model requests." + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT models and Qwen3-ASR support are unrelated additions." + "reason": "ModernVBERT models and Qwen3-ASR are different architectures/tasks." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are different models and tasks." + "reason": "ModernVBERT is not the same underlying change as Qwen3-TTS support." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT models vs BERT-like models with RoPE is only a broad architectural similarity, not the same concrete request." + "reason": "ModernVBERT models vs a general BERT-like RoPE proposal are not the same concrete request." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE support and Voxtral TTS support are unrelated feature requests." + "reason": "A BERT-like RoPE discussion is unrelated to Voxtral TTS support." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Both are Qwen3 requests, but TTS and ASR are different modalities and separate integrations." + "reason": "Qwen3-TTS and Qwen3-ASR are different capabilities and code paths." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are different models; same modality but not the same underlying change." + "reason": "Qwen3-TTS support vs Voxtral TTS support are different model integrations." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS support and DeepSeek-OCR2 are different model requests." + "reason": "Qwen3-TTS and DeepSeek-OCR2 target different modalities." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS support is unrelated to the OpenAI sparse transformer request." + "reason": "Qwen3-TTS support is unrelated to the sparse transformer request." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are distinct audio model requests." + "reason": "Qwen3-TTS and LFM2.5 Audio are separate audio model requests." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are different audio models with separate support paths." + "reason": "Qwen3-ASR and LFM2.5 Audio are distinct speech-model additions." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR support and EUPE encoder support are unrelated model additions." + "reason": "Qwen3-ASR is unrelated to EUPE (a perception encoder) addition." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR and the OpenAI weight-sparse transformer are different model integrations." + "reason": "Qwen3-ASR support and weight-sparse transformer support are different concrete changes." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are different models and different use cases." + "reason": "LFM2.5 Audio and SAM3-LiteText are different model families and tasks." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "OpenAI sparse transformer support and EUPE encoder support are unrelated requests." + "reason": "Weight-sparse transformer support and EUPE are not the same model change." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral-4B-TTS are different speech models and not the same change." + "reason": "Qwen3-ASR and Voxtral TTS are different speech models." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR support and DeepSeek-OCR2 addition are different model requests." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and code paths." } ] }, @@ -14907,12 +14902,12 @@ "issue:43668|issue:44031", "issue:43668|issue:43813" ], - "prepared_review_unit_hash": "442133c41799bc70f07079ff922d28c5bb1714fa3695e3bd6605d8cdea8356a2", + "prepared_review_unit_hash": "98166addb8cb62f96eb40c4d108e0420e8de09056ab6ca8ab88516a3549f4ece", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6292, + "serialized_chars": 6291, "estimated_input_tokens": 1573, "estimated_eval_tokens": 3402 }, @@ -14920,7 +14915,7 @@ "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6292, + "serialized_chars": 6291, "estimated_input_tokens": 1573, "estimated_eval_tokens": 3402 }, @@ -14929,60 +14924,60 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is heterogeneous: the issues span unrelated areas (model normalization, Mask2Former loss behavior, config typing, a typo, and tokenizer warning behavior). None of the soft edges look like the same underlying bug.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue fits well here; the items are about different code paths and bug classes, so the cluster should not be merged around a single issue.", + "summary": "This cluster is not a duplicate set: the issues cover unrelated areas (normalization semantics, Mask2Former loss kwargs, ModernBERT config typing, a typo in a quantization attribute, and a tokenizer regex warning). The shared similarity is mostly superficial/model-library phrasing, not the same underlying bug.", + "confidence": 0.93, + "canonical_issue_reason": "If one issue must serve as the anchor, issue 43668 is the clearest single-bug report: a concrete ModernBERTConfig type-hint defect with a narrow, actionable fix. The rest of the items are unrelated enough that there is no natural canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative because there is no common underlying defect across the cluster.", + "best_issue_reason": "Issue 43668 is the best representative issue because it is precise, self-contained, and clearly describes one code-path problem. It is also less ambiguous than the broader or more speculative reports in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Both mention normalization-related terms, but one is about Llama4TextL2Norm semantics and the other is a ModernBERT config type hint; these are unrelated bugs." + "reason": "Different models and different defect types: one asks whether Llama4TextL2Norm should be RMSNorm, the other reports an incorrect ModernBERTConfig type hint." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value being unused and kwargs not reaching a loss function are different implementation problems in different paths." + "reason": "Mask2Former ignore_value usage is a model-specific loss-parameter issue, while 43240 is a broader kwargs-not-forwarded bug; not the same underlying code path." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former loss handling is unrelated to tokenizer regex warning behavior." + "reason": "Mask2Former loss handling and tokenizer regex warnings are unrelated subsystems and symptoms." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "A loss-argument issue and a typo in a quantization attribute name are distinct defects." + "reason": "A missing ignore_value use in Mask2Former is unrelated to a typo in a quantization-operation attribute." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Different models and different bug types: unused ignore_value vs incorrect config type hint." + "reason": "These concern different models and different bug classes: unused loss parameter versus config type annotation." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Passing kwargs to loss calculation and a ModernBERT config annotation issue do not share the same code-path bug." + "reason": "kwargs not reaching a loss function is not the same problem as an incorrect ModernBERTConfig type hint." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "Incorrect type hint in a config class is not the same as a tokenizer warning regression." + "reason": "A config type-hint mistake and tokenizer regex warning behavior do not share a concrete code-path or fix." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "These are both small correctness issues, but one is a type-hint typo and the other is a specific attribute-name typo in a different subsystem." + "reason": "These are distinct issues: one is a ModernBERT config typing problem, the other a literal typo in a different quantization attribute." } ] }, @@ -15012,12 +15007,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "30394be29ea882871b54591c1ada2d1c55688a6749e24e7428d4a6df5c5a9f8f", + "prepared_review_unit_hash": "48c3c14d20d2970e6656506d03e9dbb40c57c43de89e9d838d8746aaa8e06bbf", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, + "serialized_chars": 1480, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -15025,7 +15020,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, + "serialized_chars": 1480, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -15034,18 +15029,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: one is about block decoding behavior, the other is a feature request for DeepSeek v3.2 support. They do not describe the same underlying problem or change.", - "confidence": 0.96, + "summary": "The two issues are not duplicates: one is a decoding/runtime behavior request, the other is a model support request for DeepSeek v3.2. They share only weak topical similarity.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue #43037 is the more concrete and actionable request (specific model support) and is the better representative of the cluster if one must be chosen, though it is not a duplicate of #41084.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Titles and likely scope are unrelated; one concerns decoding logic, the other model/version support. No shared code path or concrete change is evident." + "reason": "Different underlying problems: 'Set Block Decoding' concerns decoding behavior, while 'DeepSeek v3.2 support' is a model compatibility/support request. No evidence they describe the same bug or change." } ] }, @@ -15075,7 +15070,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "084d21f372647b656322b45061660af13d1b7074da130a8bf7908d060292f9f4", + "prepared_review_unit_hash": "a8d1844885ea6751f9eb77c9d77737177ff561c42062f8495a36f2fc46bd9bf0", "component_budget": { "node_count": 2, "item_count": 2, @@ -15097,18 +15092,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are only loosely related by custom-trainer support, but they target different Trainer behaviors: unused-column removal vs FLOPS estimation. They do not look like duplicates.", + "summary": "These are related Trainer-customization issues, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. They should not be merged as duplicates.", "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue for a duplicate cluster here; the two issues describe different code paths and fixes.", + "canonical_issue_reason": "Issue #43598 is a clearer concrete product bug/behavior question centered on a specific Trainer setting (`remove_unused_column`) and customization impact.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must be kept as the most representative of the shared theme, #43598 is slightly broader around Trainer customizability, but it is not a duplicate of #43600.", + "best_issue_reason": "#43598 is the better representative because it is narrower and more actionable; #43600 is adjacent but addresses a different Trainer metric path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Both mention custom trainers, but one is about remove_unused_column behavior and the other is about FLOPS estimation. Different symptoms, different logic, not the same underlying bug." + "reason": "They share the broad theme of custom trainers, but the underlying issues differ: column pruning/customizability versus FLOPS estimation. No evidence they would be fixed by the same change." } ] }, @@ -15138,7 +15133,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "4669445ee80485228bb5b3538ac449de7ab686347b5276ce0d47503d06dc5516", + "prepared_review_unit_hash": "30fdcb8b399d5b838e8c66c24c6f5657a65aaae4bf4b9a01e65e13971d54706c", "component_budget": { "node_count": 2, "item_count": 2, @@ -15160,18 +15155,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are related only at a very broad AutoModel level, but they request different capabilities for different Qwen variants and different auto classes, so they should not be treated as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "Issue 43684 is the broader model-registration request, but it is not the same underlying problem as 44405, which asks for sequence-classification support for a different Qwen config.", + "summary": "These are related only at a broad Qwen/AutoModel level, but they describe different feature requests for different model/config paths, so they are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "43684 is the more general representative of the cluster because it concerns core AutoModel registration rather than a narrower task-specific head.", + "best_issue_reason": "No strong canonical issue here; if forced to pick a representative, #43684 is the broader AutoModel registration request, while #44405 is a narrower task-specific support request for a different config.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different model families/configs and different auto-class targets: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 sequence-classification support for AutoModelForSequenceClassification." + "reason": "Reject: #43684 requests registering Qwen3-Omni with AutoModel/AutoModelForConditionalGeneration, while #44405 requests AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). Different model families and different heads/code paths, so they are not the same underlying bug or change." } ] }, @@ -15208,12 +15203,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "8245c5995f6aa4febfd425f0c4349118b263030b57df21d912164379bc318198", + "prepared_review_unit_hash": "766204b068f433a5383d9a9c73edd38a11261436dc67196c9b84c88261b7847b", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4267, + "serialized_chars": 4266, "estimated_input_tokens": 1067, "estimated_eval_tokens": 2390 }, @@ -15221,7 +15216,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4267, + "serialized_chars": 4266, "estimated_input_tokens": 1067, "estimated_eval_tokens": 2390 }, @@ -15230,48 +15225,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are low-information closed issues with generic titles. The three \"huggingface\" issues are superficially similar, but there\u2019s no body evidence tying them to the same concrete bug, so none of the soft edges should be merged.", - "confidence": 0.61, - "canonical_issue_reason": "issue:43845 is the best cluster representative because it is one of the repeated \"huggingface\" titles and is the earliest of that set, but the signal is weak.", + "summary": "One issue ('Fett') is unrelated; the other three are bare 'huggingface ' issues with almost no detail. They look duplicate-like, but there is not enough concrete information to safely merge any pair.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43845 is the earliest of the near-identical 'huggingface ' issues, so it is the best placeholder canonical issue among the duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43845 is the most plausible cluster anchor due to title repetition and earliest timestamp among the similar issues, though the underlying problem is not described.", + "best_issue_reason": "issue:43845 is the best overall issue candidate because it is the earliest and has the same sparse 'huggingface ' title as the other likely-duplicate issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no description evidence beyond generic similarity." + "reason": "Different titles ('Fett' vs 'huggingface '); no body or metadata shows the same underlying bug." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no concrete shared bug details." + "reason": "Different titles and no substantive details; cannot infer the same issue." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "No evidence these refer to the same underlying problem." + "reason": "Different titles and no concrete description to connect them." }, { "left": "issue:43845", "right": "issue:43846", "accept": false, - "reason": "Same title, but bodies are too empty to confirm a shared bug or change." + "reason": "Titles match, but both issues are too empty to confirm the same underlying bug." }, { "left": "issue:43845", "right": "issue:43859", "accept": false, - "reason": "Title match is not enough without concrete issue details." + "reason": "Same broad title, but no concrete problem statement or evidence to safely merge." }, { "left": "issue:43846", "right": "issue:43859", "accept": false, - "reason": "Title match alone does not justify duplicate merging." + "reason": "Same broad title, but the issues lack enough detail to establish they are duplicates." } ] }, @@ -15312,7 +15307,7 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "ac94fdb4e05974ccac3e512c12417c2fee565f1fd710b09c02d50c1f76a9e5a0", + "prepared_review_unit_hash": "0fc50ec049d7ab61d4bc110913ef2421c36d9ecd7c4aac97953090990e870718", "component_budget": { "node_count": 5, "item_count": 5, @@ -15334,66 +15329,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "No convincing duplicate cluster here: four items are spam-like placeholders and one is a generic documentation suggestion, so none look like the same underlying issue.", + "summary": "These are low-content, mostly spam-like closed issues with generic or unrelated titles. There is no evidence that any pair describes the same underlying bug or change, so none of the soft edges should be merged.", "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No issue has enough substantive detail to serve as a reliable canonical duplicate target; the cluster appears unrelated/spammy.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are spam-like placeholders with no substantive shared bug or change to merge." + "reason": "Both are just '' with no body or target; identical spam text is not enough to establish the same underlying bug/change." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Same spam-only pattern; no concrete issue evidence that they describe the same problem." + "reason": "Same as above: identical spam titles, but no substantive evidence of a shared issue." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "\"\" is unrelated to a documentation enhancement suggestion." + "reason": "One is '' and the other is a generic documentation suggestion; titles/body do not indicate the same problem." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder and a separate company-name themed title; no shared underlying issue." + "reason": "'' and 'Check out \"Google LLC\"' are unrelated and lack any shared bug/change context." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Generic documentation request does not match a spam placeholder." + "reason": "A documentation enhancement suggestion is not the same underlying issue as a spam placeholder." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Generic documentation request does not match a spam placeholder." + "reason": "No shared concrete problem: generic documentation suggestion versus spam placeholder." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Identical spam-like titles are not enough to treat them as the same underlying bug or change." + "reason": "Both are titled '', but there is no substantive description to confirm they are the same underlying issue." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "No concrete overlap beyond both being low-information titles." + "reason": "Spam placeholder and unrelated named title; no evidence of a shared bug or change." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "No concrete overlap beyond both being low-information titles." + "reason": "Spam placeholder and unrelated named title; not the same underlying issue." } ] }, @@ -15423,7 +15418,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "a87d75b407b4aada8de82e2efd0ea7f9ccf8e033875f6890435a6e205fc1f762", + "prepared_review_unit_hash": "9d6af88b5d36fb18d0e0fa36a489105390d020310d5255cae224e6c6c451bfe6", "component_budget": { "node_count": 2, "item_count": 2, @@ -15445,28 +15440,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues appear to be duplicates of the same report: they have the same title, very similar body size, and were opened on the same day with no distinguishing links or files.", - "confidence": 0.99, - "canonical_issue_reason": "Issue #45145 is the better canonical because it was created first and already has an inbound reference, so it is the more established duplicate target.", + "summary": "These two closed issues are likely near-duplicates based on their identical titles and similar metadata, but the packet does not include body text or any stronger linkage, so exact duplication cannot be confirmed from the available evidence alone.", + "confidence": 0.85, + "canonical_issue_reason": "Issue #45145 is the better canonical issue because it was opened first and has an inbound reference, so it is the more established thread.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45145 is the best representative of this cluster for the same reason: earliest created and slightly more anchored in the discussion graph.", + "best_issue_reason": "Issue #45145 is also the best overall issue candidate for the same reasons: earliest timestamp and slightly stronger reference history.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": true, - "reason": "Same title and essentially the same report; no evidence of different underlying bugs or distinct scopes." + "accept": false, + "reason": "The titles are identical and the text similarity is strong, but the packet does not show the issue bodies or any explicit linkage, so this is better treated as a likely near-duplicate rather than a confirmed duplicate." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the issues share the exact title, have very similar body lengths, were opened the same day, and there are no distinguishing links or files. The canonical-choice rationale is also supported by the earlier creation time and inbound reference on issue 45145. The soft-edge verdict is conservative enough given the available evidence." + "accept": false, + "feedback": "The pair looks plausibly related, but the writeup overstates the evidence. The packet only shows identical titles and soft similarity; it does not establish that the bodies have the same wording or that the issues are exact duplicates. The soft-edge accept is therefore too strong, and the summary should be toned down to a cautious near-duplicate/likely duplicate judgment grounded only in the available metadata." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -15543,12 +15538,12 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "29dda7dfd42d507eef3d67685c35319bfb1f1f2bf2d3e446fa50455ff63c40ee", + "prepared_review_unit_hash": "ff702842e9a59eb4704f5816e91300fe7aeae97ef96beb6f0d42857353d0252c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1667, + "serialized_chars": 1668, "estimated_input_tokens": 417, "estimated_eval_tokens": 1090 }, @@ -15556,7 +15551,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1667, + "serialized_chars": 1668, "estimated_input_tokens": 417, "estimated_eval_tokens": 1090 }, @@ -15565,18 +15560,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open issues in the same 4-bit inference area, but they describe different failures: one is a Gemma4/audio-module torch.finfo() TypeError on uint8 weights, the other is a BitsAndBytesConfig llm_int8_skip_modules regression that removes the default lm_head exclusion and triggers an AssertionError. They do not look like the same underlying bug.", - "confidence": 0.93, - "canonical_issue_reason": "issue:45674 is the better representative because it is broader, has more discussion/activity, and describes a clearer configuration regression in 4-bit inference.", + "summary": "These two issues are both in the 4-bit/quantization area, but they describe different failures and likely different code paths: one is a Gemma4 audio-module uint8/torch.finfo TypeError, the other is a BitsAndBytesConfig regression where llm_int8_skip_modules drops the default lm_head exclusion and triggers an AssertionError.", + "confidence": 0.95, + "canonical_issue_reason": "issue #45674 is the better representative because it describes a broader, core BitsAndBytesConfig regression with a clearer configuration-triggered repro path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45674 is the strongest cluster member by activity and scope; issue:45672 is a separate model/module-specific crash rather than the same defect.", + "best_issue_reason": "issue #45674 is the most generally useful issue to keep as the cluster representative; it is more central to the shared 4-bit inference stack than the Gemma4-specific audio-module crash.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Reject: the symptoms and root causes differ. One is a torch.finfo() TypeError on uint8 weights in Gemma4 audio modules; the other is a BitsAndBytesConfig exclusion bug causing an AssertionError when llm_int8_skip_modules is set." + "reason": "Do not merge: the bugs are different. #45672 is a Gemma4/audio-module uint8 dtype error during NF4 inference, while #45674 is a BitsAndBytesConfig lm_head exclusion regression causing an AssertionError. Same broad area, but not the same underlying defect." } ] }, @@ -15633,166 +15628,148 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "f9441d5883b454267bdbf39d5351877f4e96c1a6754ca6b075426ff33747f68d", + "prepared_review_unit_hash": "732503934ff0f9b9287be40d7a05351e3ecf6d58c228794510837d307c9d4fbb", "component_budget": { "node_count": 12, "item_count": 12, "soft_pair_count": 18, - "serialized_chars": 32875, - "estimated_input_tokens": 8219, - "estimated_eval_tokens": 16694 + "serialized_chars": 32872, + "estimated_input_tokens": 8218, + "estimated_eval_tokens": 16692 }, "budget": { "node_count": 12, "item_count": 12, "soft_pair_count": 18, - "serialized_chars": 32875, - "estimated_input_tokens": 8219, - "estimated_eval_tokens": 16694 + "serialized_chars": 32872, + "estimated_input_tokens": 8218, + "estimated_eval_tokens": 16692 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only one soft duplicate pair is strong enough to merge: the two `loss_utils.py` PRs that both extend `fixed_cross_entropy` with extra `cross_entropy` kwargs. The rest are broad thematic similarities (new models, processor changes, tests, or unrelated refactors) and should stay separate.", - "confidence": 0.9, + "summary": "The cluster is mostly a loose similarity bucket of unrelated PRs; the only true duplicate pair is the two `fixed_cross_entropy` changes (43251 and 43254).", + "confidence": 0.79, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best canonical representative: it explicitly targets issue 43240 and implements the scoped fix in `fixed_cross_entropy` by forwarding `weight` and `label_smoothing` to `nn.functional.cross_entropy`.", + "canonical_pr_reason": "If a PR must represent the cluster, 43251 is the best canonical representative of the only real duplicate pair because it is the cleaner, more complete fix for issue 43240; 43254 is an alternate minimal patch for the same code path.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest standalone candidate in this cluster because it is tightly focused, issue-linked, and clearly describes the intended behavior change.", + "best_pr_reason": "43251 is the strongest representative because it directly addresses the tracked bug, adds the supported kwargs to `cross_entropy`, and most clearly subsumes 43254.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Both are unrelated feature/test PRs; they do not touch the same code path or implement the same change." + "reason": "Different features in different areas: adding VideoPrism model support vs adding an ExecuTorch dynamic-shape test." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer bugfix vs. adding a new model; different scopes and no shared underlying change." + "reason": "Unrelated model areas: Mistral tokenizer methods vs adding MobileLLM model code." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Missing tokenizer methods is unrelated to executorch dynamic-shape export tests." + "reason": "Tokenizer utility fix vs export-test addition; not the same underlying bug or change." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor robustness work and adding MobileLLM are different PRs in different areas." + "reason": "Both are processor/model plumbing, but they target different models and different behaviors, so not duplicates." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function kwargs fix and new model addition are unrelated." + "reason": "Cross-entropy loss kwargs fix is unrelated to adding a new MobileLLM model." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "The Mistral4 work is model/test/integration related; it is not the same change as forwarding kwargs in `fixed_cross_entropy`." + "reason": "Loss helper change vs Mistral4 test cleanup/fixes; different code paths and purposes." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export tests and Mistral4 fixes are unrelated code paths." + "reason": "ExecuTorch dynamic-shape test and Mistral4 test fixes are not the same change." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "New model support and dynamic export testing are not the same underlying change." + "reason": "Export testing for decoder-only LM vs new model implementation; unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "A new model PR and a `config` resolution ordering fix are unrelated." + "reason": "New model addition vs core class-attribute resolution fix; completely different underlying changes." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New MobileLLM model work does not match Falcon output-interface refactoring." - }, - { - "left": "pull_request:43823", - "right": "pull_request:44827", - "accept": false, - "reason": "These are different model additions/fixes with no shared concrete bug." + "reason": "MobileLLM model addition is unrelated to Falcon output-interface refactoring." }, { - "left": "pull_request:43823", + "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "A model addition and a model-creation skill draft are not the same mergeable code change." - }, - { - "left": "pull_request:43823", - "right": "pull_request:45655", - "accept": false, - "reason": "Model addition vs. class annotation/config resolution fix are unrelated." + "reason": "Falcon refactor and model-creation skill are not the same bug or mergeable code change." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-collection refactoring and Mistral4 test fixes are different issues." - }, - { - "left": "pull_request:43995", - "right": "pull_request:45213", - "accept": false, - "reason": "Model refactoring and the model-creation skill draft are unrelated." + "reason": "Falcon refactoring and Mistral4 test fixes affect different models and code paths." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/integration fixes and `layrnorm` renaming are separate model-family changes." + "reason": "Mistral4 test fixes vs a CLIP-like `layrnorm` renaming change; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 fixes and global `config` resolution ordering are different problems." + "reason": "Model-specific test fixes do not match the global config-resolution fix." }, { "left": "pull_request:43823", "right": "pull_request:44827", "accept": false, - "reason": "They touch different models and do not represent one concrete bug or patch." + "reason": "New MobileLLM model code and Mistral4 test fixes are different artifacts with no shared bug." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 fixes and the model-creation skill draft are unrelated." + "reason": "Mistral4 test fixes and the model-creation skill are unrelated; not a duplicate pair." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "A model implementation PR and a workflow/skill draft are not duplicates." + "reason": "Adding MobileLLM and adding an AI skill for model creation are separate changes." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs fix the same `fixed_cross_entropy` code path by adding supported kwargs to `nn.functional.cross_entropy`; they are plausibly mergeable into one PR." + "reason": "Same underlying bug in `fixed_cross_entropy`, same file, same tracked issue 43240, and both patches implement the same kwargs pass-through to `nn.functional.cross_entropy`." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative. The only accepted soft pair, PR 43251 and PR 43254, is clearly the same `loss_utils.py` fix for `fixed_cross_entropy` and is plausibly mergeable into one PR. The remaining pairs are appropriately treated as unrelated thematic similarities rather than duplicates." + "feedback": "The summary is well grounded in the packet, and the soft-edge verdicts are conservative. The only clearly supported duplicate pair is 43251/43254: same file, same issue target (43240), and both patch `fixed_cross_entropy` with the same kwargs-forwarding intent. The rest are reasonably described as unrelated or only loosely similar." }, "evaluator_used": true, "retried": false, @@ -15819,7 +15796,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "311a7069f5fcab50d3073c27aaa643342b9c0c1bfc1b6e1dbcb944e8ed40b542", + "prepared_review_unit_hash": "14e1014f41ab9eb6f72c646db91ed65b03c2760e8171872932721daadd258e7d", "component_budget": { "node_count": 2, "item_count": 2, @@ -15841,18 +15818,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs work on VibeVoice, but they are not the same change: #40546 is the core VibeVoice implementation, while #42781 adds VibeVoice Realtime plus acoustic-tokenizer and generation updates. The file overlap is mostly shared model scaffolding, not a single concrete bugfix or mergeable duplicate PR.", - "confidence": 0.91, + "summary": "Both pull requests are about VibeVoice, but they are not the same change: PR 40546 is the initial VibeVoice implementation, while PR 42781 adds a separate VibeVoice Realtime/acoustic-tokenizer stack and touches some shared integration files as part of that extension.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "#40546 is the stronger canonical PR because it is the main VibeVoice implementation, has substantial review activity, and is not a draft.", + "canonical_pr_reason": "PR 42781 is the broader, newer VibeVoice-related change and appears to subsume the base model docs/integration while adding realtime-specific components, so it is the better representative PR for the cluster.", "best_issue_reason": null, - "best_pr_reason": "#40546 is the best overall PR for this cluster because it is the foundational, more mature VibeVoice submission; #42781 is a draft extension focused on realtime support rather than the same patch.", + "best_pr_reason": "PR 42781 is the most complete artifact in this cluster and reflects the later, more expansive VibeVoice work; PR 40546 is an earlier foundational implementation rather than the same concrete change.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Reject: they share the same model family and some common files, but #42781 adds realtime-specific functionality and acoustic-tokenizer work, so it is not the same underlying change as #40546." + "reason": "Reject: these look like related but distinct PRs. 40546 implements VibeVoice itself, whereas 42781 adds VibeVoice Realtime plus an acoustic tokenizer and related generation/processing updates. Shared filenames alone are not enough to treat them as duplicates." } ] }, @@ -15882,12 +15859,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "68cabd18897882362474ecaa9f87a52d53472d0fdbed8f9215a7efe7d3eecc30", + "prepared_review_unit_hash": "460a1864c2ffa2a4b74279a87fe8442e98559a726e9a6343be11827c5a47e4c1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4676, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -15895,7 +15872,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4676, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -15904,18 +15881,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster contains two unrelated pull requests: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They target different models and different code paths, so this is not a duplicate cluster.", + "summary": "These two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image-classification support.", "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs address different models and implement unrelated features in separate code paths.", + "canonical_pr_reason": "No canonical PR: they target different codepaths and different models, so they are not duplicates.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good global representative for duplicate triage because they do not share an underlying bug or change.", + "best_pr_reason": "If a single representative PR is needed, 41224 is the more self-contained feature addition with an explicit model-support path and tests; 40755 is a separate, unrelated feature.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Reject: these PRs are about different model families and unrelated features, not the same concrete fix or change." + "reason": "Different model families and different changesets; they do not fix the same bug or implement the same feature, so they should not be merged as duplicates." } ] }, @@ -16008,7 +15985,7 @@ "soft_pairs": [ "pull_request:41797|pull_request:45186" ], - "prepared_review_unit_hash": "7d2d6f5f03e6dfee5016ae50ab821407ce59d5d70df41600e9d93598f6058ee4", + "prepared_review_unit_hash": "7c5868338bc92203958bdf57e7276f96fc5d51ef6aaaebd352052b120c6c9661", "component_budget": { "node_count": 2, "item_count": 2, @@ -16030,18 +16007,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are unrelated model-addition changes that happen to share the Transformers model-registration scaffolding. They add different models (DeepSeekOCR vs Isaac) with different codepaths, tests, and docs, so they should not be treated as duplicates or merged together.", + "summary": "Both PRs are new-model onboarding changes, but they add different models and different code paths: DeepSeekOCR vs Isaac. The overlap is mostly repository scaffolding and shared auto-registration files, not the same underlying feature or bug fix.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 41797 is the better representative only in the sense that it has much more review activity and appears more mature, but it is not a duplicate of PR 45186.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 41797 is the strongest standalone candidate because it has broader discussion/review activity and a larger, more established patch, but it still addresses a different model than PR 45186.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Reject: these are separate model integration PRs for different architectures (DeepSeekOCR vs Isaac). The overlapping filenames are expected boilerplate for adding new models, not evidence of the same underlying bug or change, and they would not plausibly be merged into one PR." + "reason": "Different model additions with distinct configs, processors, and model code. Shared framework files are expected for any new model; this is not the same concrete change and would not be merged as one PR." } ] }, @@ -16071,7 +16048,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "b0576f1a30906b4cd8b3c91bf1e474fb7061594dd793fc2268d1963c6bf11f35", + "prepared_review_unit_hash": "98239013c9cb2bed2a1fa08096b03e7d40dc8ede89b7ef83d0e0da3b9b0a67f1", "component_budget": { "node_count": 2, "item_count": 2, @@ -16093,18 +16070,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two workflow-maintenance PRs overlap in GitHub Actions files, but they address different upgrade tracks: one for Node 24 compatibility across many actions, the other for latest-version bumps centered on docker/build-push-action. They are related, not duplicates.", - "confidence": 0.91, + "summary": "Two open PRs both update GitHub Actions workflow dependencies, but they target different action families and different upgrade goals. They overlap in workflow files, yet they are not the same concrete change and should not be merged as duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the broader, more representative workflow-upgrade change and its title matches the main compatibility migration theme across many Actions updates.", + "canonical_pr_reason": "PR #42975 is the broader, more specific workflow-maintenance change: it upgrades core GitHub Actions used across many workflows for Node 24 compatibility, which makes it the better representative of this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best representative of the cluster because it covers the wider set of workflow action compatibility upgrades rather than a narrower version-bump subset.", + "best_pr_reason": "PR #42975 is the best representative because its scope is clearer and broader, while #42976 is a narrower docker/build-push-action version bump with a different purpose.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Shared workflow files are not enough here: 42975 is a Node 24 compatibility sweep, while 42976 mainly bumps docker/build-push-action and a few related actions to latest versions. Different concrete change sets, so they should not be merged as one PR." + "reason": "Both are workflow dependency updates, but #42975 upgrades actions/* for Node 24 compatibility while #42976 upgrades docker/build-push-action and related release workflows. They touch overlapping files without fixing the same underlying problem." } ] }, @@ -16148,12 +16125,12 @@ "pull_request:45490|pull_request:45630", "pull_request:45626|pull_request:45630" ], - "prepared_review_unit_hash": "d88b994a84a0c92e362c0389ab91a50c99476b591432faa3818b15d4fe94310c", + "prepared_review_unit_hash": "35bff1064e07742cdc192f3ac01a0c9f4c14506ced14c8b1c9d8b8a6a968dd7c", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 10, - "serialized_chars": 23983, + "serialized_chars": 23982, "estimated_input_tokens": 5996, "estimated_eval_tokens": 12248 }, @@ -16161,7 +16138,7 @@ "node_count": 7, "item_count": 7, "soft_pair_count": 10, - "serialized_chars": 23983, + "serialized_chars": 23982, "estimated_input_tokens": 5996, "estimated_eval_tokens": 12248 }, @@ -16170,72 +16147,72 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All candidate soft edges are false positives. The PRs target different underlying changes: separate model additions (ViT NEPA, Molmo, Molmo2, CTSM, PP-FormulaNet, Kimi2-6) plus one distributed pipeline-parallel infrastructure PR. Shared docs/auto-registration files are expected for model integration and do not indicate duplication.", + "summary": "These are not duplicates: most are separate model-addition PRs for different models, and one PR is a distributed pipeline-parallel feature. They share some auto/doc filenames, but the underlying changes are distinct.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: these are distinct model-addition or infrastructure changes, not duplicate implementations of the same bug or feature.", + "canonical_pr_reason": "No canonical PR: the cluster mixes unrelated model integrations and an infrastructure feature, so no single PR subsumes the rest.", "best_issue_reason": null, - "best_pr_reason": "There is no true duplicate cluster to choose from. If forced to name a representative, PR 45626 is the most complete standalone model-support change, but it is still unrelated to the others.", + "best_pr_reason": "No strong global best PR exists; if forced, 45626 is the broadest model-support PR, but it still does not represent the other model families or the PP infrastructure change.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model adds: ViT NEPA vs Molmo. Shared docs/auto files are routine integration overlap, not the same change." + "reason": "Different model additions: ViT NEPA vs Molmo. Shared docs/auto wiring is generic, not the same change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model adds: ViT NEPA vs Molmo2. No shared bug or concrete code path." + "reason": "Different model additions: ViT NEPA vs Molmo2. No shared code-path or bugfix." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different models: ViT NEPA vs CTSM. Similar registration/docs work is not duplicate evidence." + "reason": "Different model families: ViT NEPA vs CTSM. Similar repo plumbing only." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are separate models with distinct implementations; not mergeable as one duplicate PR." + "reason": "Molmo and Molmo2 are distinct model releases; not the same concrete implementation change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are unrelated model additions despite both touching auto/docs plumbing." + "reason": "Molmo vs CTSM are unrelated model additions." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are different model integrations, not the same underlying feature." + "reason": "Molmo2 vs CTSM are unrelated model additions." }, { "left": "pull_request:44601", "right": "pull_request:45626", "accept": false, - "reason": "One is core pipeline-parallel loading infrastructure; the other adds PP-FormulaNet model support. Different code paths and goals." + "reason": "PP support infrastructure vs PP-FormulaNet model support are different code paths and changes." }, { "left": "pull_request:45490", "right": "pull_request:45626", "accept": false, - "reason": "CTSM model support and PP-FormulaNet model support are distinct additions, not one concrete bug fix." + "reason": "CTSM and PP-FormulaNet are different model integrations; shared auto/docs edits are not enough." }, { "left": "pull_request:45490", "right": "pull_request:45630", "accept": false, - "reason": "CTSM vs Kimi2-6 are separate model PRs; overlap is only in generic model registration/docs files." + "reason": "CTSM vs Kimi2-6 are separate model additions." }, { "left": "pull_request:45626", "right": "pull_request:45630", "accept": false, - "reason": "PP-FormulaNet and Kimi2-6 are different model support PRs with no shared underlying change." + "reason": "PP-FormulaNet and Kimi2-6 are different model integrations, not one mergeable PR." } ] }, @@ -16268,7 +16245,7 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "f3112d35e81b028bd9c17fc08841dda22d22618b79d8553240d81e6c0700b526", + "prepared_review_unit_hash": "41e5395d41b3a49f378b19fe4921ac86983a40eedca17aec64c9d01154d205b9", "component_budget": { "node_count": 3, "item_count": 3, @@ -16290,30 +16267,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three PRs are not duplicates of one another: two are test-only/whitespace-style changes around unrelated models, while one is a substantive FP8 dequant/loading fix. No soft pair should be merged.", - "confidence": 0.92, + "summary": "These are three unrelated pull requests: one Whisper test fix, one apparent test-only/prank edit in CLIP/ViT, and one substantive FP8 dequantization fix. The only plausible canonical PR is the FP8 dequant fix because it contains the real code-path change; the others are not duplicates of it or each other.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44815 is the strongest canonical candidate because it contains the only clearly substantive code-path fix, spanning model loading and FP8 dequantization logic, rather than isolated test edits.", + "canonical_pr_reason": "PR 44815 is the only substantive implementation fix, centered on FP8 dequant/padding and model loading behavior across core code paths. The other PRs are test-only or test-focused and do not appear to address the same underlying change.", "best_issue_reason": null, - "best_pr_reason": "PR #44815 is the best standalone PR in the cluster: it addresses a concrete functional bug in dequant/loading behavior and has broader, coherent code changes compared with the other test-focused PRs.", + "best_pr_reason": "PR 44815 is the strongest standalone candidate because it fixes a concrete runtime/quantization path and has the broadest real impact. PR 43291 is narrow to Whisper tests, and PR 43665 is not a credible code fix.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both are test-oriented and touch different model areas (Whisper vs CLIP/ViT); they do not appear to fix the same underlying bug or change." + "reason": "Both touch tests, but they target different models and different problems. Whisper tokenizer/model test fixes are not the same underlying bug as CLIP/ViT test edits." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenizer/test changes are unrelated to the FP8 dequant/model-loading fix; no shared concrete bug path." + "reason": "Whisper test changes are unrelated to FP8 dequantization/core model loading behavior. No shared code path or fix target." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "The PRs target unrelated subsystems and concerns; one is test-only, the other is a functional dequantization fix, so they should not be merged as duplicates." + "reason": "Despite superficial similarity, these are not the same change: one is test-only edits in CLIP/ViT, the other fixes FP8 dequant/padding and loading logic in production code." } ] }, @@ -16346,52 +16323,52 @@ "pull_request:43488|pull_request:45476", "pull_request:43532|pull_request:45476" ], - "prepared_review_unit_hash": "9d912f16c57b415bd858a46bfde2461fa451986bb3978c8e1cc2e9b4309aa0b4", + "prepared_review_unit_hash": "3b902df82d97b280d7a5fe6b88ef2c6484cb25e3d812a03a8aaaba1fc1332302", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7469, - "estimated_input_tokens": 1868, - "estimated_eval_tokens": 3992 + "serialized_chars": 7467, + "estimated_input_tokens": 1867, + "estimated_eval_tokens": 3990 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7469, - "estimated_input_tokens": 1868, - "estimated_eval_tokens": 3992 + "serialized_chars": 7467, + "estimated_input_tokens": 1867, + "estimated_eval_tokens": 3990 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated open PRs with synthetic/test CI changes and incidental overlap in a Vit test file; they do not look like duplicate fixes or mergeable into one change.", - "confidence": 0.94, + "summary": "All three pull requests are unrelated test/bot-infra changes and should not be clustered as duplicates. Shared filenames (notably a vit test) appear incidental and do not indicate the same underlying fix.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43532 is the best representative because it has the clearest, most substantive CI/workflow change set and is less clearly artificial than the tiny setup/version tweak in #43488 or the mixed workflow/code edits in #45476.", + "canonical_pr_reason": "No single canonical PR: the three PRs target different areas and purposes (setup/dependency check, workflow/comment CI changes, and a CI-caller/tokenizer edit), so there is no common underlying change to represent.", "best_issue_reason": null, - "best_pr_reason": "#43532 is the strongest canonical PR candidate for the cluster since it reflects a coherent workflow-oriented change, whereas the other PRs are narrower or mix unrelated edits.", + "best_pr_reason": "None is a strong representative duplicate candidate. If forced, the most substantive is 43532 because it changes CI/workflow logic, but it is still not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "One is a setup/version/dependency tweak; the other rewrites CI comment/scheduled workflow behavior. They do not fix the same underlying bug or change the same code path." + "reason": "Different purposes and code paths: one is a setup/dependency/repo-bot check, the other rewires self-comment CI/workflows. Shared vit test filename looks incidental." }, { "left": "pull_request:43488", "right": "pull_request:45476", "accept": false, - "reason": "#43488 is a packaging/version test PR, while #45476 adds a PR CI workflow and touches tokenizer/test files. The overlap is superficial, not the same change." + "reason": "Unrelated changes: setup/dependency versioning versus adding a PR CI caller plus CLIP/tokenizer edits. No same underlying bug or mergeable fix." }, { "left": "pull_request:43532", "right": "pull_request:45476", "accept": false, - "reason": "Both touch CI/test-related files, but the concrete changes differ: #43532 changes comment/scheduled workflows and notification/testing utilities, while #45476 adds a PR CI caller and unrelated tokenizer/test edits. Not a single duplicate fix." + "reason": "Both touch CI-related files, but they address different workflows and unrelated dummy edits; not the same concrete problem and not something to merge into one PR." } ] }, @@ -16421,12 +16398,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "128b1f59a03cda1aafe9a5590fbcd5156207406405d6f5ec53023c26093ae84a", + "prepared_review_unit_hash": "82421673d006c06fd573c9be9173cb64a83211e85e987f97614b050bd94abaae", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -16434,7 +16411,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -16443,18 +16420,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate PRs for different segmentation pipelines: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation. They share scaffolding/docs patterns, but the concrete pipeline/model/test changes are distinct, so they should not be deduplicated.", - "confidence": 0.96, + "summary": "These are related new-feature PRs for pipeline additions, but they target different tasks and different model stacks: promptable concept segmentation vs promptable visual segmentation. The overlap is mostly shared docs/registry plumbing, not the same underlying change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 43613 is the broader cluster representative: it adds the promptable visual segmentation pipeline with wider model/test integration, while 43612 is a separate concept-segmentation feature.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 43613 is the strongest representative of the cluster because it has the larger surface area and more complete integration, but it should not be treated as a duplicate of 43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different features and code paths: concept segmentation vs visual segmentation, with different pipeline modules, model docs, and tests. Shared docs/registry updates are generic scaffolding, not evidence of the same underlying change." + "reason": "Different feature requests and code paths: concept segmentation vs visual segmentation. Shared docs, __init__ exports, and auto-mapping changes are expected for parallel pipeline additions, but they do not indicate the same underlying bug/change or a single mergeable PR." } ] }, @@ -16484,12 +16461,12 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "9960af740ca7aeae75a7dc025a3d6f3cada739dd5395791417ba764d0c5dc59f", + "prepared_review_unit_hash": "dcac9d568842f999e84830b91153bcdade4a2fe1f5545263f1ce765d56cd3ba9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4291, + "serialized_chars": 4292, "estimated_input_tokens": 1073, "estimated_eval_tokens": 2402 }, @@ -16497,7 +16474,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4291, + "serialized_chars": 4292, "estimated_input_tokens": 1073, "estimated_eval_tokens": 2402 }, @@ -16506,18 +16483,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two independent Trainer PRs touch the same file but address different code paths: gradient-accumulation loss scaling vs. signature/column filtering. They are not duplicates and should not be merged together.", - "confidence": 0.96, + "summary": "These are two separate Trainer refactors in the same file, but they address different code paths: gradient-accumulation loss scaling vs. signature-column filtering for model inputs. They should not be clustered as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43651 is the more concrete bugfix, directly changing training_step loss normalization and adding the helper that gates GA scaling behavior.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the best representative of the cluster because it has the clearest standalone behavior change and a tight, testable fix scope.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different underlying changes: #43651 alters gradient accumulation loss scaling in training_step, while #43663 refactors signature-column filtering for model inputs. Shared file alone is not enough for duplicate status." + "reason": "Different functionality and different failure modes: 43651 changes loss scaling during training_step, while 43663 adds an overridable helper for input signature column filtering. They share a file but not the same underlying bug or mergeable change." } ] }, @@ -16549,55 +16526,55 @@ "pull_request:43656|pull_request:43842", "pull_request:43836|pull_request:43842" ], - "prepared_review_unit_hash": "3227628139088fb21b84d39e92233a5c46c25618ba27d2b45103a70f11274779", + "prepared_review_unit_hash": "a146a4b714e9e3aa09c479d4fdc23daab7efd3a04617b45738b4b57e2e465f9e", "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": "PR #43842 remains the best representative: it is the most focused fix for the `TypeAdapter`/annotation runtime failure in `src/transformers/cli/serve.py`. PR #43836 is a closely related duplicate on the same issue target. PR #43656 touches the same file but addresses a different typing/future-annotations path and is not clearly the same bugfix.", - "confidence": 0.91, + "summary": "Two PRs are near-duplicates around the same `TypeAdapter` annotation/runtime-import problem in `src/transformers/cli/serve.py`; the third is a broader TYPE_CHECKING/future-annotations fix that looks related but not the same concrete bug. The cleanest representative is the smallest, most targeted PR.", + "confidence": 0.69, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43842 is the most narrowly targeted fix for the concrete CLI `TypeAdapter` NameError/annotation-evaluation problem, with the clearest issue framing and smallest change set.", + "canonical_pr_reason": "PR 43842 is the most focused fix for the concrete runtime `TypeAdapter` NameError: it imports `TypeAdapter` only under `TYPE_CHECKING` and string-literalizes the annotation, directly matching the stated bug and avoiding broader unrelated annotation churn.", "best_issue_reason": null, - "best_pr_reason": "PR #43842 is the best representative because it directly fixes the specific `TypeAdapter` runtime annotation failure and is the most precise, low-collateral change.", + "best_pr_reason": "PR 43842 is the best representative because it is the most surgical change for the reported failure mode, has an explicit matching issue target, and directly addresses the `TypeAdapter` NameError path without extra refactoring.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "They share `src/transformers/cli/serve.py`, but the diffs point to different annotation issues: #43656 is about `TimedModel` typing/future-annotations behavior, while #43842 is specifically about `TypeAdapter` under `TYPE_CHECKING`. Shared file and similarity alone are not enough to treat them as the same fix." + "reason": "Same file and same general theme, but 43656 is a broader postponed-annotations cleanup tied to a different issue target. It does not look like the same concrete bug fix as 43842's specific `TypeAdapter`/pydantic import workaround." }, { "left": "pull_request:43836", "right": "pull_request:43842", "accept": true, - "reason": "Both PRs target the same explicit issue (`43824`) and the same `TypeAdapter` annotation/name-resolution problem in `src/transformers/cli/serve.py`, so they look like the same underlying bugfix." + "reason": "Both target the same underlying `TypeAdapter` NameError in `serve.py` and use the same core remedy of deferring annotation evaluation / string-literalizing the type. They are plausibly mergeable into one PR for the same code-path problem." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The summary is mostly grounded, but the soft-edge verdict for `pull_request:43656` vs `pull_request:43842` is too strong. The packet only shows shared filename and a similarity signal; it does not show a shared issue target or a clearly identical bugfix. The two diffs also touch different annotation paths: #43656 changes `TimedModel` typing/future-annotations behavior, while #43842 narrows in on `TypeAdapter` under `TYPE_CHECKING`. That is not enough evidence to confidently say they are the same underlying fix or obviously mergeable into one PR. The `43836` vs `43842` acceptance is better supported because both target the same issue and the same `TypeAdapter` annotation problem." + "accept": true, + "feedback": "The summary is mostly grounded in the packet. The distinction between 43842 as the smallest, most targeted fix and 43836 as the broader annotations cleanup is conservative enough, and the accept/deny pairings are supported by the shared-file/shared-target evidence. I don\u2019t see an overstatement that would require rejection." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -16718,8 +16695,8 @@ "pull_request:44066|pull_request:44072", "pull_request:44013|pull_request:44044", "pull_request:44066|pull_request:44086", - "pull_request:44018|pull_request:44068", "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", "pull_request:44066|pull_request:44068", "pull_request:44018|pull_request:44066", "pull_request:44019|pull_request:44722", @@ -16737,8 +16714,8 @@ "pull_request:44071|pull_request:44085", "pull_request:44059|pull_request:44086", "pull_request:44085|pull_request:44086", - "pull_request:44059|pull_request:44722", "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", "pull_request:44018|pull_request:44071", "pull_request:44017|pull_request:44722", "pull_request:44017|pull_request:44161", @@ -16747,19 +16724,19 @@ "pull_request:44071|pull_request:44086", "pull_request:43997|pull_request:44073", "pull_request:44017|pull_request:44071", - "pull_request:44059|pull_request:44071", "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", "pull_request:44059|pull_request:44068", - "pull_request:44018|pull_request:44059", "pull_request:44056|pull_request:44101", + "pull_request:44018|pull_request:44059", "pull_request:44073|pull_request:44161", "pull_request:44101|pull_request:44161", - "pull_request:44017|pull_request:44018", + "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:43997|pull_request:44018", "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", "pull_request:43997|pull_request:44161", "pull_request:44074|pull_request:44161", "pull_request:44018|pull_request:44161", @@ -16783,454 +16760,298 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "5d93359c60f1b14a49fcf682546f83e8987869c8ffed7a902c1ff5e0cbdeee6b", + "prepared_review_unit_hash": "5d52e5d46919ac290eb4495faa9e05e58a8050fd052750de61be38eb1ad68b3b", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84894, - "estimated_input_tokens": 21224, - "estimated_eval_tokens": 42704 + "serialized_chars": 84900, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75091, - "estimated_input_tokens": 18773, - "estimated_eval_tokens": 37802 + "serialized_chars": 75096, + "estimated_input_tokens": 18774, + "estimated_eval_tokens": 37804 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a batch of output-tracing refactors, but most PRs are model-specific and not true duplicates across models. The real duplicates are the same-model GPT-J/CodeGen and GPT-Neo changes; most cross-model soft edges should be rejected.", - "confidence": 0.86, + "summary": "This cluster is mostly a broad theme of model-by-model output-tracing refactors, not one duplicate set. The only clear duplicate-style overlaps are within the GPT-J/CodeGen and GPT-Neo branches; most other pairs are different models and should stay separate.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the broadest and clearest instance of the GPT-J/CodeGen standardized output-tracing refactor, with the same issue target and the most complete diff in that code path.", + "canonical_pr_reason": "Best representative of the strongest duplicate subcluster is PR 44722: it is a later, more complete GPT-J/CodeGen standardized-output-tracing refactor, shares the same concrete code paths as the earlier GPT-J variants, and has the clearest overlap with the accepted duplicate candidates.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the best representative PR for this cluster because it most directly captures the canonical GPT-J/CodeGen output-tracing change and subsumes the narrower GPT-J-only variants.", + "best_pr_reason": "PR 44722 is the best single PR to anchor triage for the true duplicates in this cluster because it covers the shared GPT-J/CodeGen refactor most completely and appears to supersede the earlier GPT-J-only iterations.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and code paths; matching the general refactor theme is not enough to merge them." + "reason": "Different model families and code paths (CVT/FNet vs GPT-J); shared tracking issue alone is not enough." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families and code paths; same tracking-style refactor is too broad to count as a duplicate." + "reason": "Different models and implementation paths; both are output-tracing refactors but not the same change." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing code path; 44085 looks like a narrower slice of the same refactor family." + "reason": "Both are GPT-J output-tracing refactors in the same file/code path; they look like overlapping iterations of the same change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different model families and code paths; they only share the standardized output-tracing theme." + "reason": "RegNet/ResNet-family refactor versus EfficientNet; same initiative, different concrete code changes." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Different model families and code paths; both are output-tracing refactors, but not the same concrete change." + "reason": "EfficientNet output tracing and GPT-J/CodeGen output tracing are unrelated model implementations." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different model families and code paths; no shared concrete bug/change." + "reason": "GPT-J/CodeGen refactor versus EfficientNet refactor; different code paths." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "Different model families and code paths; same broad refactor pattern only." + "reason": "MobileNetV2 and DeBERTa are unrelated model changes." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "Different model families and code paths; these are unrelated standardized-output refactors." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44068", - "accept": true, - "reason": "Same GPT-Neo output-tracing refactor in the same model file; these look like duplicate/overlapping revisions." + "reason": "GPT-J/CodeGen versus MGP-STR; same theme but different model-specific refactors." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "Different model families and code paths; not the same concrete change." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44068", - "accept": false, - "reason": "GPT-J/CodeGen versus GPT-Neo; same refactor pattern but not the same code path." + "reason": "GPT-J/CodeGen and MPT are different concrete implementations." }, { "left": "pull_request:44018", - "right": "pull_request:44066", - "accept": false, - "reason": "GPT-Neo versus GPT-J/CodeGen; different concrete changes despite similar output-tracing goals." + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors in the same file/tests and appear to be the same underlying change." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet versus GPT-J/CodeGen; same meta-refactor idea, but not the same underlying change." + "reason": "ResNet refactor versus GPT-J/CodeGen refactor; no shared code path." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "Different model families and code paths; not a duplicate change." + "reason": "MGP-STR and GPT-J/CodeGen are unrelated models." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet versus GPT-J; unrelated concrete code paths." + "reason": "ResNet refactor versus GPT-J refactor; different subsystems." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different model code paths; same refactor style is insufficient." + "reason": "GPT-Neo and ResNet are different model code paths." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "Different model families and code paths." + "reason": "ResNet and MPT output tracing are unrelated concrete changes." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo versus Flaubert; not the same underlying change." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44722", - "accept": false, - "reason": "GPT-Neo versus GPT-J/CodeGen; different concrete code paths." + "reason": "GPT-Neo versus Flaubert/XLM; different model families." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "Different model families and code paths." + "reason": "GPT-Neo and Flaubert are unrelated code paths." }, { "left": "pull_request:44071", - "right": "pull_request:44085", - "accept": false, - "reason": "MPT versus GPT-J; not the same change." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44086", - "accept": false, - "reason": "Different model families and code paths; only the standardized output-tracing theme matches." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-2 and MGP-STR are unrelated concrete code paths." - }, - { - "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 versus GPT-J/CodeGen; same broad refactor family, not the same change." - }, - { - "left": "pull_request:44098", - "right": "pull_request:44101", - "accept": false, - "reason": "ViLT versus Flaubert/XLM; different model code paths." + "reason": "MPT refactor versus GPT-J/CodeGen refactor; same architectural pattern, different change." }, { - "left": "pull_request:44073", - "right": "pull_request:44161", - "accept": false, - "reason": "VisualBert versus LongT5; different model families and code paths." - }, - { - "left": "pull_request:44101", - "right": "pull_request:44161", + "left": "pull_request:44018", + "right": "pull_request:44086", "accept": false, - "reason": "Flaubert/XLM versus LongT5; same refactor pattern only." + "reason": "GPT-Neo and MGP-STR are different model implementations." }, { - "left": "pull_request:44017", - "right": "pull_request:44018", + "left": "pull_request:44018", + "right": "pull_request:44085", "accept": false, - "reason": "Segformer versus GPT-Neo; different concrete code paths." + "reason": "GPT-Neo and GPT-J are different code paths, even if both touch output tracing." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:44068", + "right": "pull_request:44086", "accept": false, - "reason": "RegNet versus MPNet; not the same underlying bug/change." + "reason": "GPT-Neo versus MGP-STR; different model-specific refactors." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:44059", + "right": "pull_request:44086", "accept": false, - "reason": "MPNet versus LongT5; different model code paths." + "reason": "GPT-2 and MGP-STR are unrelated model changes." }, { - "left": "pull_request:43997", - "right": "pull_request:44161", + "left": "pull_request:44085", + "right": "pull_request:44086", "accept": false, - "reason": "RegNet versus LongT5; unrelated concrete changes." + "reason": "GPT-J versus MGP-STR; not the same underlying bug/change." }, { - "left": "pull_request:44074", + "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "TextNet versus Flaubert/XLM; different model code paths." + "reason": "ViLT and Flaubert/XLM are unrelated implementations." }, { "left": "pull_request:44059", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-2 versus MPT; not the same concrete change." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44059", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo versus GPT-2; same broad theme, different code paths." + "reason": "GPT-2 refactor and GPT-J/CodeGen refactor are different concrete code paths." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:44068", + "right": "pull_request:44071", "accept": false, - "reason": "MPNet versus Flaubert/XLM; different model families." + "reason": "GPT-Neo and MPT are different model-specific changes." }, { - "left": "pull_request:44073", - "right": "pull_request:44161", + "left": "pull_request:44017", + "right": "pull_request:44722", "accept": false, - "reason": "VisualBert versus LongT5; unrelated code paths." + "reason": "SegFormer and GPT-J/CodeGen are unrelated models." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "Segformer versus LongT5; not the same change." + "reason": "SegFormer and LongT5 are different concrete refactors." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "Segformer versus VisualBert; different model code paths." + "reason": "SegFormer and VisualBert are separate model code paths." }, { "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo versus MPT; different underlying changes." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-Neo versus MGP-STR; not a duplicate." + "reason": "GPT-Neo and MPT are unrelated changes." }, { "left": "pull_request:44071", - "right": "pull_request:44722", - "accept": false, - "reason": "MPT versus GPT-J/CodeGen; same refactor family only." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44722", - "accept": false, - "reason": "GPT-Neo versus GPT-J/CodeGen; different concrete code paths." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44068", - "accept": false, - "reason": "GPT-2 versus GPT-Neo; different model code paths." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "GPT-2 versus MPT; unrelated changes." + "reason": "MPT and ImageGPT are different model implementations." }, { "left": "pull_request:44074", - "right": "pull_request:44161", - "accept": false, - "reason": "TextNet versus LongT5; different concrete code paths." - }, - { - "left": "pull_request:44073", - "right": "pull_request:44161", + "right": "44101", "accept": false, - "reason": "VisualBert versus LongT5; not the same underlying change." + "reason": "TextNet and Flaubert/XLM are unrelated code paths." }, { - "left": "pull_request:44101", + "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "Flaubert/XLM versus LongT5; same broad refactor theme only." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44018", - "accept": false, - "reason": "Segformer versus GPT-Neo; different model code paths." + "reason": "MPNet and LongT5 are different model-specific refactors." }, { "left": "pull_request:43997", - "right": "pull_request:44056", - "accept": false, - "reason": "RegNet versus MPNet; unrelated concrete changes." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44076", + "right": "pull_request:44018", "accept": false, - "reason": "MPT versus ImageGPT; different model families and code paths." + "reason": "RegNet and GPT-Neo are unrelated concrete changes." }, { "left": "pull_request:44074", - "right": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "TextNet versus Flaubert/XLM; not a duplicate change." + "reason": "TextNet and LongT5 are different models; same issue theme is not enough." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet versus LongT5; different underlying changes." + "reason": "RegNet versus LongT5; different code paths." }, { "left": "pull_request:44074", - "right": "pull_request:44161", - "accept": false, - "reason": "TextNet versus LongT5; different code paths." - }, - { - "left": "pull_request:43997", "right": "pull_request:44071", "accept": false, - "reason": "RegNet versus MPT; unrelated concrete changes." + "reason": "TextNet and MPT are unrelated implementations." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert versus MPT; different model code paths." + "reason": "SqueezeBert and MPT are different models." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert versus VisualBert; different concrete changes." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44129", - "accept": false, - "reason": "GPT-Neo versus SpeechT5; same refactor family only." + "reason": "SqueezeBert and VisualBert are not the same underlying change." }, { "left": "pull_request:44056", - "right": "pull_request:44161", + "right": "pull_request:44101", "accept": false, - "reason": "MPNet versus LongT5; not the same underlying change." + "reason": "MPNet and Flaubert/XLM are different concrete code paths." }, { - "left": "pull_request:43996", + "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "CVT/FNet versus Segformer; different model families and code paths." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44129", - "accept": false, - "reason": "CVT/FNet versus SpeechT5; unrelated concrete changes." + "reason": "RegNet and SegFormer are unrelated model refactors." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert versus DeBERTa v2; different model code paths." + "reason": "SqueezeBert and DeBERTa are separate model implementations." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa v2 versus TextNet; different underlying changes." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor, same files and issue target; 44722 is the broader, cleaner revision." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44722", - "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same code path; 44722 subsumes the narrower GPT-J-only variant." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44129", - "accept": false, - "reason": "GPT-J versus SpeechT5; same meta-pattern, but different concrete code paths." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44007", - "accept": false, - "reason": "CVT/FNet versus RegNet/ResNet/RT-DETR; different model families and code paths." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44129", - "accept": false, - "reason": "CVT/FNet versus SpeechT5; not the same underlying change." - }, - { - "left": "pull_request:44044", - "right": "pull_request:44129", - "accept": false, - "reason": "DeBERTa v2 versus SpeechT5; different model code paths." - }, - { - "left": "pull_request:44044", - "right": "pull_request:44154", - "accept": false, - "reason": "DeBERTa v2 versus Vits; unrelated concrete changes." + "reason": "DeBERTa and TextNet are unrelated concrete changes." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the accepted soft-edge pairs are supported by shared model/file paths and/or clear subsumption within the same bugfix. The cross-model pairs are rejected conservatively, which fits the evidence." + "feedback": "Grounded overall. The summary stays conservative about the broad model-family theme and only elevates the GPT-J/CodeGen and GPT-Neo overlaps as duplicate-like subclusters. The rejected pairs are well-justified by clearly different model/code paths, and the chosen representative PR is a reasonable anchor for the GPT-J/CodeGen branch." }, "evaluator_used": true, "retried": false, @@ -17268,70 +17089,70 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "84e4b13f017dbba84561f4bc07ea4ac80b0f152a249af3fffd9a02080a83fac4", + "prepared_review_unit_hash": "d672bba9d2ca13e147d7d8f3ad87c9b284693e19bad802b74d281616d603c376", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84894, - "estimated_input_tokens": 21224, - "estimated_eval_tokens": 42704 + "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 + "serialized_chars": 17125, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a collection of separate per-model PRs that all refactor output tracing/collection to the new standardized capture_outputs/can_return_tuple pattern. They share a theme, but they are not the same concrete change or code path.", - "confidence": 0.93, + "summary": "These PRs are all model-specific migrations to standardized output tracing/capture, but they target different architectures and code paths. They look thematically similar rather than true duplicates, so none of the soft edges should be merged.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44073 is the clearest representative of the shared refactor theme: it explicitly describes standardized output tracing and shows the core capture_outputs/can_return_tuple migration pattern without being tied to an unusual or typoed title.", + "canonical_pr_reason": "PR 44129 is the clearest representative: it has an explicit issue target, a concrete SpeechT5-specific refactor, and a more complete change set than the smaller model migrations.", "best_issue_reason": null, - "best_pr_reason": "PR 44073 is the best overall representative of the cluster because it most directly matches the common change pattern across the set and is written as a generic output-tracing refactor rather than a model-specific one-off.", + "best_pr_reason": "PR 44129 is the best single representative for the cluster because it is the most explicit and self-contained standardized-output refactor among the set.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are output-tracing refactors, but they touch different model implementations (FocalNet vs ImageGPT) and different code paths, so they are not the same underlying change." + "reason": "Both are output-capture refactors, but they affect different models (FocalNet vs ImageGPT) and different layer classes; they are not the same underlying change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "These are separate model-specific migrations for VisualBert and TextNet; same refactor style, but not one shared bug or change." + "reason": "VisualBert and TextNet are unrelated code paths; the similarity is only the shared output-tracing refactor pattern, not a duplicate fix." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert are different model code paths; this is a repeated pattern, not a single mergeable PR." + "reason": "MPNet and VisualBert are separate model implementations with distinct tracing hooks, so these are parallel refactors rather than one mergeable PR." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Different models and different forward/output-tracing implementations; too broad to treat as the same change." + "reason": "These touch different models and different output-capture wiring; they do not appear to fix the same concrete bug or change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model files, so despite similar standardized-output wording they are not duplicates." + "reason": "RegNet and SqueezeBert are unrelated architectures; both PRs migrate output handling, but they are not the same underlying code-path problem." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 are distinct model-specific refactors; the shared theme is too broad to merge as one PR." + "reason": "SqueezeBert and SpeechT5 have different model-specific output plumbing, and 44129 is tied to an explicit SpeechT5 issue target, so this is not a duplicate merge candidate." } ] }, @@ -17414,286 +17235,286 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "28f7a8c43129343984a2a0a4e72541caf876d52f1591591a8f7dac334cb90396", + "prepared_review_unit_hash": "7a0958c1a74035d0ee051ed4123f34208b5739d93cbd1581ac83c149e2e6b62e", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 43, - "serialized_chars": 41331, - "estimated_input_tokens": 10333, - "estimated_eval_tokens": 20922 + "serialized_chars": 41319, + "estimated_input_tokens": 10330, + "estimated_eval_tokens": 20916 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 43, - "serialized_chars": 41331, - "estimated_input_tokens": 10333, - "estimated_eval_tokens": 20922 + "serialized_chars": 41319, + "estimated_input_tokens": 10330, + "estimated_eval_tokens": 20916 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a batch of independent model-specific output-tracing refactors, not true duplicates. The PRs share a theme and terminology, but they touch different model code paths and should not be merged together as one change.", - "confidence": 0.94, + "summary": "These PRs share a broad 'output tracing/refactor' theme, but they are separate model-specific changes in different code paths. They are not true duplicates, so no soft edge should be merged. 44025 is the best representative PR because it is a concrete, multi-file Depth Anything refactor and sits near the center of the similarity cluster.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue artifacts are present. For a PR representative, #44003 is the strongest canonical anchor because it has the broadest refactor surface (mamba plus falcon_mamba) and introduces the reusable output-capturing plumbing.", + "canonical_pr_reason": "No issue exists in this cluster; as a PR representative, 44025 is the most central and concrete example of the shared refactor pattern, touching two related Depth Anything files.", "best_issue_reason": null, - "best_pr_reason": "#44003 is the most central and substantial output-tracing refactor in the set, so it best represents the cluster overall, even though the other PRs are not duplicates of it.", + "best_pr_reason": "44025 is the best single anchor for the cluster because it is substantial, spans two closely related files, and exemplifies the common output-tracing refactor without conflating unrelated model implementations.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model implementations (timm_backbone vs upernet); same refactor theme, not the same underlying change." + "reason": "Same refactor theme, but different model families and code paths (timm_backbone vs upernet)." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different code paths and architectures; both are output-tracing cleanups, but not one concrete bug." + "reason": "Both are output-tracing refactors, but they target unrelated architectures and implementations." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Separate model families with different forward paths; not a mergeable duplicate." + "reason": "Different model code paths; shared wording is only a generic refactor pattern." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "One is timm_backbone; the other is mamba/falcon_mamba plumbing. Similar motif, different change sets." + "reason": "timm_backbone and mamba/falcon_mamba are unrelated fixes; not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model internals and forward signatures; not the same fix." + "reason": "Unrelated architectures; similarity is only at the high-level output-tracing refactor theme." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "mobilenet_v1 and univnet are unrelated model paths; shared refactor language is not enough." + "reason": "MobileNetV1 and UnivNet are different model paths; not a duplicate change." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Independent model refactors in different subsystems; not the same bug or change." + "reason": "Different subsystems and code paths; only the refactor theme matches." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 and Depth Anything are separate implementations with different output handling." + "reason": "MobileNetV1 refactor is unrelated to Depth Anything; not mergeable as one PR." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different architectures and wrappers; similar cleanup, not duplicate work." + "reason": "Separate model implementations with no shared bug or patch target." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "mobilenet_v1 vs speech_encoder_decoder are distinct code paths and model behaviors." + "reason": "MobileNetV1 vs speech_encoder_decoder are distinct refactors, not duplicates." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "vision_text_dual_encoder and univnet are unrelated models; same refactor pattern only." + "reason": "Different models (vision-text dual encoder vs UnivNet); same generic pattern only." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model families; no evidence of a single shared defect." + "reason": "Different concrete code paths and model families; not the same fix." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different files, different forward paths, and different model tasks; not one underlying change." + "reason": "CLIP-style dual encoder refactor is unrelated to Depth Anything refactor." }, { "left": "pull_request:44000", "right": "pull_request:44026", "accept": false, - "reason": "Vision-text dual encoder vs vision encoder-decoder: analogous refactors, but not the same concrete bug." + "reason": "Separate model implementations; no shared underlying bug/change." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated implementations; too broad to be a duplicate." + "reason": "UnivNet and UperNet are different models; the overlap is only topical." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different model code and output semantics; only the high-level refactor theme overlaps." + "reason": "Different architectures and code paths; not the same change." }, { "left": "pull_request:44001", "right": "pull_request:44026", "accept": false, - "reason": "Separate encoder/decoder and audio model paths; not mergeable as one PR." + "reason": "UnivNet vs vision_encoder_decoder are unrelated refactors." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are different subsystems with unrelated forward logic." + "reason": "UperNet and RWKV are distinct code paths; only the refactor framing matches." }, { "left": "pull_request:44002", "right": "pull_request:44025", "accept": false, - "reason": "Different model families; same output-tracing cleanup pattern, but not a duplicate." + "reason": "Different model families; no evidence of one shared bug or patch." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "UnivNet vs mamba/falcon_mamba touches different code paths and model internals." + "reason": "UnivNet and mamba/falcon_mamba are unrelated model-specific refactors." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "UperNet and mamba/falcon_mamba are unrelated model implementations." + "reason": "UperNet and mamba/falcon_mamba do not fix the same underlying issue." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different architecture and files; the similarity is only that both refactor output handling." + "reason": "Vision-text dual encoder and mamba/falcon_mamba are different implementations and changes." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "mamba/falcon_mamba vs superpoint are distinct model paths; not the same underlying bug." + "reason": "Mamba/FalconMamba vs SuperPoint are unrelated code paths; same theme only." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "CodeGen and mamba/falcon_mamba have different forward contracts and output plumbing." + "reason": "Different model families and distinct forward paths; not a single PR-worthy duplicate." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "timm_backbone and CodeGen are unrelated code paths; do not collapse into one duplicate." + "reason": "timm_backbone and codegen are separate model implementations; only loosely similar." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen are different models with different output semantics." + "reason": "UnivNet and CodeGen are unrelated fixes despite similar refactor wording." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen are not the same change, only the same refactor style." + "reason": "UperNet and CodeGen do not share the same concrete bug or code change." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Both are encoder-decoder wrapper refactors, but they target different model families and code paths." + "reason": "Depth Anything and VisionEncoderDecoder are different model paths; not one duplicate change." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Depth Anything and Speech Encoder-Decoder are separate implementations; not one concrete fix." + "reason": "Depth Anything refactor vs speech_encoder_decoder refactor are unrelated." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different models and output behavior; same tracing refactor theme only." + "reason": "Separate model implementations; shared output-tracing theme is too broad." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Depth Anything and RWKV are unrelated subsystems." + "reason": "Depth Anything and RWKV are unrelated code paths and cannot be merged as one fix." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth Anything and DPR are different model stacks; not a duplicate change." + "reason": "Different models (Depth Anything vs DPR); no shared underlying bug/change." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44029", "accept": false, - "reason": "Vision encoder-decoder vs speech encoder-decoder are analogous wrappers, but they are distinct code paths." + "reason": "VisionEncoderDecoder and RWKV are distinct implementations; not duplicates." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44027", "accept": false, - "reason": "Different model implementations; no shared concrete bug." + "reason": "VisionEncoderDecoder vs speech_encoder_decoder are separate refactors." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44028", "accept": false, - "reason": "Vision encoder-decoder and RWKV are unrelated." + "reason": "Different model families and code paths; same broad pattern only." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and forward logic." + "reason": "VisionEncoderDecoder and DPR do not fix the same concrete issue." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech encoder-decoder and SuperPoint are separate model paths; similar refactor language is insufficient." + "reason": "Speech encoder-decoder and SuperPoint are unrelated model-specific changes." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures and output contracts; not mergeable as one PR." + "reason": "Different architectures and code paths; not mergeable as one PR." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Speech encoder-decoder vs DPR are unrelated changes." + "reason": "speech_encoder_decoder and DPR are unrelated refactors." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are distinct code paths with unrelated fixes." + "reason": "SuperPoint and RWKV are different model implementations; no duplicate fix." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint and DPR are separate model implementations; not the same underlying issue." + "reason": "SuperPoint and DPR are unrelated code paths and changes." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are different model families and cannot plausibly be one merged fix." + "reason": "RWKV and DPR are separate model refactors; shared theme is too generic." } ] }, @@ -17726,7 +17547,7 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "1b8dbc7f0edd04501298069baadfa2b5f0d6289255aee980e140aa758a1d609e", + "prepared_review_unit_hash": "d48b271e59261ec5d11c571c8e2c15e060eee0476ae14c9f7c507d7573fea544", "component_budget": { "node_count": 3, "item_count": 3, @@ -17748,30 +17569,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests are separate model-introduction PRs (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). They share Transformers boilerplate and auto-registration changes, but they do not fix the same bug or implement the same model, so none should be clustered as duplicates.", - "confidence": 0.98, + "summary": "Three separate model-addition pull requests for unrelated models (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS) with only superficial overlap in framework registration/docs.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate PR exists in this set. If a single representative is needed, PR #45075 is the strongest standalone candidate because it is the most mature non-draft model-addition PR with the most review activity and a complete implementation scope.", + "canonical_pr_reason": "PR #45075 is the most mature and self-contained representative in this cluster: non-draft, substantial implementation/test coverage, and the highest review activity among the three.", "best_issue_reason": null, - "best_pr_reason": "PR #45075 is the best standalone representative: it is non-draft, has substantial review activity, and appears to contain a full end-to-end model addition with docs, tests, conversion, and auto-mapping updates.", + "best_pr_reason": "PR #45075 is the strongest overall PR candidate in the cluster because it appears complete, non-draft, and actively reviewed; the others are either a different model addition (#44662) or a draft (#45401).", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model integrations for different code paths (PenguinVL vs Voxtral TTS). The overlap is generic model-registration/docs boilerplate, not the same underlying change." + "reason": "Different model additions for different products; shared auto-registration/docs are expected boilerplate, not the same underlying change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "These add different models (PenguinVL vs DeepSeek-OCR-2). Shared files are broad Transformers plumbing, but the concrete implementation and target functionality are unrelated." + "reason": "Separate model implementations for different architectures and code paths; similarity is limited to common Transformers scaffolding." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 and Voxtral TTS are distinct model additions with different configs, processors, and tests. Similar auto-mapping/docs edits are insufficient to treat them as the same PR." + "reason": "Both add distinct new models, not the same bug or fix; overlapping filenames are generic integration files only." } ] }, @@ -17801,7 +17622,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "2bae581294da7eba217a756060c607967c100b2d4705bf2d364ef9e5d0f40f18", + "prepared_review_unit_hash": "6b863d41bda90243224521c80f7042969cbb13d6a9756c84fcf51fdd79689ce5", "component_budget": { "node_count": 2, "item_count": 2, @@ -17823,18 +17644,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related by the broad theme of fusion, but they are not the same change: one introduces a generic Module Fusion API, while the other wires n-to-1 kernel fusion through KernelConfig and related integration points. I would not dedupe them.", - "confidence": 0.82, + "summary": "These PRs share a broad \u201cfusion\u201d theme, but they target different layers: one introduces a general Module Fusion API, while the other wires in n-to-1 kernel fusion via KernelConfig and integrations. They are related conceptually, but not the same underlying change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44979 is the more foundational change: it adds the new module-fusion abstraction itself, whereas #45363 is a separate kernel-config-driven integration on top of a different code path.", + "canonical_pr_reason": "PR #45363 is the more concrete, implementation-driven change: it adds KernelConfig plumbing, integration hooks, and a runnable example for a specific fusion workflow.", "best_issue_reason": null, - "best_pr_reason": "PR #44979 is the best representative of this cluster because it is the core API change and is simpler to use as the anchor for related fusion work.", + "best_pr_reason": "PR #45363 is the best representative of the cluster because it centers on a specific code-path feature with clear integration and modeling changes, rather than a more generic API scaffold.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "They share a fusion theme, but they do not look like one underlying bug/change. #44979 adds a standalone Module Fusion API, while #45363 implements n-to-1 kernel fusion plumbing via KernelConfig and integrations; these would not plausibly be merged into one PR." + "reason": "Both involve fusion, but #44979 is a general module-fusion API and #45363 is a KernelConfig-based n-to-1 kernel fusion feature. Different mechanisms, different affected files, and not plausibly one merged PR without conflating separate designs." } ] }, @@ -17864,7 +17685,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "9c62f3e8a65a521050fa64cfd12363de8ff6a474c256926aeef82c4b742402f5", + "prepared_review_unit_hash": "0e3ba9e2de7708ded75705a0466845fe444217fbdde11f94e6625ebd1800f3be", "component_budget": { "node_count": 2, "item_count": 2, @@ -17886,18 +17707,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same Mistral regex patch bug in the same file and apply the same code change; PR #45317 is the more complete version because it adds tests and has more discussion.", - "confidence": 0.98, + "summary": "Both PRs fix the same AttributeError in `_patch_mistral_regex` for `fix_mistral_regex=True` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer` in the same file. PR 45317 is the more complete duplicate because it includes the code fix plus a test update.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45317 is the stronger canonical PR: same fix as #45086, but with added test coverage and more review discussion, making it the more complete representative of this change.", + "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same core fix as 45086 plus test coverage, making it the more complete representative of this duplicate change.", "best_issue_reason": null, - "best_pr_reason": "PR #45317 is best overall because it directly fixes the AttributeError, includes tests, and is the more fully developed implementation of the shared fix.", + "best_pr_reason": "PR 45317 is the best overall representative: same underlying bug, same code path, and it adds validation via tests.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug and same code-path fix in the same file; #45317 is effectively the tested, expanded version of #45086." + "reason": "Same concrete bug fix in the same function and same file; the later PR is the same change with added tests, so they could plausibly be merged into one PR." } ] }, @@ -17927,12 +17748,12 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "b906698b3fb430661c3e6cf78115b214fbfb01fed57d472e9bedaba9bd8d20a1", + "prepared_review_unit_hash": "dd7efacf3a056a4c317643391fc3bb52f472d2f12dcc6ff5776e4f779f51cb2f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6066, + "serialized_chars": 6065, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -17940,7 +17761,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6066, + "serialized_chars": 6065, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -17949,18 +17770,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in the NemotronH area overlap on model plumbing, but they pursue different changes: one refactors NemotronH to inherit GraniteMoeHybrid-style structure, while the other splits NemotronH into dedicated dense/sparse model families with docs and tests.", - "confidence": 0.79, + "summary": "Two open PRs touch NemotronH, but they address different changes: one is a conversion/refactor toward GraniteMoeHybrid-compatible naming, the other is a broader split into NemotronH Dense/Sparse models with docs and auto-mapping updates. They overlap on shared model files, but are not duplicates.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the better canonical PR because it is the broader, more complete NemotronH redesign and includes the downstream docs/test/model registration changes that make it the likely final representative of the cluster.", + "canonical_pr_reason": "PR #45569 is the better representative because it is the more complete user-facing model change: it introduces the Dense/Sparse model variants, updates docs and auto-mapping, and keeps NemotronH as a compatibility dispatcher.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 best represents the cluster since it subsumes the shared NemotronH modeling work and adds the user-facing/model split changes; #45115 is a narrower refactor step and less representative of the overall change set.", + "best_pr_reason": "PR #45569 is the best single PR to stand in for this cluster since it covers the larger architectural outcome and most of the visible API/documentation surface.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They touch overlapping NemotronH files, but they are not the same concrete fix/change: #45115 is a structural refactor toward GraniteMoeHybrid compatibility, while #45569 introduces separate NemotronHDense/NemotronHSparse models plus docs/tests and broader API updates. Shared subsystem alone is not enough to merge them." + "reason": "Not the same underlying change. #45115 is a targeted refactor/conversion-mapping update for NemotronH-to-GraniteMoeHybrid naming, while #45569 is a broader model split adding NemotronHDense/NemotronHSparse plus docs and auto/model wiring. Shared files alone are not enough to treat them as duplicates." } ] }, @@ -17990,7 +17811,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "8159cc6512800f1c6ef20ceef8d250fcfa8591c2704cd8d3cc5059f7805486a5", + "prepared_review_unit_hash": "07c064175a776eb59571abb65ae299dc0b092be98802beb1cb5f10212a912460", "component_budget": { "node_count": 2, "item_count": 2, @@ -18012,18 +17833,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two related but distinct pull requests in the heterogeneous-modeling feature area: one adds per-layer config support, the other adds the broader per-layer modeling/cache integration. They share plumbing files, but they are not the same concrete change and should not be merged as duplicates.", - "confidence": 0.89, + "summary": "Two related but distinct PRs: one adds heterogeneous per-layer config plumbing, the other adds broader heterogeneous model/runtime support on top of it. They share files and theme, but they are not the same concrete change.", + "confidence": 0.78, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45332 is the better canonical representative because it is the broader umbrella change: it adds heterogeneous model support across config, cache, masking, and modeling paths. PR 45333 is a narrower config-only piece.", + "canonical_pr_reason": "No issue in the cluster; among the PRs, #45332 is the better canonical representative because it is the broader end-to-end heterogeneous model support change and subsumes the config groundwork.", "best_issue_reason": null, - "best_pr_reason": "PR 45332 is the best overall representative for the cluster because it covers the larger end-to-end heterogeneous support work, while 45333 is only one subsystem slice of that effort.", + "best_pr_reason": "#45332 is the best cluster representative since it covers the main feature area and includes the downstream modeling/cache changes, whereas #45333 is a narrower config-only prerequisite.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related feature work, but not the same underlying change: 45333 only adds heterogeneous config handling, while 45332 extends modeling/cache behavior and depends on that config groundwork. They would not plausibly be one PR." + "reason": "Related feature work, but not the same underlying change. #45333 adds per-layer heterogeneous config support; #45332 adds heterogeneous model/runtime support that uses that config. They could be adjacent PRs, not one duplicate PR." } ] }, @@ -18053,7 +17874,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "7bcd7d04285a4253c91d4ef53638d4eddc49ef8d721a3fc934290aaa0ea21a9b", + "prepared_review_unit_hash": "fd3295105cfcdcb6d21429a84e8077ed678ff2ce0e5480e71c271b64bc488c44", "component_budget": { "node_count": 2, "item_count": 2, @@ -18075,18 +17896,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are broad typing-focused PRs in Transformers, but they address different changes: one enables/expands type checking across many src/transformers files, while the other adds shared typing helper protocols and related model utility adjustments. They are related by theme, not the same underlying change.", - "confidence": 0.9, + "summary": "Both items are typing-related pull requests, but they are not the same change: one is a broad repo-wide type-checking sweep, the other is a focused typing-compatibility update around modeling_utils/PEFT. They overlap in a few files, but not in the same concrete fix.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the better canonical PR because it is the more focused change centered on shared typing abstractions and targeted utility updates, whereas PR 45415 is a much broader type-checking sweep across many files.", + "canonical_pr_reason": "PR 45425 is the more self-contained change: it introduces typing aliases/protocols and targeted fixes for specific typing gaps. PR 45415 is a much broader type-checking pass across many files and config, so it is less suitable as the canonical representative of this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the best representative of this cluster since it has a narrower, more specific code-change scope; PR 45415 is a separate large-scale typing rollout rather than the same concrete fix.", + "best_pr_reason": "PR 45425 is the best single PR for the cluster because it is narrowly scoped and concrete, whereas PR 45415 is a sweeping typing cleanup rather than one specific change.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are typing-related, but they do not look like the same underlying bug or change. PR 45415 is a wide type-checking/config sweep across many modules, while PR 45425 introduces shared typing protocols and related code-path adjustments. Shared filenames alone are not enough to treat them as duplicates." + "reason": "Reject: 45415 is a broad type-checking enablement/sweep (pyproject plus many files), while 45425 adds specific typing aliases/protocols and targeted fixes for modeling_utils/PEFT. Shared files do not mean the same underlying bug or mergeable PR." } ] }, @@ -18116,7 +17937,7 @@ "soft_pairs": [ "pull_request:45487|pull_request:45615" ], - "prepared_review_unit_hash": "848e42b2cea82e09d945d113713b3b9afd3438d236f6bf1e52f32d6be69221cb", + "prepared_review_unit_hash": "b6a8f3528cacf24a90d0ef36311cdcb3ada051fec0a8269f1f71e0607061f4ff", "component_budget": { "node_count": 2, "item_count": 2, @@ -18138,18 +17959,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated: one fixes model-parallel/device-placement code in AltCLIP/ChineseCLIP and other models, while the other only adds XPU test expectations for Qianfan OCR.", - "confidence": 0.96, + "summary": "The two PRs are unrelated: one fixes a device placement/model-parallel bug in AltCLIP/ChineseCLIP, while the other only updates Qianfan OCR XPU test expectations.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45487 is the stronger representative of a real code change: it fixes device-placement/model-parallel bugs in model implementations rather than only adjusting tests.", + "canonical_pr_reason": "PR 45487 is the substantive code fix: it changes model code to move buffered token type IDs onto the correct device, addressing the actual parallelism bug. PR 45615 only adjusts tests and has no comparable code-path fix.", "best_issue_reason": null, - "best_pr_reason": "PR 45487 is the best PR to represent the cluster because it contains the substantive cross-model fix; PR 45615 is just an XPU expectation update in tests.", + "best_pr_reason": "PR 45487 is the best representative because it targets the underlying runtime bug in model code, whereas PR 45615 is just platform-specific expected-output maintenance.", "soft_edge_verdicts": [ { "left": "pull_request:45487", "right": "pull_request:45615", "accept": false, - "reason": "Reject: they do not fix the same concrete code-path problem. 45487 changes model code for AltCLIP/ChineseCLIP device handling, while 45615 only updates Qianfan OCR test outputs for XPU." + "reason": "Different models and different concerns: 45487 fixes AltCLIP/ChineseCLIP device placement in forward passes; 45615 only adds XPU golden values for Qianfan OCR tests. They do not appear to be the same underlying change or bug." } ] }, @@ -18179,7 +18000,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "5fd759d95527c3d82c5ecf392742443d5f9005d030ff2fca2b2902589260839a", + "prepared_review_unit_hash": "c2a79796764afcca5ea92160eefa6918654edf3b441e2f01c8141708a5df18e4", "component_budget": { "node_count": 2, "item_count": 2, @@ -18201,18 +18022,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs both touch expert-parallel loading, but they fix different bugs on different code paths: one is about ZeRO-3/accelerate launch config handling, the other about FSDP2/rank-0 broadcast overwriting experts. Not duplicates.", - "confidence": 0.95, + "summary": "These are related EP-loading fixes, but they target different failure modes: one fixes DeepSpeed ZeRO-3/accelerate launch loading and config serialization, while the other fixes FSDP2 rank-0 broadcast overwriting experts. I would not treat them as duplicates.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the more concrete and self-contained fix: it targets a specific expert-overwrite path during distributed loading and has a focused code change around shard wrapping.", + "canonical_pr_reason": "PR 45662 is the better representative because it targets a specific, concrete EP corruption bug during distributed loading and the diff is centered on that failure path.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the stronger representative of the cluster because it addresses a clearly defined failure mode in the model loading path, whereas #45548 is a separate configuration/loading compatibility fix.", + "best_pr_reason": "PR 45662 is the strongest standalone PR in this cluster: it describes a precise user-visible bug and has a focused fix in the loading path, whereas 45548 is a different EP-related loading issue.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Different underlying defects. #45548 fixes EP + DeepSpeed ZeRO-3 loading/config serialization for accelerate launch, while #45662 fixes EP + FSDP2 experts being overwritten by rank-0 broadcast during loading. Shared subsystem only, not the same bug." + "reason": "Both involve expert parallelism and loading, but 45548 fixes EP + DeepSpeed ZeRO-3/accelerate launch config handling, while 45662 fixes EP + FSDP2 expert tensors being overwritten by rank-0 broadcast. Different root causes and different code paths." } ] }, @@ -18242,12 +18063,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "58bedb4f37eb30626691bdf6c14fc12b35c9b50598d456c17ffbbfe7a09dec37", + "prepared_review_unit_hash": "670d56d4d5b66a04c33c66949919b0a723cff2ea04fb544f0398a5bc26554037", "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 }, @@ -18255,7 +18076,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, + "serialized_chars": 4589, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -18264,18 +18085,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist collision problem around captured_info logging, with 45645 appearing to subsume 45639 by adding the core fix plus CI log handling.", - "confidence": 0.92, + "summary": "Both PRs target the same underlying xdist collision problem around captured_info output in testing_utils; 45645 is the broader follow-up that also updates CI handling, while 45639 is the narrower core fix.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical representative because it contains the same core testing_utils xdist-safe fix as 45639 and also includes the extra workflow/log-preservation changes tied to the same bug.", + "canonical_pr_reason": "pull_request:45645 is the better canonical PR because it contains the core xdist-safe logging fix plus the workflow change needed to read multiple captured_info artifacts, making it the more complete representative of the change set.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the strongest overall fit: it covers the concrete captured_info xdist collision fix and the related CI/reporting adjustments, making it the most complete version of the change.", + "best_pr_reason": "pull_request:45645 is the strongest representative for the cluster: it addresses the same captured_info xdist collision and adds the downstream CI log preservation behavior, whereas 45639 only covers the file-writing side.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying captured_info xdist collision bug; 45645 includes the same testing_utils fix and extends it with CI log aggregation, so the PRs are plausibly mergeable into one change." + "reason": "Same underlying bug: both fix xdist collisions for captured_info generated by patched testing methods. The second PR extends the same fix with CI artifact aggregation, so they could plausibly be merged into one change set." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 2cfcdfe7eca62158933aa445cd663f9b2b700934..8f6561a0f6df26df33393db229257754e6e27b72 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260430t060020z", + "analysis_id": "hybrid-model-20260430t120024z", "archived_artifacts": { - "hybrid": "snapshots/20260430T060020Z/analysis-runs/hybrid-model-20260430t060020z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260430T060020Z/analysis-runs/hybrid-model-20260430t060020z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260430T120024Z/analysis-runs/hybrid-model-20260430t120024z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260430T120024Z/analysis-runs/hybrid-model-20260430t120024z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-04-30T06:08:50Z", + "published_at": "2026-04-30T12:09:48Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260430T060020Z", + "snapshot_id": "20260430T120024Z", "variant": "hybrid" } diff --git a/snapshots/20260430T120024Z/analysis-runs/hybrid-model-20260430t120024z/analysis-report-hybrid.json b/snapshots/20260430T120024Z/analysis-runs/hybrid-model-20260430t120024z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..784c9ae85e63ea460b626fcf45b8a6ad857ec99a --- /dev/null +++ b/snapshots/20260430T120024Z/analysis-runs/hybrid-model-20260430t120024z/analysis-report-hybrid.json @@ -0,0 +1,2017 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260430T120024Z", + "generated_at": "2026-04-30T12:09:47Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43979, + "canonical_pr_number": 44007, + "issue_numbers": [ + 43979 + ], + "pr_numbers": [ + 43996, + 44007, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43996, + "right_pr_number": 44007, + "code_similarity": 0.179, + "size_similarity": 0.576, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.429, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44013, + "code_similarity": 0.122, + "size_similarity": 0.318, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.392, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44044, + "code_similarity": 0.245, + "size_similarity": 0.864, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.479, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44066, + "code_similarity": 0.225, + "size_similarity": 0.818, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.408, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44072, + "code_similarity": 0.14, + "size_similarity": 0.303, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.528, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44085, + "code_similarity": 0.216, + "size_similarity": 0.783, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.398, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44129, + "code_similarity": 0.163, + "size_similarity": 0.643, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.229, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44154, + "code_similarity": 0.153, + "size_similarity": 0.535, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.31, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44722, + "code_similarity": 0.225, + "size_similarity": 0.848, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.368, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44013, + "code_similarity": 0.19, + "size_similarity": 0.553, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.531, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44044, + "code_similarity": 0.186, + "size_similarity": 0.667, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.354, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44066, + "code_similarity": 0.188, + "size_similarity": 0.704, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.315, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44072, + "code_similarity": 0.212, + "size_similarity": 0.526, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.708, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44085, + "code_similarity": 0.195, + "size_similarity": 0.735, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.318, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44129, + "code_similarity": 0.103, + "size_similarity": 0.37, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.191, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44154, + "code_similarity": 0.238, + "size_similarity": 0.93, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.344, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44722, + "code_similarity": 0.178, + "size_similarity": 0.679, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.28, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44044, + "code_similarity": 0.126, + "size_similarity": 0.368, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.351, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44066, + "code_similarity": 0.127, + "size_similarity": 0.389, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.325, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44072, + "code_similarity": 0.29, + "size_similarity": 0.952, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.667, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44085, + "code_similarity": 0.131, + "size_similarity": 0.406, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.329, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44129, + "code_similarity": 0.07, + "size_similarity": 0.205, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.192, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44154, + "code_similarity": 0.177, + "size_similarity": 0.594, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.389, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44722, + "code_similarity": 0.118, + "size_similarity": 0.375, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.287, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44066, + "code_similarity": 0.25, + "size_similarity": 0.947, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.404, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44072, + "code_similarity": 0.136, + "size_similarity": 0.351, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.442, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44085, + "code_similarity": 0.24, + "size_similarity": 0.906, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.394, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44129, + "code_similarity": 0.147, + "size_similarity": 0.555, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.243, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44154, + "code_similarity": 0.17, + "size_similarity": 0.62, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.306, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44722, + "code_similarity": 0.257, + "size_similarity": 0.982, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.402, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44072, + "code_similarity": 0.133, + "size_similarity": 0.37, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.393, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44085, + "code_similarity": 0.763, + "size_similarity": 0.957, + "file_overlap": 0.5, + "area_overlap": 0.825, + "patch_similarity": 0.887, + "shared_filenames": [ + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 41 + ], + [ + 174, + 181 + ], + [ + 250, + 257 + ], + [ + 398, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 466 + ], + [ + 471, + 488 + ], + [ + 518, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 606 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ], + "right_ranges": [ + [ + 33, + 40 + ], + [ + 173, + 180 + ], + [ + 249, + 256 + ], + [ + 397, + 405 + ], + [ + 408, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 465 + ], + [ + 470, + 489 + ], + [ + 517, + 539 + ], + [ + 553, + 559 + ], + [ + 565, + 574 + ], + [ + 579, + 597 + ], + [ + 600, + 611 + ], + [ + 633, + 639 + ], + [ + 645, + 652 + ], + [ + 657, + 673 + ], + [ + 716, + 728 + ], + [ + 737, + 743 + ], + [ + 748, + 771 + ], + [ + 789, + 794 + ] + ] + } + ] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44129, + "code_similarity": 0.145, + "size_similarity": 0.526, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.263, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44154, + "code_similarity": 0.174, + "size_similarity": 0.654, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.286, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44722, + "code_similarity": 0.907, + "size_similarity": 0.964, + "file_overlap": 1.0, + "area_overlap": 0.808, + "patch_similarity": 0.874, + "shared_filenames": [ + "src/transformers/models/codegen/modeling_codegen.py", + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/codegen/modeling_codegen.py", + "left_ranges": [ + [ + 245, + 266 + ] + ], + "right_ranges": [ + [ + 228, + 234 + ] + ] + }, + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 41 + ], + [ + 174, + 181 + ], + [ + 250, + 257 + ], + [ + 398, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 466 + ], + [ + 471, + 488 + ], + [ + 518, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 606 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ], + "right_ranges": [ + [ + 33, + 42 + ], + [ + 175, + 182 + ], + [ + 251, + 258 + ], + [ + 399, + 420 + ], + [ + 426, + 435 + ], + [ + 460, + 467 + ], + [ + 472, + 489 + ], + [ + 519, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 612 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 663 + ], + [ + 666, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ] + } + ] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44085, + "code_similarity": 0.137, + "size_similarity": 0.387, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.398, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44129, + "code_similarity": 0.074, + "size_similarity": 0.195, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.231, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44154, + "code_similarity": 0.175, + "size_similarity": 0.566, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.414, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44722, + "code_similarity": 0.124, + "size_similarity": 0.357, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.347, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44129, + "code_similarity": 0.141, + "size_similarity": 0.503, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.272, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44154, + "code_similarity": 0.18, + "size_similarity": 0.684, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.289, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44722, + "code_similarity": 0.728, + "size_similarity": 0.923, + "file_overlap": 0.5, + "area_overlap": 0.791, + "patch_similarity": 0.78, + "shared_filenames": [ + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 40 + ], + [ + 173, + 180 + ], + [ + 249, + 256 + ], + [ + 397, + 405 + ], + [ + 408, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 465 + ], + [ + 470, + 489 + ], + [ + 517, + 539 + ], + [ + 553, + 559 + ], + [ + 565, + 574 + ], + [ + 579, + 597 + ], + [ + 600, + 611 + ], + [ + 633, + 639 + ], + [ + 645, + 652 + ], + [ + 657, + 673 + ], + [ + 716, + 728 + ], + [ + 737, + 743 + ], + [ + 748, + 771 + ], + [ + 789, + 794 + ] + ], + "right_ranges": [ + [ + 33, + 42 + ], + [ + 175, + 182 + ], + [ + 251, + 258 + ], + [ + 399, + 420 + ], + [ + 426, + 435 + ], + [ + 460, + 467 + ], + [ + 472, + 489 + ], + [ + 519, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 612 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 663 + ], + [ + 666, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ] + } + ] + }, + { + "left_pr_number": 44129, + "right_pr_number": 44154, + "code_similarity": 0.099, + "size_similarity": 0.344, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.199, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44129, + "right_pr_number": 44722, + "code_similarity": 0.146, + "size_similarity": 0.545, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.247, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44154, + "right_pr_number": 44722, + "code_similarity": 0.164, + "size_similarity": 0.631, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.255, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-41211-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #41211.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 41211, + "canonical_pr_number": 44339, + "issue_numbers": [ + 41211 + ], + "pr_numbers": [ + 41356, + 44339 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 41356, + "right_pr_number": 44339, + "code_similarity": 0.155, + "size_similarity": 0.094, + "file_overlap": 0.273, + "area_overlap": 0.078, + "patch_similarity": 0.183, + "shared_filenames": [ + "docs/source/en/model_doc/deimv2.md", + "src/transformers/models/deimv2/__init__.py", + "src/transformers/models/deimv2/configuration_deimv2.py", + "src/transformers/models/deimv2/modeling_deimv2.py", + "tests/models/deimv2/__init__.py", + "tests/models/deimv2/test_modeling_deimv2.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/model_doc/deimv2.md", + "left_ranges": [ + [ + 1, + 132 + ] + ], + "right_ranges": [ + [ + 1, + 65 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/__init__.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 29 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/configuration_deimv2.py", + "left_ranges": [ + [ + 1, + 74 + ] + ], + "right_ranges": [ + [ + 1, + 266 + ] + ] + }, + { + "filename": "tests/models/deimv2/test_modeling_deimv2.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 1734 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43240-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43240, + "canonical_pr_number": 43251, + "issue_numbers": [ + 43240 + ], + "pr_numbers": [ + 43251, + 43254 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43251, + "right_pr_number": 43254, + "code_similarity": 0.794, + "size_similarity": 0.64, + "file_overlap": 1.0, + "area_overlap": 0.667, + "patch_similarity": 0.882, + "shared_filenames": [ + "src/transformers/loss/loss_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/loss/loss_utils.py", + "left_ranges": [ + [ + 30, + 50 + ] + ], + "right_ranges": [ + [ + 30, + 43 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-41115-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #41115.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 41115, + "canonical_pr_number": 45613, + "issue_numbers": [ + 41115 + ], + "pr_numbers": [ + 41116, + 45613 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 41116, + "right_pr_number": 45613, + "code_similarity": 0.805, + "size_similarity": 0.885, + "file_overlap": 0.75, + "area_overlap": 0.856, + "patch_similarity": 0.693, + "shared_filenames": [ + "docs/source/en/_toctree.yml", + "docs/source/en/model_doc/minicpm3.md", + "src/transformers/models/auto/modeling_auto.py", + "src/transformers/models/minicpm3/__init__.py", + "src/transformers/models/minicpm3/configuration_minicpm3.py", + "src/transformers/models/minicpm3/modeling_minicpm3.py", + "src/transformers/models/minicpm3/modular_minicpm3.py", + "tests/models/minicpm3/__init__.py", + "tests/models/minicpm3/test_modeling_minicpm3.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/_toctree.yml", + "left_ranges": [ + [ + 713, + 720 + ] + ], + "right_ranges": [ + [ + 713, + 720 + ] + ] + }, + { + "filename": "docs/source/en/model_doc/minicpm3.md", + "left_ranges": [ + [ + 1, + 67 + ] + ], + "right_ranges": [ + [ + 1, + 45 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 285, + 291 + ], + [ + 700, + 706 + ], + [ + 1298, + 1304 + ] + ], + "right_ranges": [ + [ + 699, + 705 + ], + [ + 1300, + 1306 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/__init__.py", + "left_ranges": [ + [ + 1, + 29 + ] + ], + "right_ranges": [ + [ + 1, + 29 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/configuration_minicpm3.py", + "left_ranges": [ + [ + 1, + 141 + ] + ], + "right_ranges": [ + [ + 1, + 126 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/modeling_minicpm3.py", + "left_ranges": [ + [ + 1, + 544 + ] + ], + "right_ranges": [ + [ + 1, + 522 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/modular_minicpm3.py", + "left_ranges": [ + [ + 1, + 444 + ] + ], + "right_ranges": [ + [ + 1, + 342 + ] + ] + }, + { + "filename": "tests/models/minicpm3/test_modeling_minicpm3.py", + "left_ranges": [ + [ + 1, + 109 + ] + ], + "right_ranges": [ + [ + 1, + 136 + ] + ] + } + ] + } + ] + }, + { + "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.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45081, + "canonical_pr_number": 45317, + "issue_numbers": [ + 45081 + ], + "pr_numbers": [ + 45086, + 45317 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45086, + "right_pr_number": 45317, + "code_similarity": 0.589, + "size_similarity": 0.34, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.136, + "shared_filenames": [ + "src/transformers/tokenization_utils_tokenizers.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/tokenization_utils_tokenizers.py", + "left_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ], + "right_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45561-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45561.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45561, + "canonical_pr_number": 45645, + "issue_numbers": [ + 45561 + ], + "pr_numbers": [ + 45639, + 45645 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45639, + "right_pr_number": 45645, + "code_similarity": 0.532, + "size_similarity": 0.619, + "file_overlap": 0.5, + "area_overlap": 0.543, + "patch_similarity": 0.451, + "shared_filenames": [ + "src/transformers/testing_utils.py", + "tests/utils/test_testing_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/testing_utils.py", + "left_ranges": [ + [ + 3529, + 3536 + ], + [ + 3753, + 3787 + ] + ], + "right_ranges": [ + [ + 3525, + 3558 + ], + [ + 3782, + 3788 + ] + ] + }, + { + "filename": "tests/utils/test_testing_utils.py", + "left_ranges": [ + [ + 1, + 86 + ] + ], + "right_ranges": [ + [ + 1, + 114 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43698-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43698, + "canonical_pr_number": 43779, + "issue_numbers": [ + 43698 + ], + "pr_numbers": [ + 43779, + 43816 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43779, + "right_pr_number": 43816, + "code_similarity": 0.418, + "size_similarity": 0.538, + "file_overlap": 1.0, + "area_overlap": 0.02, + "patch_similarity": 0.02, + "shared_filenames": [ + "src/transformers/integrations/integration_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/integrations/integration_utils.py", + "left_ranges": [ + [ + 2227, + 2241 + ], + [ + 2303, + 2309 + ] + ], + "right_ranges": [ + [ + 2278, + 2291 + ], + [ + 2309, + 2322 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-44018-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44068, + "issue_numbers": [], + "pr_numbers": [ + 44018, + 44068 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44018, + "right_pr_number": 44068, + "code_similarity": 0.766, + "size_similarity": 0.939, + "file_overlap": 1.0, + "area_overlap": 0.425, + "patch_similarity": 0.866, + "shared_filenames": [ + "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "tests/models/gpt_neo/test_modeling_gpt_neo.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "left_ranges": [ + [ + 26, + 46 + ], + [ + 138, + 143 + ], + [ + 182, + 187 + ], + [ + 283, + 295 + ], + [ + 327, + 341 + ], + [ + 348, + 354 + ], + [ + 360, + 369 + ], + [ + 399, + 406 + ], + [ + 411, + 419 + ], + [ + 428, + 433 + ], + [ + 472, + 492 + ], + [ + 507, + 513 + ], + [ + 519, + 528 + ], + [ + 541, + 559 + ], + [ + 562, + 567 + ], + [ + 595, + 601 + ], + [ + 607, + 614 + ], + [ + 627, + 643 + ], + [ + 685, + 690 + ], + [ + 708, + 714 + ], + [ + 720, + 727 + ], + [ + 740, + 757 + ], + [ + 761, + 766 + ], + [ + 780, + 786 + ], + [ + 791, + 798 + ], + [ + 807, + 822 + ], + [ + 840, + 845 + ] + ], + "right_ranges": [ + [ + 26, + 31 + ], + [ + 34, + 44 + ], + [ + 136, + 141 + ], + [ + 180, + 185 + ], + [ + 281, + 293 + ], + [ + 325, + 339 + ], + [ + 346, + 352 + ], + [ + 358, + 367 + ], + [ + 397, + 404 + ], + [ + 409, + 417 + ], + [ + 426, + 434 + ], + [ + 463, + 483 + ], + [ + 498, + 504 + ], + [ + 510, + 519 + ], + [ + 532, + 550 + ], + [ + 553, + 564 + ], + [ + 586, + 592 + ], + [ + 598, + 605 + ], + [ + 618, + 634 + ], + [ + 676, + 688 + ], + [ + 699, + 705 + ], + [ + 711, + 718 + ], + [ + 731, + 748 + ], + [ + 752, + 762 + ], + [ + 771, + 777 + ], + [ + 782, + 789 + ], + [ + 798, + 813 + ], + [ + 831, + 836 + ] + ] + }, + { + "filename": "tests/models/gpt_neo/test_modeling_gpt_neo.py", + "left_ranges": [ + [ + 458, + 464 + ] + ], + "right_ranges": [ + [ + 458, + 464 + ] + ] + } + ] + } + ] + } + ], + "duplicate_issues": [], + "duplicate_prs": [ + { + "cluster_id": "cluster-41115-3", + "canonical_pr_number": 45613, + "duplicate_pr_numbers": [ + 41116 + ], + "target_issue_number": 41115, + "reason": "PRs in cluster-41115-3 are treated as duplicates because they converge on issue #41115 with closing_reference evidence." + }, + { + "cluster_id": "cluster-41211-3", + "canonical_pr_number": 44339, + "duplicate_pr_numbers": [ + 41356 + ], + "target_issue_number": 41211, + "reason": "PRs in cluster-41211-3 are treated as duplicates because they converge on issue #41211 with closing_reference evidence." + }, + { + "cluster_id": "cluster-43240-3", + "canonical_pr_number": 43251, + "duplicate_pr_numbers": [ + 43254 + ], + "target_issue_number": 43240, + "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43698-3", + "canonical_pr_number": 43779, + "duplicate_pr_numbers": [ + 43816 + ], + "target_issue_number": 43698, + "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43824-3", + "canonical_pr_number": 43836, + "duplicate_pr_numbers": [ + 43842 + ], + "target_issue_number": 43824, + "reason": "PRs in cluster-43824-3 are treated as duplicates because they converge on issue #43824 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43979-11", + "canonical_pr_number": 44007, + "duplicate_pr_numbers": [ + 43996, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "target_issue_number": 43979, + "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-45081-3", + "canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45561-3", + "canonical_pr_number": 45645, + "duplicate_pr_numbers": [ + 45639 + ], + "target_issue_number": 45561, + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-41211-3", + "issue_number": 41211, + "reason": "Issue #41211 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 6 discussion comments plus 6 inbound references.", + "score": 148.0 + }, + "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/20260430T120024Z/analysis-runs/hybrid-model-20260430t120024z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260430T120024Z/analysis-runs/hybrid-model-20260430t120024z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..9ad22a77d0a4776c7db6269a04870048a6def59c --- /dev/null +++ b/snapshots/20260430T120024Z/analysis-runs/hybrid-model-20260430t120024z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,18111 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260430T120024Z", + "generated_at": "2026-04-30T12:09:47Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 14, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "aaa9f2a701374a0841e1a6c6df27038619146e8dd77b6d7067c5ba9f52f97ada", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues do not look like a duplicate cluster. Two are model-loading problems, but one is specifically about private-model authentication/error handling and the other is about a generic failure loading a public BERT model; the Tapas tokenization issue is unrelated.", + "confidence": 0.71, + "canonical_issue_reason": "Issue #16618 is the best representative of the cluster because it has the broadest model-loading framing and the most discussion activity, so it best captures the central user-visible failure among the candidates.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the strongest overall issue to keep as the cluster anchor: it is the most general, appears most impactful, and has the highest engagement. #15980 is narrower and likely an authentication/error-message variant, while #13244 is unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different problems: Tapas tokenization mismatching TensorFlow code is a tokenizer/parity issue, while #16618 is about failing to load bert-base-uncased. They do not describe the same underlying bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both involve model download/loading, but #15980 is specifically about the error when downloading a private model while logged out, whereas #16618 concerns loading bert-base-uncased. That is not clearly the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 1, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45070", + "issue:45081", + "issue:45084", + "issue:45161", + "issue:45237", + "issue:45362", + "issue:45464", + "issue:45507", + "issue:45685" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:45507", + "issue:44292|issue:45237", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:43638|issue:44805", + "issue:43596|issue:44805", + "issue:44805|issue:45161", + "issue:44805|issue:44918", + "issue:44661|issue:44805", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43975|issue:44457", + "issue:43039|issue:45161", + "issue:44292|issue:44457", + "issue:34928|issue:44805", + "issue:24643|issue:30277", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:39290|issue:45081", + "issue:43828|issue:45161", + "issue:43425|issue:44292", + "issue:44918|issue:45161", + "issue:34928|issue:41720", + "issue:43716|issue:45685", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:45507|issue:45685", + "issue:43716|issue:44292", + "issue:44292|issue:44918", + "issue:41762|issue:43638", + "issue:43039|issue:44918", + "issue:43827|issue:44512", + "issue:43828|issue:45685", + "issue:43716|issue:44560", + "issue:44918|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:43039|issue:44805", + "issue:34928|issue:36010", + "issue:41762|issue:43596", + "issue:43901|issue:44512", + "issue:39290|issue:41720", + "issue:43866|issue:44863", + "issue:43039|issue:44560", + "issue:43854|issue:43866", + "issue:41093|issue:43638", + "issue:39290|issue:43531", + "issue:43425|issue:45070", + "issue:45362|issue:45464", + "issue:43404|issue:43866", + "issue:43792|issue:45070", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:36010|issue:39290", + "issue:44841|issue:45084", + "issue:41093|issue:41762" + ], + "prepared_review_unit_hash": "9a021d0059cbcd75e44d1d88d77197beffc5100c63f598422d63ba96531571b6", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 67, + "serialized_chars": 47108, + "estimated_input_tokens": 11777, + "estimated_eval_tokens": 23810 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster of unrelated model/runtime/docs issues. There is one close BERT/DeepSpeed ZeRO-3 subgroup, but the 43596/43638 pair is similar rather than clearly identical, so it should stay unmerged under a conservative duplicate policy.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43596 is the clearest representative of the BERT + DeepSpeed ZeRO-3 index-out-of-bounds subgroup, but the nearest match (43638) is not safe to collapse into the same bug because it describes a similar symptom in a non-pretrained Bert model rather than the exact same setup.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43596 is the best representative issue for this cluster\u2019s only closely related subtopic: it is specific, concrete, and more central than the surrounding unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but they hit different paths: missing config attribute vs streaming chat/completions failure." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different platforms and failures: AMD GPU runtime issue vs MPS histogram not implemented." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Mistral-3 dtype mismatch and GPT-OSS AMD GPU failure are unrelated model/backend bugs." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is not the same bug as GPT-OSS on AMD GPUs." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "GPT-OSS AMD GPU failure and GraniteMoEHybrid invalid method are different code-path problems." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen-3-8B NVFP4 runtime error is a different backend/model issue from GPT-OSS AMD GPU failure." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch during Jamba training is unrelated to ModernBERT ONNX export failure." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ModernBERT ONNX export and Qwen3Moe FP8 failure are different model/export paths." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ModernBERT export error and Qwen3 auto device-map cuda assert are unrelated." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs regressions, but they concern different removed items and fixes." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export failure and GenerationMixin import error are different issues." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are shape/index-style errors, but the reported BERT ZeRO-3 failure and the mask-shape mismatch do not clearly match." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Same broad area, but the mask-shape mismatch is not clearly the same as the BERT ZeRO-3 index-0-out-of-bounds bug." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Shape/mask indexing error and GPT-OSS tensor-parallel failure are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Different models and contexts: mask/tensor shape mismatch vs Qwen3.5 embedding unpacking with TRL." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping-name bug is unrelated to a tensor/mask indexing error." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset behavior and ModernBERT ONNX export are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Different DeepSpeed problems: collective mismatch for Jamba vs ZeRO-3 BERT loading failure." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": false, + "reason": "Highly similar ZeRO-3/BERT index-0 failures, but one is BertModel and the other is a non-pretrained Bert model; same symptom, not clearly the same underlying bug." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Tokenizer detokenization bug and LoRA save/reload mismatch are distinct issues." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy invocation and GPT-OSS tensor-parallel failure are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen NVFP4 runtime error and LoRA merge/save inconsistency are different problems." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP recompute mismatch is a different training-stack bug than the BERT index/mask errors." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both involve DeepSpeed, but a 2-D weight RuntimeError is not the same as a collective mismatch." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 BERT load failure and GPT-OSS tensor-parallel failure are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP checkpointing shape mismatch and CustomTrainer signature breakage are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "BERT ZeRO-3 init failure and GPT-OSS tensor-parallel issue are different models and paths." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral-3 preprocessing dtype mismatch and GraniteMoEHybrid invalid method are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 sliding-window attribute error and Mistral tokenizer regex crash are different bugs." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Phi-tiny-MoE autocast dtype mismatch is unrelated to GPT-OSS tensor-parallel behavior." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and trainer compute_loss API break are different layers and failures." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross-entropy call issue is unrelated to the tensor/mask indexing errors." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP checkpointing mismatch and GenerationMixin import error are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading issue and BERT ZeRO-3 index failure are only broadly similar, not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Documentation around return_all_scores and documentation about transformers run are separate regressions." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 sliding-window attribute error and Qwen3 auto device-map cuda assert are different model-specific failures." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Checkpoint corruption and NemotronH loading failure are not clearly the same underlying issue." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy call and Qwen3-vl video StopIteration are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test model-loading failure and corrupted checkpoint report are different problem classes." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are indexing/shape errors, but the specific mask mismatch and BERT ZeRO-3 failure do not match." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Gemma3 sliding-window attribute error and Qwen3-MoE sliding_window issue are different model-specific config bugs." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and pydantic PretrainedConfig breakage are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Qwen3.5 chat crash and Qwen3.5 streaming API failure are different code paths and symptoms." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 lm_head tie bug and Ovis2 checkpoint corruption are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure and pydantic PretrainedConfig regression are unrelated." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming inference failure and MPS histogram error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure and MPS histogram implementation error are different bugs." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are MoE/dtype-adjacent, but grouped_mm tracing and autocast mismatch are not the same code-path problem." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "GenerationMixin import failure and Gemma3 sliding-window attribute error are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and non-template-node compilation error are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are shape/index errors, but they involve different models and different failure contexts." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is broadly grounded, but it overstates the only positive soft-edge: 43596 vs 43638 is similar, yet the packet marks this pair as not deterministically accept-able and the two reports are not fully identical (BertModel vs non-pretrained Bert model). Given the instruction to stay conservative on soft edges, that acceptance is too strong." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 2, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:39186", + "issue:39290", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:41553", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43742", + "issue:43828", + "issue:43866", + "issue:43873", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45070", + "issue:45161", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698" + ], + "soft_pairs": [ + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:43531|issue:45070", + "issue:39290|issue:43742", + "issue:43054|issue:43994", + "issue:41093|issue:43596", + "issue:43541|issue:44589", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:44530|issue:45005", + "issue:44863|issue:45005", + "issue:44360|issue:44512", + "issue:42915|issue:45399", + "issue:43873|issue:45005", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:43950|issue:44534", + "issue:43644|issue:43950", + "issue:44292|issue:45507", + "issue:39692|issue:43054", + "issue:41553|issue:43883", + "issue:43828|issue:44928", + "issue:43866|issue:44403" + ], + "prepared_review_unit_hash": "732f6969b04036ee16fb5213ebfa7e5d7f597aab5c6cfe4ca1ae04b3e9c5f3cd", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37183, + "estimated_input_tokens": 9296, + "estimated_eval_tokens": 18848 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mixed, but a few duplicate families are solid. The strongest one is the non-persistent-buffer regression around v5 loading, while the SigLIP2 and custom-module cache/loading pairs are too weakly supported to merge on this packet alone.", + "confidence": 0.79, + "canonical_issue_reason": "43950 is the best canonical issue: it states the non-persistent-buffer regression clearly and is the most actionable description of that bug family, with 43644 and 44534 looking like close duplicate reports.", + "canonical_pr_reason": null, + "best_issue_reason": "43950 is the best issue overall because it is the clearest, highest-signal report of a concrete regression and covers the strongest duplicate family in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Both are model-loading/support problems, but they involve different architectures and failures; not the same concrete bug." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Both are v5 config regressions, but the missing StableLmConfig field and the pydantic PretrainedConfig break are different bugs." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "OOM under int4 quantization and tied-weights regressions are unrelated failure modes." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different concrete problems: torch-dynamo grouped_mm tracing versus GPT-OSS tensor-parallel support." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different model families and different code paths: autocast dtype mismatch versus streaming chat/completions failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Unexpected _is_hf_initialized during init_empty_weights is not the same bug as the pydantic PretrainedConfig regression." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support and Qwen3.5 streaming inference are separate issues." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding-window handling is unrelated to the PretrainedConfig/pydantic break." + }, + { + "left": "issue:39290", + "right": "issue:43742", + "accept": false, + "reason": "Gemma3 sliding_window_pattern/vLLM and MobileLLM key errors are different loading bugs." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "This is only the same model family (SigLIP2); the packet does not show the same concrete underlying bug." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Different shape-related errors in different contexts; no clear shared root cause." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing failure and missing Float8 storage are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Different models and different symptoms; both are quality reports only at a broad level." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "The packet suggests a similar loading/caching theme, but not enough to prove the same underlying bug." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight error and Qwen3.5 embedding unpacking are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different model families and failures: image preprocessor dtype mismatch versus TRL embedding unpacking." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but the concrete bug and affected path differ." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook/custom-model initialization breakage is not the same as the flash-attn2 fallback gating issue." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weights handling." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is a different bug from tied-weights regression." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer discussion and docs typo are unrelated documentation issues." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config on Qwen3Moe and flash-attn2 fallback gating are different code paths." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to tied-weights handling." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo and outdated docs mention are separate docs issues." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRL embedding unpacking and GraniteMoEHybrid invalid method dispatch are different failures." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different models and symptoms: detokenization regression versus NVFP4 loading error." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Both report the same v5 regression where non-persistent buffers are corrupted or filled with junk during loading." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "These are unrelated model/runtime failures with no shared concrete path." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs-example errors and SigLIP2 embedding-quality regression are related only by model family, not by the same bug." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "AutoTokenizer error messaging for Voxtral is unrelated to missing all_tied_weights_keys in MolmoForCausalLM." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch and RLHF NaN from 3D position_ids are different root causes." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption and loading-noise/reporting issues are not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Both are the same non-persistent-buffer regression family in v5 loading/initialization." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall cluster framing is reasonable, but at least one soft-edge acceptance is too strong for the evidence in the packet. In particular, issue:43054 vs issue:43994 is only clearly the same model family (SigLIP2), not clearly the same concrete bug, and issue:45632 vs issue:45698 is also more speculative than the packet supports. The non-persistent-buffer cluster looks well grounded, but the accepted soft edges are not uniformly conservative enough to accept this summary as-is." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 3, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43257", + "issue:43404", + "issue:43493", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43854", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:43975", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44589", + "issue:44661", + "issue:44863", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45237", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45701" + ], + "soft_pairs": [ + "issue:36331|issue:41762", + "issue:43872|issue:44589", + "issue:43054|issue:45701", + "issue:41553|issue:43881", + "issue:38175|issue:43054", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:43881|issue:43883", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:43643|issue:45020", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:43782|issue:44960", + "issue:42491|issue:44368", + "issue:41762|issue:42915", + "issue:43975|issue:44451", + "issue:44661|issue:45020", + "issue:43824|issue:43872", + "issue:44991|issue:45399", + "issue:45020|issue:45356", + "issue:43827|issue:44509", + "issue:45081|issue:45399", + "issue:43792|issue:44220", + "issue:43404|issue:43950", + "issue:43257|issue:43866", + "issue:43742|issue:45399", + "issue:42915|issue:45020", + "issue:41553|issue:44991", + "issue:43742|issue:45020", + "issue:43940|issue:45313", + "issue:43872|issue:44291", + "issue:43854|issue:44863", + "issue:42915|issue:43872", + "issue:41553|issue:44488" + ], + "prepared_review_unit_hash": "a3898b7a3c7e255f84d2b77e73d9a29510f9b18bbb35c2a06cc5f741975d3d9e", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 37867, + "estimated_input_tokens": 9467, + "estimated_eval_tokens": 19190 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are unrelated model-specific bugs, but there are a few clear duplicate clusters: docs cleanup for removed pipeline tasks, the `_is_hf_initialized` TypeError, SigLIP2 implementation mismatch, remote_code config-loading regression, and Qwen3/Qwen3-Next ZeRO-3 weight-loading failures.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 45020 is the best global anchor: it is the broadest current runtime regression report in this set, and it cleanly covers the remote_code/config-loading symptom family without being as narrow as the model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "45020 is the strongest overall issue candidate because it is open, broadly scoped, and more actionable as an umbrella than the narrower model-specific failures or documentation-only regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different subsystems and failure modes: custom trainer loss signature vs Gemma3 ZeRO-3 loading." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are quantization/loading errors, but the specific errors differ: `_is_hf_initialized` vs missing `Float8_e4m3fnStorage`." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Related tokenizer/model-quality area, but one is a SigLIP2 embedding complaint and the other is a broad tokenization-version regression." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and different error surfaces; bad AutoTokenizer error message for Voxtral vs a general glm-4v-9b load failure." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP-family models, but one is zero probabilities in siglip2 and the other is a text-embedding quality regression; not clearly the same bug." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Different problems: LoRA gradient checkpointing ineffective vs int4 quantization memory/OOM regression." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Both point to the same SigLIP2 implementation issue; the JAX-vs-HF discrepancy is a plausible root cause of the poor text embeddings." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Unrelated model-loading failures with different concrete errors and model classes." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Broad loading-noise complaint vs a specific inability to load ScandiBERT; not the same bug." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Different areas: tokenizer detokenization regression vs flash-attn import KeyError on Python 3.13." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": true, + "reason": "The specific missing-fields behavior with `trust_remote_code=True` looks like a concrete manifestation of the broader remote_code regression." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Tokenizer/detokenization bug vs AMD GPU runtime incompatibility; unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both concern model loading, but one is generic noise and the other is a specific BERT load failure." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA checkpointing regression vs Qwen3 MoE training memory usage; different bugs." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different model families and failure modes; Qwen3VL weight-only error vs GLM5 issue." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both are Qwen-related, but one is a LoRA portability regression and the other is a tie_word_embeddings warning; not the same bug." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Both mention model loading, but Gemma3 ZeRO-3 missing weights and Qwen3 MoE FineGrainedFP8Config failures are distinct code paths." + }, + { + "left": "issue:43975", + "right": "issue:44451", + "accept": false, + "reason": "Different tokenizer/loading problems and different models; no clear shared underlying bug." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "`add-new-model-like` mapping bug is unrelated to remote_code loading regressions." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import error for a missing class vs bitsandbytes `_is_hf_initialized` kwarg incompatibility." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure for EMBEDDIA/est-roberta vs flash-attn fallback blocking; unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote_code breakage is not the same bug as the Kimi-K2.5 tokenizer regression / fix_mistral_regex warning issue." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs cleanup: both report stale pipeline-task references removed in v5." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer patch crash vs flash-attn fallback gating; different loading problems." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper runtime failure vs `_torch_extract_fbank_features()` issue; too little evidence they share the same root cause." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Tied lm_head weights vs non-persistent buffer corruption; separate model-state bugs." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight conversion issue vs Ovis2 checkpoint corruption; unrelated." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM key error vs flash-attn fallback gating; different loading paths." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE FP8 failure and broad remote_code breakage are different regressions." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Different model load failures with no clear shared mechanism." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Key error for MobileLLM loading is not the same as the remote_code config regression." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": true, + "reason": "Both describe the same ZeRO-3 weight-loading failure pattern for Qwen-family conditional generation models." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same unexpected `_is_hf_initialized` kwarg incompatibility during model initialization/loading." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures for different models; not the same underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "FP8/Qwen3 MoE failure is unrelated to the bitsandbytes `_is_hf_initialized` incompatibility." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different models and different loading issues; not duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays mostly conservative. The accepted soft-edge pairs are plausible from the titles/bodies, especially the docs cleanup, the SigLIP2 discrepancy, the remote_code regression, and the Qwen ZeRO-3 load failures. I did not see an overclaim strong enough to reject." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 4, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41093", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43872", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44479", + "issue:44530", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:45030", + "issue:45305", + "issue:45325", + "issue:45538", + "issue:45584", + "issue:45588", + "issue:45685" + ], + "soft_pairs": [ + "issue:44928|issue:45588", + "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:41093|issue:44805", + "issue:43872|issue:45538", + "issue:44479|issue:44560", + "issue:44530|issue:44863", + "issue:24643|issue:30064", + "issue:43366|issue:43828", + "issue:44155|issue:45584", + "issue:43366|issue:43531", + "issue:43550|issue:44910", + "issue:44560|issue:45685", + "issue:43645|issue:43646", + "issue:43950|issue:45325", + "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:43366|issue:44589", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:38175|issue:43994", + "issue:43646|issue:43950", + "issue:36010|issue:42915", + "issue:44560|issue:44805", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:43317|issue:44756", + "issue:43644|issue:44534", + "issue:38175|issue:39692", + "issue:42491|issue:43720" + ], + "prepared_review_unit_hash": "2df86cea26b766518d7c043834377f230696e4fdcfa5bf5630400a0bc80f670e", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37221, + "estimated_input_tokens": 9306, + "estimated_eval_tokens": 18868 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a loose cluster of unrelated bug reports, with a few genuine duplicate-style pairs around the same regression: non-persistent buffer corruption, custom model initialization in v5, SigLIP2 output corruption, and a Qwen video-input regression.", + "confidence": 0.69, + "canonical_issue_reason": "issue:43644 is the clearest broad regression report in the set and has a near-duplicate in issue:44534 with the same non-persistent-buffer corruption symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the strongest standalone issue to keep because it states the bug crisply, is broadly scoped, and maps well to the duplicate-like follow-up report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Both mention Qwen3.5/attention-related failures, but the concrete failures and code paths differ: gradient instability vs a flash_attention.py AttributeError." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed/Qwen3-MoE, but one is a loading/conversion issue and the other is a gradient-averaging bug; different fixes." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "These are different error classes in different trainer/data paths; shared shape-related wording is not enough to make them the same bug." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Same error pattern, but no evidence they share the same underlying failing code path or fix." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated subsystems: bitsandbytes initialization vs tokenizer model_max_length." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Both are video-input regressions in the Qwen video stack on 5.3.0 and plausibly stem from the same processor/video handling bug." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different models and failures; one is a Qwen3.5 cache/group-type crash, the other is a NemotronH checkpoint-loading issue." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely different bugs: DeepSpeed training weight-shape error vs segmentation-map processing failure." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "No shared concrete bug; one is GGUF architecture support, the other is an autocast dtype mismatch." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different audio-generation paths and symptoms; not the same underlying defect." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Both mention Qwen-related models only broadly; the actual issues are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different model families and failure mechanisms; torch.compile/SDPA crash is not the same as Qwen3.5 flash-attention memory corruption." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "One is a Qwen video-processing regression, the other is an MPS integer-kernel limitation; unrelated." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same v5.0.0 custom-model initialization regression; the notebook-specific report is just a narrower manifestation of the generic one." + }, + { + "left": "issue:43950", + "right": "issue:45325", + "accept": false, + "reason": "Both are transformer-regression reports, but one is buffer corruption and the other is a Qwen2.5-VL rope-index scaling bug." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for a specific class and meta-device loading breakage are different problems." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different failure modes and code paths: FineGrainedFP8Config vs meta-device loading." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "No shared underlying bug; architecture support issue vs missing Float8 storage class." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both involve Qwen3.5-family models, but one is video StopIteration and the other is SFT embedding unpacking; different code paths." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Unrelated issues: 3d_parallel.py execution failure vs GGUF architecture support." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model/output corruption theme; both describe the model producing invalid or nonsensical probabilities on the same checkpoint." + }, + { + "left": "issue:43646", + "right": "issue:43950", + "accept": false, + "reason": "Custom-model initialization regression and non-persistent-buffer corruption are separate v5 issues." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Importing GenerationMixin and Qwen3Moe FP8 loading are unrelated defects." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Both mention an IndexError-like failure elsewhere, but the video regression and mask-shape mismatch do not appear to share a code path." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Different config-validation problems in different models." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Different root causes: zero3/Bert loading failure vs tokenizer-mapping-name handling." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Same as above; the out-of-bounds zero3 error is unrelated to TOKENIZER_MAPPING_NAMES handling." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "GPU/CPU offload loading failure is not the same as disabling mmap to avoid OOM." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "These are the same non-persistent-buffer regression with near-identical symptom wording, so they can plausibly be fixed together." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Related model family, but one is incorrect probabilities and the other is a doc example with model/processor mismatch and quantization errors." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/weights, but the actual bugs are different: Qwen3-MoE hf4.x/hf5.x incompatibility vs BitNet packed-weight unpacking." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative overall. The accepted soft pairs are plausibly duplicate-style reports with enough symptom overlap to justify a cautious accept, and the rejected pairs are appropriately non-committal where the evidence only suggests loose thematic similarity. The canonical issue choice is also defensible from the provided titles and descriptions." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 5, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45588", + "issue:45663", + "issue:45704" + ], + "soft_pairs": [ + "issue:45313|issue:45357", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:43854|issue:43931", + "issue:43708|issue:44075", + "issue:42491|issue:45276", + "issue:41720|issue:42915", + "issue:43856|issue:43873", + "issue:43257|issue:43854", + "issue:44488|issue:44991", + "issue:39692|issue:43994", + "issue:42915|issue:44756", + "issue:42491|issue:43931", + "issue:44661|issue:44683", + "issue:45362|issue:45406", + "issue:43644|issue:43645", + "issue:43856|issue:44387", + "issue:44910|issue:45588", + "issue:42491|issue:45292", + "issue:43404|issue:43454", + "issue:45276|issue:45335", + "issue:36010|issue:39404", + "issue:44164|issue:44291", + "issue:44402|issue:44488", + "issue:41720|issue:44155", + "issue:39692|issue:44960", + "issue:43335|issue:45663", + "issue:43425|issue:43957", + "issue:43873|issue:44387", + "issue:42947|issue:45704", + "issue:44387|issue:44756", + "issue:43854|issue:45216", + "issue:44291|issue:44756" + ], + "prepared_review_unit_hash": "41ce707c5bbf4c558e59b714d3cd611cc0539967d5e870c6e08f90711fc4da5c", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37004, + "estimated_input_tokens": 9251, + "estimated_eval_tokens": 18758 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are different bugs touching the same broad subsystem. The strongest duplicate candidates are the two lm_head weight-tying reports and the two BERT loading reports; the rest should stay separate.", + "confidence": 0.64, + "canonical_issue_reason": "issue:43454 is the clearest root-cause report: it states the missing lm_head tying directly and the symptom is concrete user-visible corruption, making it a strong representative for the weight-tying bug family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43454 is the best single issue to keep: it is specific, actionable, and captures the underlying weight-tying defect succinctly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Same model family, but different failures: DeepSpeed weight loading vs save_pretrained visual-encoder key serialization." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different flash-attention/generation symptoms; no shared concrete bug path." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Both report the current/latest Transformers version failing to load specific BERT models, consistent with one loading regression affecting multiple checkpoints." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Both are model-loading failures, but the errors and affected models are unrelated." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume/max_steps logic is unrelated to optimizer argument handling." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different model families and different bugs: Qwen3 MoE compatibility vs Gemma4 resize_token_embeddings propagation." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both involve Qwen3, but one is auto device mapping/assertion and the other is FineGrainedFP8Config; not the same defect." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both concern memory/performance, but one is Qwen3 MoE training memory use and the other is quantization offloading behavior." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different subsystems and failures: Qwen3 MoE weight conversion vs GLM-4.7-Flash loading in tests." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are load failures, but they involve different models and different tokenizer/model-loading regressions." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same general model family, but doc example errors and nonsensical AutoModel/pipeline outputs are not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE FP8 failure is unrelated to Strix Halo mmap OOM." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different model families and failure modes; no evidence of the same bug." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping-name behavior is unrelated to compiled flex_attention on torch>=2.9." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different crash sites and different models: chat generation vs serve processor initialization." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5.0 regressions, but one is non-persistent buffer init and the other is Jupyter custom-model initialization." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory, but one is Qwen3 MoE training and the other is int4 quantization reserved-memory growth." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both hit flash_attention.py, but one is a packed-sequence interpretation bug and the other is an s_aux=None AttributeError." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different regressions: Qwen3 MoE hf4.x/hf5.x compatibility vs token embedding resizing not updating output embeddings." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": true, + "reason": "Both describe the same concrete defect class: lm_head weights are not tied, causing bad multimodal generation across closely related model implementations." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Related API surface, but the affected model internals differ and the titles do not show the same concrete code-path bug." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Whisper pipeline return_language behavior." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Save/from_pretrained extra_state handling and init_empty_weights/_is_hf_initialized are different load/save path bugs." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size mismatch is not the same as the Sleng-BERT loading failure." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 device-mapping assertion is unrelated to AudioFlamingo3 batched inference token leakage." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Different model families and failure types; no shared underlying issue." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer construction in SwitchTransformers is unrelated to Gemma4 FSDP2 shared_kv_states rebuilding." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility is not the same as meta-device model loading breakage." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is offloading+quantization behavior and the other is reserved-memory growth under int4 quantization." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA is unrelated to the T5 apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Different OOM causes: quantization reserved-memory regression vs Strix Halo mmap behavior." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different models and different regression points: loading GLM-4.7-Flash in tests vs Qwen3.5 save_pretrained checkpoint correctness." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Meta-init TypeError is unrelated to disabling mmap on Strix Halo." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft pairs are supported by the titles as the same bug family (lm_head tying; BERT loading regression), and the rejected pairs are mostly properly separated by distinct models or failure modes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 6, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:39404", + "issue:42947", + "issue:43257", + "issue:43299", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44292", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45084", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701" + ], + "soft_pairs": [ + "issue:44292|issue:44912", + "issue:44743|issue:44960", + "issue:45684|issue:45698", + "issue:45276|issue:45292", + "issue:43957|issue:44756", + "issue:42947|issue:43381", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:43646|issue:43708", + "issue:45588|issue:45663", + "issue:44479|issue:44877", + "issue:44402|issue:44451", + "issue:45292|issue:45335", + "issue:43645|issue:44164", + "issue:43257|issue:44863", + "issue:43828|issue:43957", + "issue:43425|issue:43828", + "issue:44589|issue:44756", + "issue:39404|issue:45701", + "issue:44479|issue:45663", + "issue:43906|issue:44530", + "issue:43931|issue:44863", + "issue:43611|issue:43645", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:43901|issue:44509", + "issue:39404|issue:44912", + "issue:43299|issue:43931", + "issue:44863|issue:45663", + "issue:44479|issue:44805", + "issue:43257|issue:45663", + "issue:44265|issue:44898", + "issue:43994|issue:44079", + "issue:44671|issue:44991", + "issue:39404|issue:44671", + "issue:43425|issue:44918" + ], + "prepared_review_unit_hash": "589688d1cd5100f11d708fdf101bbbcc82be1832efa56b86d9c7256188c3a499", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38406, + "estimated_input_tokens": 9602, + "estimated_eval_tokens": 19460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab-bag of unrelated Transformers regressions, but there is a tight duplicate family around `resize_token_embeddings` not updating model-specific output/input embeddings. A separate Qwen3-VL loading pair also looks plausibly duplicate, while the rest are better treated as distinct issues.", + "confidence": 0.66, + "canonical_issue_reason": "issue:45292 is the most general member of the tight resize_token_embeddings regression family; the Gemma4 and t5gemma reports look like narrower manifestations of the same missing propagation behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the best representative issue in this cluster because it states the bug in the broadest, least model-specific terms.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantization/loading failures, but they affect different models and different failure modes (`Qwen-3-8B-NVFP4` vs `git-oss-20b` MXFP4 fallback)." + }, + { + "left": "issue:44743", + "right": "issue:44960", + "accept": false, + "reason": "Different bugs: recurrent state reset with cache/seq_len>1 versus an unrelated GLM5 issue." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "One is a permissions propagation problem in `save_pretrained`; the other is loading the wrong custom module after save. Related workflow, not the same bug." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying bug: `resize_token_embeddings` does not propagate to model-specific embedding/output layers; one report is just Gemma4-specific wording." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "`torch.device(\"meta\")` model-loading breakage and disabling mmap on Strix Halo are different causes and fixes." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffective with PEFT LoRA and the other forbids checkpointing in eval mode; distinct code paths." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode checkpointing restriction is unrelated to the Qwen3.5 NaN/SDPA fallback regression." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "`extra_state` serialization handling is unrelated to the Strix Halo mmap OOM problem." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks and `resume_from_checkpoint` max_steps calculation are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash and Gemma4 FSDP2 `shared_kv_states` rebuild are different model internals and failures." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression for Qwen VL models versus strict config blocking `granite_speech`; not the same issue." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Different tokenizer/vocab-loading failures for different models." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings regression family: the generic output embedding bug and the t5gemma decoder embedding bug are both missing propagation to custom embedding modules." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization breakage is unrelated to handling `extra_state` in save/load." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Both are model-loading problems, but they involve different model families and different failure mechanisms." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch for Phi-tiny-MoE is not the same bug as meta-device loading breakage." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 compatibility and an autocast dtype mismatch are different problems." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to mmap/OOM behavior." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline `return_language` regression and tokenization changes across versions are different issues." + }, + { + "left": "issue:44479", + "right": "issue:45663", + "accept": false, + "reason": "Qwen VL video regression versus Gemma4 FSDP2 key error are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of another bug versus a cache crash on Qwen3.5 linear_attention; not the same defect." + }, + { + "left": "issue:43931", + "right": "issue:44863", + "accept": false, + "reason": "Both are loading errors, but they concern different model families and distinct shape-mismatch situations." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "`base_model_prefix` loading regression and Jupyter notebook custom-model initialization are separate problems." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch version incompatibility and Mistral-3 dtype mismatch are not the same bug." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Cache `linear_attention` crash and template compilation failure are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but one is about `return_all_scores` text and the other about removed pipeline tasks." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline behavior and MXFP4 quantization loading are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": true, + "reason": "Both describe Qwen3-VL/MoE model loading failures with weight-shape mismatch symptoms under Transformers 5.x; they look like the same underlying loader regression." + }, + { + "left": "issue:44863", + "right": "issue:45663", + "accept": false, + "reason": "NemotronH checkpoint loading and Gemma4 FSDP2 `shared_kv_states` rebuilding are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Qwen VL video input regression and a mask/tensor shape mismatch are different errors." + }, + { + "left": "issue:43257", + "right": "issue:45663", + "accept": false, + "reason": "Qwen3 MOE loading under accelerate/deepspeed and Gemma4 FSDP2 attention state handling are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "`torch.export.export` with `torch_compilable_check` is a different path from Perceiver resize/interpolate failures." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Incorrect SigLIP2 outputs and `ModelOutput` key assignment are different bugs." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM predictions and tokenizer loading for `EMBEDDIA/est-roberta` are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language-return regression and CamemBERT prediction regression are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch version incompatibility and Qwen3.5 input-embedding unpacking are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The resize_token_embeddings family is the clearest cluster, and the two accepted soft pairs are plausibly same-bug duplicates based on the titles. The rest are rejected without overclaiming. Minor caution: the Qwen3-VL pair is only plausibly duplicate from the available metadata, but the wording does not overstate beyond that." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 7, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42915", + "issue:42947", + "issue:43317", + "issue:43404", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43856", + "issue:43883", + "issue:43957", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45584", + "issue:45685" + ], + "soft_pairs": [ + "issue:43856|issue:44756", + "issue:43596|issue:44683", + "issue:44589|issue:45084", + "issue:43425|issue:45685", + "issue:40990|issue:42947", + "issue:36032|issue:43452", + "issue:44991|issue:45081", + "issue:32090|issue:39404", + "issue:43957|issue:44164", + "issue:43582|issue:43632", + "issue:43883|issue:44488", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:40990|issue:43421", + "issue:43611|issue:43644", + "issue:44488|issue:44987", + "issue:44206|issue:44220", + "issue:44811|issue:45584", + "issue:43883|issue:44991", + "issue:43716|issue:45084", + "issue:34567|issue:40444", + "issue:43643|issue:44530", + "issue:43644|issue:43646", + "issue:43452|issue:43482", + "issue:44451|issue:44987", + "issue:36032|issue:42915", + "issue:43317|issue:43482", + "issue:43541|issue:45084", + "issue:42915|issue:44530", + "issue:44849|issue:45325", + "issue:43404|issue:44466", + "issue:44987|issue:44991", + "issue:36032|issue:43645" + ], + "prepared_review_unit_hash": "f3d8285cff194fedcd75f4857fecfcbc87cedd4736398d7b53187aa31e14fd97", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36986, + "estimated_input_tokens": 9247, + "estimated_eval_tokens": 18750 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of Transformers v5 regressions, especially around model/tokenizer loading and initialization. Only one soft pair looks like a true duplicate; the rest are related-by-theme but not the same bug.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43611 is the broadest and most representative loading-regression report in this cluster, covering a core v5 model-loading breakage that sits near several other init/load complaints.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best single issue to anchor the cluster because it describes a central, generic Transformers v5 loading failure rather than a model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory, but one is Qwen3 MoE training efficiency and the other is Strix Halo mmap OOM; different code paths and fixes." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed/Zero3 Bert loading is unrelated to compiled flex_attention failing on newer torch." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Different failures: a float8 storage lookup error versus a template-node compilation error." + }, + { + "left": "issue:43425", + "right": "issue:45685", + "accept": false, + "reason": "Torch 2.10 incompatibility is a different problem from an MPS int histogram kernel missing on MoE." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity on gpt-oss and ineffective gradient checkpointing with LoRA are unrelated bugs." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer method-name conflict is unrelated to gguf_file loading failures." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer load regressions, but they involve different models and different failure causes." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is unrelated to Whisper return_language pipeline behavior." + }, + { + "left": "issue:43957", + "right": "issue:44164", + "accept": false, + "reason": "Meta-device loading issues and extra_state save/load handling are different regressions." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "AppleSilicon allocator warmup TypeError is not the same as the _is_hf_initialized flag regression." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys for Molmo is unrelated to loading a specific BERT model." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "extra_state serialization and Qwen video-input regressions do not share the same bug." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both are load-time failures, but one is a BERT model load and the other is a Mistral tokenizer regex patch crash." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression and tokenizer backend post-processor updating are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 loading regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; too broad to treat as one bug." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Different models and different loading failures; no clear shared concrete bug." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": true, + "reason": "Both point to the same audio feature-extraction path: _torch_extract_fbank_features causing a crash via an unsupported center argument." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper, but one is batch_decode skip_special_tokens handling and the other is empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different model-loading issues with no evidence of the same underlying cause." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral-3 dtype mismatch and template-node compilation error are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token counting and Qwen2.5-VL iterable dataset multi-image failure are separate problems." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig missing fields with trust_remote_code is unrelated to Qwen3.5 paged attention cache crashes." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 initialization regressions, but one is junk buffers and the other is custom model init; not the same concrete bug." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both concern GGUF loading, but one is a generic gguf_file API break and the other is a specific Qwen2.5-GGUF failure; too speculative to merge." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different model load failures with no clear shared code-path bug." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer method conflict and Qwen3Moe FP8 training failure are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized model offload loading and GGUF loading failure are different issues." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure is unrelated to template-node compilation." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Both mention Qwen/MoE, but they fail in different subsystems and with different causes." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-states output and Qwen2.5-VL rope index scaling are separate regressions." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Mistral3 weight-tying bug is unrelated to inconsistent lm_head.weight serialization." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading failures on different models, but there is no evidence they share the same defect." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method conflict and custom model initialization in notebooks are not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The single accepted pair (44206/44220) is plausibly the same audio feature-extraction regression, and the rejected pairs are generally justified as distinct failure modes or at least not clearly mergeable." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 8, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43531", + "issue:43540", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43819", + "issue:43856", + "issue:43994", + "issue:44062", + "issue:44079", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507", + "issue:45542", + "issue:45663" + ], + "soft_pairs": [ + "issue:43262|issue:43377", + "issue:43646|issue:44534", + "issue:45084|issue:45507", + "issue:43994|issue:44610", + "issue:43645|issue:44534", + "issue:43322|issue:43540", + "issue:44403|issue:45081", + "issue:45216|issue:45357", + "issue:41553|issue:43582", + "issue:43377|issue:43819", + "issue:44220|issue:44683", + "issue:44451|issue:45081", + "issue:43404|issue:45127", + "issue:44265|issue:44610", + "issue:42915|issue:45084", + "issue:43632|issue:44756", + "issue:44987|issue:45081", + "issue:44479|issue:45325", + "issue:44062|issue:44987", + "issue:42915|issue:44291", + "issue:43296|issue:43531", + "issue:43611|issue:44534", + "issue:36032|issue:43742", + "issue:40444|issue:45325", + "issue:43317|issue:43856", + "issue:44079|issue:45663", + "issue:43531|issue:44877", + "issue:42915|issue:44589", + "issue:40990|issue:44811", + "issue:42175|issue:45542" + ], + "prepared_review_unit_hash": "0e56d02194b4e730e4837f4af9a6c7ccc555931b8c5587e1c719826c2f8e87e5", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36654, + "estimated_input_tokens": 9164, + "estimated_eval_tokens": 18584 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a loose grouping of Transformers v5 regression reports, but only a couple of pairs look like true duplicates. Most pairs are different bugs in adjacent areas (model loading, audio/video preprocessing, quantization, packaging) and should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43646 is the broadest and most representative of the shared theme in this cluster: Transformers 5 breaking custom model initialization/loading. It captures the main regression family better than the narrower model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single issue to anchor this cluster because it is generic, centrally phrased, and aligns with several nearby v5 init/load regressions; it is the most useful umbrella among otherwise mixed reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Different audio bugs: one is a 16kHz default in apply_chat_template, the other is batched-vs-single MIMI output mismatch from missing padding-mask support." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both involve Transformers v5 regressions, but the underlying bugs differ: custom model initialization vs non-persistent buffers being filled with junk." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Unrelated failures in different code paths; no shared concrete bug or fix surface is evident from the titles." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision-related, but they describe different model/processor mismatches and likely different root causes." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Jupyter/custom-model initialization regression is distinct from the non-persistent-buffer corruption bug." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal loading/runtime failures on different model families; no common underlying code-path is clear." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "A generic loading noise issue and a Mistral regex patch crash are not the same bug." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both report the same Qwen3.5 save_pretrained regression producing incorrect checkpoints/visual encoder keys across nearby versions." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error handling for Voxtral and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both concern audio models, but one is a padding-mask batching mismatch and the other is a DAC latent/STE inconsistency." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Different subsystems: fbank feature extraction vs compiled flex_attention." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Loading ScandiBERT and Mistral regex patching are different model-specific problems." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Weight tying in Mistral3ForConditionalGeneration is not the same as LoRA merge collapse with extended vocab." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export exportability and processor image-size mismatch are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Quantization/config failure for Qwen3MoE is unrelated to template compilation errors." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag regression and Strix Halo mmap OOM are separate issues." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Loading physical-intelligence/fast and patching the Mistral regex are different failures." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": true, + "reason": "These point to the same Qwen2.5-VL/Qwen3-VL temporal-position regression: a broad video-input regression and its specific rope-index scaling cause." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument duplication is unrelated to the physical-intelligence/fast loading failure." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FineGrainedFP8Config failure and init_empty_weights unexpected _is_hf_initialized are different regressions." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix loading breakage is a different bug from non-persistent buffer corruption." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5Tokenizer add_special_tokens conflict and MobileLLM key error are different tokenizer/model-load failures." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is not the same as the Qwen2.5-VL rope-index temporal scaling bug." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "device_map offload/dequantized-model loading and Qwen3 MoE memory usage are distinct performance/loading issues." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment logic and Gemma4 shared_kv_states/FSDP2 KeyError are different code paths." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and granite_speech config strictness are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and missing Float8 storage object are not the same concrete bug." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on gpt-oss and Whisper batch_decode skip_special_tokens handling are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both touch TensorFlow/package setup, but one is missing tf backend in the torch extra while the other is an undefined tf-backend error when only tensorboard is installed." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: issue:43646 is a reasonable umbrella for the Transformers v5 custom-init/load regression family, and the overall assessment stays appropriately cautious. The accepted soft-edge pairs are the only ones with clear title-level overlap, while the rest are conservatively rejected as distinct bugs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 9, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43377", + "issue:43421", + "issue:43425", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43828", + "issue:43881", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44829", + "issue:44898", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538" + ], + "soft_pairs": [ + "issue:43818|issue:45357", + "issue:43421|issue:44568", + "issue:43632|issue:44534", + "issue:43425|issue:44403", + "issue:36032|issue:41720", + "issue:44683|issue:45020", + "issue:44829|issue:45479", + "issue:33666|issue:40444", + "issue:43482|issue:45538", + "issue:44403|issue:44991", + "issue:43792|issue:44589", + "issue:44079|issue:44534", + "issue:35707|issue:40444", + "issue:43377|issue:45491", + "issue:43482|issue:43525", + "issue:43749|issue:44079", + "issue:44291|issue:44589", + "issue:43644|issue:44079", + "issue:40444|issue:45381", + "issue:43881|issue:44488", + "issue:45325|issue:45381", + "issue:44265|issue:45072", + "issue:41720|issue:45081", + "issue:43632|issue:45072", + "issue:43531|issue:44291", + "issue:43611|issue:43646", + "issue:42175|issue:43296", + "issue:43994|issue:44898", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:43828|issue:44683" + ], + "prepared_review_unit_hash": "c6aa746e40892992b5a0de34d2a9fc1f0498aed5421eebf494c928a3201c7fe8", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36554, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab-bag of transformers v5 regression reports across different models and subsystems. No soft pair looks like a safe duplicate with the same concrete bug; the closest ones are still too model-specific or symptom-specific to merge.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45020 is the broadest and most representative issue: it frames the cluster as a general regression class affecting recent transformers versions and remote-code models, which matches the cluster\u2019s overall theme better than the narrower model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best global issue candidate because it is open, high-level, and can plausibly serve as the umbrella for the surrounding v5 compatibility regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different models and different failure modes: Video-LLaVA missing temporal attention/weight tying vs Qwen3.5 visual encoder key serialization." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizers, but one is runtime post-processor updates and the other is BOS/EOS insertion for a specific tokenizer; not the same bug." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "One is about the `_is_hf_initialized` flag, the other about non-persistent buffers being filled with junk; related era, different problem." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility and loading noise are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer method conflict vs Qwen3 device-mapping CUDA assert; no shared code-path." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on torch >=2.9 is a torch/attention issue, not the remote_code loading regression in 45020." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both are training regressions, but one is flash_attention_3 behavior and the other is single-label classification loss handling; different bugs." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen VL training reports, but one is multi-GPU training and the other is IterableDataset with multiple images per prompt." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading under transformers v5 vs CLIPTokenizer max length behavior are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Unnecessary loading noise is not the same as tokenizer loading failure for a specific model." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper loading failure and Float8 storage lookup failure are separate errors." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer junk are different internal behaviors." + }, + { + "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 IterableDataset finetuning." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both are batching/padding-related, but the former is encoder padding-mask support and the latter is Gemma3 sliding-window NaNs; not the same bug." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Model loading failure in GGUF and missing `pad_token_id` on Llama4Config are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading and ModelOutput key assignment do not share the same bug." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "`init_empty_weights` argument handling and Float8 storage resolution are different failure points." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer serialization and ModelOutput key bookkeeping are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Qwen2.5-VL multi-image finetuning failure vs Qwen2.5-VL video vision_position_ids bug are distinct symptoms." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "GLM-4V loading failure and sleng-bert tokenizer load failure are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL position-id regressions, but one is still-image temporal scaling and the other is video input position_ids; not clearly the same concrete bug." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/torch_compilable_check is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device-mapping crash and Mistral regex patch failure are different code paths." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized regressions and bfloat16 dtype mismatches are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE does not match init_empty_weights/_is_hf_initialized loading issues." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are broad v5 regressions, but one is about `base_model_prefix` loading and the other about custom model initialization; too different to treat as the same bug." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend dependency issue vs vLLM model-loading failure are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different models and different failure mechanisms: SigLIP pipeline outputs vs Perceiver non-default resolution handling." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied lm_head weights, but one is a missing tie causing bad generation and the other is inconsistent serialization; not the same concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-GGUF loading failure are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:44683", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to compiled flex_attention failures on torch >=2.9." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 10, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43632", + "issue:43701", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43792", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43957", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44466", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44617", + "issue:44683", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45563", + "issue:45584", + "issue:45632", + "issue:45684", + "issue:45701" + ], + "soft_pairs": [ + "issue:44387|issue:44617", + "issue:43525|issue:44589", + "issue:43792|issue:43957", + "issue:43526|issue:43883", + "issue:43701|issue:45325", + "issue:43881|issue:44991", + "issue:43262|issue:43746", + "issue:43317|issue:43873", + "issue:43632|issue:45563", + "issue:40990|issue:45584", + "issue:44291|issue:44877", + "issue:34634|issue:35707", + "issue:43606|issue:44265", + "issue:43873|issue:45701", + "issue:44186|issue:44265", + "issue:44610|issue:45325", + "issue:35707|issue:41720", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:43377|issue:44610", + "issue:43377|issue:44898", + "issue:43454|issue:45072", + "issue:39692|issue:40444", + "issue:43749|issue:44534", + "issue:44466|issue:45357", + "issue:43792|issue:44683", + "issue:43454|issue:43720", + "issue:43296|issue:44991", + "issue:43296|issue:44877", + "issue:41720|issue:43322", + "issue:45632|issue:45684" + ], + "prepared_review_unit_hash": "c36c4987efbf9e62e534d77c210a2c92ec528c23b67cd7efd0dee4460ed279ac", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37001, + "estimated_input_tokens": 9251, + "estimated_eval_tokens": 18758 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated single-issue bugs across different models/features. I did not find any soft pair that looks like the same underlying bug/change, so no soft edges are accepted.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43749 is the strongest anchor: it has high discussion activity/inbound references and describes a concrete, impactful loading regression rather than a niche edge case.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the best standalone representative because it is clearly scoped, high-impact, and broadly referenced.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM/memory issues, but one is int4 quantization reserved memory and the other is Sam3Video runtime OOM; different code paths and causes." + }, + { + "left": "issue:43525", + "right": "issue:44589", + "accept": false, + "reason": "Pad token ID missing on Llama4Config is unrelated to the Float8 storage lookup error; no shared bug mechanism." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure and meta-device loading regression are different failure modes affecting different model families." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Molmo weight-tying attribute errors." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL rope/position-id scaling." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "GLM-4V load failure and tokenizer loading failure for a different model are not the same underlying defect." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Both touch audio/speech models, but one is chat-template sampling-rate handling and the other is PEFT checkpoint loading." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both involve offloading/quantization, but the reported failures are different enough that they do not look like one concrete bug." + }, + { + "left": "issue:43632", + "right": "issue:45563", + "accept": false, + "reason": "Broken _is_hf_initialized flag handling is unrelated to a stale warning in paged generate()." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "These are both loading-related v5 regressions, but one is an init_empty_weights argument error and the other is strict config loading for granite_speech." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset and progressive generation with inputs_embeds/past_key_values are different features and failures." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch for bark-small is unrelated to torch.export failures with torch_compilable_check." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior and tokenization changes across versions are not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation crash and torch.export/torch_compilable_check failure are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:45325", + "accept": false, + "reason": "Processor image-size mismatch is unrelated to Qwen2.5-VL temporal position-id scaling." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Inputs_embeds/past_key_values progressive generation and auto device mapping cudaErrorAssert are different problems." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Bark CPU-offload device mismatch is unrelated to DAC.from_latents vs forward-pass mismatch." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision tied-weights serialization and Bamba torch.compile/SDPA failure are different code paths." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI batching/padding-mask bug is unrelated to OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI batch-vs-single discrepancy is not the same as Perceiver non-default-resolution failure." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "lm_head tying/serialization issues do not match dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc example errors are unrelated to Qwen2.5-VL iterable dataset multi-image finetuning failures." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading is unrelated to non-persistent buffer initialization junk in v5." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve serialization, but one is lm_head.weight tied-weight behavior and the other is Qwen3.5 visual encoder keys." + }, + { + "left": "issue:43792", + "right": "issue:44683", + "accept": false, + "reason": "Whisper runtime failure and compiled flex_attention failure are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision weight tying and BitNet packed-weight unpacking are different bugs." + }, + { + "left": "issue:43296", + "right": "issue:44991", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM is unrelated to EMBEDDIA tokenizer loading failure in transformers v5." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "vLLM/PaddleOCR-VL loading failure is unrelated to strict config preventing granite_speech loading." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "cudaErrorAssert with Qwen3 auto device mapping is not the same as Llava Next segmentation fault." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collisions for trust_remote_code are unrelated to read-only permission propagation in save_pretrained()." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 11, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43388", + "issue:43404", + "issue:43450", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44292", + "issue:44361", + "issue:44387", + "issue:44423", + "issue:44479", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:44977", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45701", + "issue:45704" + ], + "soft_pairs": [ + "issue:43404|issue:45357", + "issue:41720|issue:44977", + "issue:43526|issue:43881", + "issue:44423|issue:45406", + "issue:40990|issue:45701", + "issue:43873|issue:44756", + "issue:44186|issue:45072", + "issue:43577|issue:43708", + "issue:44387|issue:45704", + "issue:42617|issue:42915", + "issue:44877|issue:44991", + "issue:44479|issue:44918", + "issue:43450|issue:45701", + "issue:36331|issue:42915", + "issue:43550|issue:43720", + "issue:44610|issue:44898", + "issue:36331|issue:42617", + "issue:44186|issue:44610", + "issue:43316|issue:44913", + "issue:44671|issue:44743", + "issue:42915|issue:43317", + "issue:43295|issue:45701", + "issue:43550|issue:43606", + "issue:41720|issue:42617", + "issue:43531|issue:43572", + "issue:41720|issue:45161", + "issue:44292|issue:44479", + "issue:43388|issue:45059", + "issue:44186|issue:44361", + "issue:43540|issue:43782", + "issue:42915|issue:43322", + "issue:41720|issue:43873", + "issue:36010|issue:42617" + ], + "prepared_review_unit_hash": "050eb0c97b0b35a0afe07ea0af3254dad1fc48ff7ccd752804fa3f48b829fec5", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37478, + "estimated_input_tokens": 9370, + "estimated_eval_tokens": 18996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is largely heterogeneous: most items are model-specific runtime/configuration bugs that only loosely share themes like loading, quantization, offload, tokenization, or multimodal processing. The soft edges are mostly topical rather than true duplicates, so none should be merged.", + "confidence": 0.91, + "canonical_issue_reason": "issue:41720 is the closest hub because it is a concrete runtime failure around Qwen3 auto device mapping, and several soft links are thematically nearby (device mapping, offload, quantization), but it is still not a true duplicate representative of the whole cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41720 is the best single issue anchor only in the loose sense of being one of the more central runtime/model-loading bugs with broader discussion and related soft links; however, the cluster is too diverse for any issue to be a strong dedupe canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Different bugs: one is tied lm_head weights in Mistral3, the other is incorrect visual encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen3-family models, but one is a device-mapping CUDA assert and the other is a flash-attention generation bug; different code paths and failures." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Unrelated: BeitImageProcessorFast label reduction vs glm-4v-9b loading failure." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are transformers-serve multimodal crashes, but they hit different processors and different errors (`str.to` vs missing `_tokenizer`)." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity on a specific model/dataset is not the same as a generic tokenization change across versions." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "One is quantization offload behavior, the other is mmap-induced OOM on Strix Halo; same general area, different defect." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer padding/truncation crash and bfloat16 dtype mismatch are unrelated bugs." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Model dtype loading regression and Trainer resume/max_steps calculation are different subsystems." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 CUDA memory regression and apex RMSNorm memory leak are separate memory issues with different causes." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py failure and Qwen3Moe FineGrainedFP8Config failure are distinct." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading and tokenizer loading regressions are not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Video input regression and TRL SFT embedding unpacking failure are unrelated multimodal bugs." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Batched video shape bug vs tokenizer behavior change; no shared code-path failure." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "CustomTrainer compute_loss API breakage is unrelated to Qwen3Moe FP8 loading." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Torch.compile/SDPA bug and packed-weight accelerate loading bug do not describe the same failure." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-resolution-related, but one is a processor/model size mismatch and the other is interpolate_pos_encoding behavior." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer API mismatch and 3d_parallel runtime failure are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer NER padding crash and OmDet-Turbo image size mismatch are different model/component bugs." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Config API discrepancy and GPTNeoX rotary_pct reload regression are different configuration issues." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked LM predictions and Qwen3.5 recurrent state reset are unrelated model-specific bugs." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FineGrainedFP8Config failure and dequantized model offload failure are different loading problems." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "A specific regression with processor.tokenizer/images is not the same as a broad tokenization-version change." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "SDPA/torch.compile failure and CPU offload device mismatch are different runtime paths." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Both are runtime failures, but one is Qwen3 device mapping and the other is 3d_parallel execution; not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding window behavior in Qwen3-MoE and a missing pad_token_idx in StableLmConfig are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both mention model parallelism, but auto device mapping CUDA assert and TP-only GPT-OSS MoE failure are distinct code paths." + }, + { + "left": "issue:44292", + "right": "issue:44479", + "accept": false, + "reason": "NVFP4 model execution and video-input regression are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering label truncation and SAM3 text/bbox behavior are different bugs." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Two tokenizer crashes, but on different tokenizer classes and different failure modes." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video processing ValueError and Qwen3VL weight_only loading error are separate failures." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Llava Next segmentation fault are not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:43873", + "accept": false, + "reason": "Device-map CUDA assert and quantization offloading misbehavior are related only at a high level, not the same concrete defect." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "ImportError for GenerationMixin and 3d_parallel execution failure are entirely unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 12, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36331", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704" + ], + "soft_pairs": [ + "issue:45406|issue:45464", + "issue:36331|issue:41720", + "issue:43421|issue:45701", + "issue:44492|issue:44509", + "issue:33357|issue:35707", + "issue:44514|issue:44545", + "issue:30064|issue:34634", + "issue:41720|issue:43746", + "issue:43606|issue:43720", + "issue:43873|issue:45704", + "issue:43550|issue:43653", + "issue:44625|issue:45479", + "issue:44368|issue:45357", + "issue:43421|issue:43927", + "issue:43606|issue:43653", + "issue:34567|issue:35707", + "issue:34634|issue:41720", + "issue:44062|issue:44451", + "issue:42886|issue:44843", + "issue:44451|issue:44991", + "issue:43782|issue:45381", + "issue:44077|issue:44625", + "issue:43421|issue:43653", + "issue:44898|issue:45072", + "issue:44987|issue:45042", + "issue:44918|issue:44936", + "issue:43531|issue:44589", + "issue:43381|issue:43844", + "issue:43994|issue:44671", + "issue:43421|issue:44186" + ], + "prepared_review_unit_hash": "043b197a451b8ce55b5142672bf4ba372b711ef1da88bc37e83d9fdf2fe04f16", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36787, + "estimated_input_tokens": 9197, + "estimated_eval_tokens": 18650 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are superficially similar but describe different bugs or features. The only clear duplicate is the Qwen2_5_VLProcessor.apply_chat_template batched-input crash pair.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44514 is the better canonical representative for the only true duplicate pair: it is the earlier report, already has inbound references, and describes the crash clearly enough to anchor the duplicate thread.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the strongest issue to keep as the representative record because it is the earliest, has more contextual traffic, and matches issue:44545 exactly on the underlying failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different models and different failure modes: Gemma4Processor _tokenizer attribute error vs Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Unrelated bugs: trainer API keyword mismatch versus Qwen3 auto device-mapping CUDA assert." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "One is a specific runtime post-processor update bug; the other is a broad report that tokenization changed across versions." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo/docs issue is not the same underlying bug as removed pipeline-task documentation." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error on a CLIP model is unrelated to progressive generation with inputs_embeds and past_key_values." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same title and same crash scenario for Qwen2_5_VLProcessor.apply_chat_template with batched input and padding=False." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image segmentation-map processing and BarkProcessor voice_preset are unrelated components and bugs." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "CUDA device-mapping assert and PEFT local-checkpoint loading failure are different code paths." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch is not the same as packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and an apex RMSNorm memory leak are distinct problems." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to a tokenizer special-token registration bug." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Num-label propagation into config and degenerate zero-loss classification are different sequence-classification issues." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A LoRA warning about tie_word_embeddings is not the same as saving incorrect visual encoder keys." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token post-processing updates and save/load token-id loss are different tokenizer/config bugs." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver image-size handling and bfloat16 dtype mismatches are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Model-loading failure for a specific repo and PIL image processors requiring torchvision are not the same bug." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL SFT unpacking with Qwen3.5 embeddings and trainer evaluate-after-train failure do not share a concrete code-path bug." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window handling for Qwen3-MoE is unrelated to missing Float8 storage object errors." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction and ZeRO-3 gradient growth are different training issues." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Two different models both having masked-LM prediction issues is too broad to treat as one underlying bug." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Optional post_init policy and num_labels propagation are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both mention tokenizer internals, but one is about runtime special-token updates and the other about mask-token registration/empty decode output." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different failure types: interpolation-related image classification versus dtype mismatch during inference." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "No shared concrete bug path; one is a model loading regression, the other a backend dependency requirement." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Trainer embedding unpacking and post-training evaluation failure are not the same issue." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Different subsystems and symptoms." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Different training mechanisms and root causes." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Same broad area, but not the same concrete bug or fix." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Special-token runtime updates and LayoutLMv2 NER/padding crashes are different tokenizer behaviors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is conservative and grounded in the packet. The one accepted pair is an exact-title duplicate with matching crash context, and the rest of the soft-edge rejections stay within the evidence available from titles/body metadata. The canonical issue choice is also reasonable, though the traffic-based phrasing could have been a bit tighter." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 13, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:43322", + "issue:43335", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43596", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43818", + "issue:43819", + "issue:43873", + "issue:43927", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44448", + "issue:44488", + "issue:44610", + "issue:44661", + "issue:44671", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45381", + "issue:45479", + "issue:45685", + "issue:45704" + ], + "soft_pairs": [ + "issue:39692|issue:44610", + "issue:43525|issue:43531", + "issue:45081|issue:45356", + "issue:43596|issue:44220", + "issue:43618|issue:43697", + "issue:41720|issue:45704", + "issue:43381|issue:45704", + "issue:43746|issue:45381", + "issue:39692|issue:43873", + "issue:45183|issue:45479", + "issue:43746|issue:43873", + "issue:44220|issue:44661", + "issue:40444|issue:43746", + "issue:43540|issue:44008", + "issue:43716|issue:44008", + "issue:43335|issue:43756", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:30064|issue:36010", + "issue:44062|issue:44488", + "issue:44843|issue:45081", + "issue:43322|issue:45685", + "issue:43577|issue:43818", + "issue:44186|issue:44898", + "issue:43550|issue:45072", + "issue:43531|issue:43643", + "issue:43643|issue:44877", + "issue:43421|issue:44811", + "issue:43550|issue:43927", + "issue:43540|issue:45381", + "issue:44448|issue:44671" + ], + "prepared_review_unit_hash": "0ea498aef87e85ac31c0d62fc738a4ef172f724424619e88ec07c850947a453d", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37415, + "estimated_input_tokens": 9354, + "estimated_eval_tokens": 18964 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the items span unrelated bugs in tokenizers, multimodal processors, configs, quantization/offloading, and model-specific regressions. None of the soft pairs look like the same underlying defect.", + "confidence": 0.92, + "canonical_issue_reason": "No clear canonical issue: the set is not one duplicate family but many unrelated bug reports across different subsystems and models.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong global representative; the cluster is too broad and inconsistent to treat as one bug thread.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Different bugs: SigLIP2 doc/example mismatch plus quantization failure vs OmDet processor/model image-size mismatch." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Separate config bugs: missing pad_token_id on Llama4Config vs incorrect sparse-layer creation in SwitchTransformers." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch Mistral regex handling, but one is a backend_tokenizer AttributeError and the other is a Kimi-K2.5 codec/regression issue; not the same concrete bug." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Unrelated failures: ZeRO3/BertModel zero-size indexing vs _torch_extract_fbank_features audio feature extraction." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Different model regressions: CLIPOutput attentions missing vs RTDetrV2 output differences between v4 and v5." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 auto-device-map CUDA assert is unrelated to T5 silently using apex.FusedRMSNorm with a memory leak." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient-checkpointing eval-mode behavior is a different code path from the T5/apex RMSNorm memory leak." + }, + { + "left": "issue:43746", + "right": "issue:45381", + "accept": false, + "reason": "Different model families and symptoms: GraniteSpeech PEFT/local checkpoint loading vs Qwen2.5-VL video position IDs." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 example/model mismatch is unrelated to the quantization/offloading bug in 43873." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "XOR validation error messages across models are separate from the single-label-classification zero-loss issue." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "GraniteSpeech checkpoint loading is not the same underlying problem as offloading with quantization." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction vs tokenizer-mapping codegen failure are distinct issues." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "Multi-image IterableDataset fine-tuning failure is unrelated to GraniteSpeech local checkpoint loading." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError and Gemma3n variable-name collision are different bugs." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral3 dtype mismatch in the image preprocessor is unrelated to Gemma3n's audio_mel_mask AttributeError." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformers and Smollm3 RoPE-layer dropping are different architecture/config issues." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading in BitNet is not the same as DAC.from_latents missing STE equivalence." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to BitNet accelerate-loading unpacking." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation map processing and the GenerationMixin import error are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Duplicate special-token keyword handling is unrelated to loading cjvt/sleng-bert." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer internals, but one is offline model_info behavior in AutoTokenizer while the other is a Mistral regex/backend_tokenizer crash." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segmentation fault and MoE MPS histogram error are different runtime/backend problems." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing issues are distinct multimodal bugs." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash is unrelated to Perceiver non-default-resolution handling." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Bamba torch.compile+SDPA failure and SwitchTransformers/TimmWrapperModel bf16 dtype mismatches are separate issues." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to AutoConfig trust_remote_code missing fields." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading related, but one is missing fields from trust_remote_code and the other is strict granite_speech config rejection." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime post-processor updates for special tokens are different from Whisper batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to DiaConfig losing custom token IDs after save/load." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-related, but they affect different Qwen model families with different failures and likely different fixes." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Pegasus output regression across versions is unrelated to CamemBERT masked-LM prediction changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 14, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42175", + "issue:43262", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44060", + "issue:44186", + "issue:44291", + "issue:44368", + "issue:44442", + "issue:44485", + "issue:44509", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44821", + "issue:44857", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45406", + "issue:45701" + ], + "soft_pairs": [ + "issue:43644|issue:43749", + "issue:43782|issue:44977", + "issue:43653|issue:43819", + "issue:44561|issue:45020", + "issue:43825|issue:43994", + "issue:43577|issue:43582", + "issue:43550|issue:43819", + "issue:43825|issue:43827", + "issue:44821|issue:45084", + "issue:44485|issue:44509", + "issue:41720|issue:44991", + "issue:44186|issue:44442", + "issue:30064|issue:36331", + "issue:44671|issue:45701", + "issue:44805|issue:44936", + "issue:43606|issue:45072", + "issue:42175|issue:45081", + "issue:43650|issue:43906", + "issue:43782|issue:45325", + "issue:34634|issue:36010", + "issue:45081|issue:45406", + "issue:44060|issue:44368", + "issue:44610|issue:45072", + "issue:43749|issue:44291", + "issue:43720|issue:45072", + "issue:43526|issue:43697", + "issue:43582|issue:44857", + "issue:43526|issue:44554", + "issue:43262|issue:43819" + ], + "prepared_review_unit_hash": "15ca884b721cd716b6517b17ddf9f21116be90b63fc066fd62baeacbd79b7140", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36569, + "estimated_input_tokens": 9143, + "estimated_eval_tokens": 18542 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidate pairs are mostly unrelated regressions that only share a broad subsystem, version, or model-family theme. No soft edge looks like the same underlying bug/change, so this is not a duplicate cluster.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated processor, tokenizer, loading, training, and documentation problems, and none of the candidate pairs share the same concrete failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "If a single representative issue is forced, #45020 is the broadest umbrella-style report (remote_code regressions), but it is still too general to serve as a duplicate target for the specific issues here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Different problems: non-persistent buffer corruption vs FSDP CPU RAM-efficient loading." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different model paths and failures: from_pretrained weight_only error vs flash-attention generation issue." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration bug vs DAC latent/STE mismatch are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "#44561 is a specific is_torch_fx_available breakage; #45020 is a broad remote_code regression report, not the same concrete bug." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is a v5 pipeline error-message issue; the other is a model output correctness problem." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Different code paths: dtype propagation in BLIP2 vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to DAC.from_latents missing STE behavior." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both mention removed pipeline tasks, but one is runtime messaging and the other is documentation cleanup." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compilation are unrelated failures." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion vs docs still mentioning removed pipelines." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "CUDA assert on Qwen3 auto device mapping vs tokenizer load failure for a different model." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crash vs FastSpeech2Conformer tokenizer load failure." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor segmentation-map bug vs CustomTrainer compute_loss signature mismatch." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT MLM regression is not the same as a generic tokenization-version change report." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/index shape mismatch is a different failure than trainer.evaluate() after train()." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to bfloat16 dtype mismatches." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "TensorFlow backend installation issue vs Mistral regex patch crash are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Generic data request vs isolated reproduction of another issue; no shared bug." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen-VL bugs: weight_only loading error vs RoPE position-id scaling regression." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice preset issue and GenerationMixin import error are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral tokenizer regex patch crash vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both involve warnings about tied weights, but they concern different models and different underlying causes." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet input-size mismatch is unrelated to dtype mismatches in inference." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading and init_empty_weights unexpected argument are related only loosely by loading, not the same bug." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unloading during accelerate loading is unrelated to dtype mismatch warnings." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Label reduction bug in BeitImageProcessorFast vs RTDetrV2 output changes are different model/processor issues." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator TypeError vs CUDA AMP crash are different platforms and failures." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Label array reduction bug does not match the MPS attention correctness issue." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug is unrelated to DAC latent reconstruction mismatch." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 15, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43638", + "issue:43645", + "issue:43653", + "issue:43696", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44479", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45084", + "issue:45356", + "issue:45357", + "issue:45488", + "issue:45538", + "issue:45600", + "issue:45701" + ], + "soft_pairs": [ + "issue:43329|issue:45600", + "issue:45084|issue:45538", + "issue:34634|issue:36331", + "issue:43653|issue:44912", + "issue:43452|issue:44991", + "issue:43638|issue:44936", + "issue:43257|issue:43329", + "issue:44568|issue:45488", + "issue:43454|issue:43577", + "issue:38175|issue:44610", + "issue:43854|issue:44977", + "issue:43257|issue:43696", + "issue:44589|issue:45042", + "issue:43746|issue:44811", + "issue:39692|issue:44912", + "issue:36010|issue:43645", + "issue:43720|issue:44610", + "issue:43819|issue:43927", + "issue:43749|issue:44756", + "issue:44568|issue:45356", + "issue:43550|issue:44912", + "issue:43329|issue:44479", + "issue:43262|issue:44811", + "issue:43531|issue:45042", + "issue:36010|issue:36331", + "issue:43257|issue:43931", + "issue:44849|issue:45701", + "issue:34567|issue:40990", + "issue:43257|issue:43756", + "issue:43329|issue:43450", + "issue:43697|issue:45357" + ], + "prepared_review_unit_hash": "22c82564074036256695c1b6d124b01a4c513c1946aa2b5c5e920be9891e66bd", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37133, + "estimated_input_tokens": 9284, + "estimated_eval_tokens": 18824 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: trainer, tokenizer, model-loading, vision, audio, and quantization regressions that do not collapse into one duplicate. The only plausible duplicate pair is the video-regression reports around multimodal/video processing.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical for the whole cluster; the closest duplicate subcluster is the video regression, and issue:43329 is the clearest root-cause report because it names the broken helper and undefined video-branch variables.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:43329 is the best representative of the only near-duplicate pair because it is the most specific, actionable description of the underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Different subsystems: multimodal video token counting vs auto_mappings CI/config references." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated bugs: compile-time template-node error vs CLIP tokenizer max length handling." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Different code paths: BarkProcessor voice preset vs Trainer compute_loss signature mismatch." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration bug vs MXFP4 quantization load fallback." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Different loading failures: gguf_file handling vs tokenizer loading for est-roberta." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer failures: ZeRO-3 zero-sized index error vs evaluate-after-train issue." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Different bugs: Qwen3 MoE weight conversion/loading vs video token counting helper failure." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different mechanisms." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Model-head tying bug vs dtype propagation bug; not the same underlying defect." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different symptoms and components: zero probabilities vs processor output shape mismatch." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7 loading test failure and Qwen3.5 flash-attention generation are distinct issues." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Loading/conversion bug and CUDA OOM are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Storage-type lookup error vs PIL image processor dependency regression." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT checkpoint loading vs Whisper batch_decode skip_special_tokens handling are different bugs." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation example errors are not the same bug as MXFP4 loading fallback." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "ImportError for GenerationMixin and Jupyter custom-model initialization are separate issues." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is unrelated to processor input shape." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC forward/from_latents mismatch and DiaConfig save/load token ID loss are different defects." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Different memory/loading problems: FSDP CPU RAM efficient loading vs mmap OOM on Strix Halo." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both tokenizer regressions, but different models and different failure modes." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Torch.compile/SDPA issue in Bamba is unrelated to MXFP4 loading fallback." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "Likely the same video-input regression in the shared multimodal/video path; 43329 identifies the broken helper/undefined variables, while 44479 reports the broader model-family symptom." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate default and Whisper batch_decode behavior are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and PIL torchvision dependency regression are different problems." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Importing GenerationMixin and custom trainer loss signature errors are distinct." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading issues: MoE weight conversion vs Qwen3-VL shape mismatch." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "A Qwen3.5 hidden-states bug is not the same as a broad tokenization-version regression." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token counters not updating and high perplexity on gpt-oss are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE loading/conversion and Smollm3 RoPE-layer mismatch are different issues." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Video token-count helper bug vs batched video processor shape bug; related area but not the same underlying defect." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output differences and Qwen3.5 save_pretrained visual-key regression are separate bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the cluster is genuinely heterogeneous, and the only accepted soft edge is framed cautiously as a likely shared video-input regression rather than a definitive same-bug claim. The rejections also stay conservative and mostly distinguish different subsystems or failure modes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 16, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:36010", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43317", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44164", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44737", + "issue:44821", + "issue:44898", + "issue:44912", + "issue:44938", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45137", + "issue:45325", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45538", + "issue:45588" + ], + "soft_pairs": [ + "issue:44987|issue:45538", + "issue:44479|issue:45381", + "issue:41720|issue:43540", + "issue:43577|issue:45072", + "issue:43452|issue:43582", + "issue:33357|issue:34567", + "issue:43540|issue:44560", + "issue:43317|issue:45538", + "issue:42915|issue:43742", + "issue:42175|issue:43824", + "issue:44291|issue:45042", + "issue:43927|issue:44912", + "issue:42915|issue:44821", + "issue:42915|issue:45538", + "issue:43540|issue:44479", + "issue:44062|issue:44991", + "issue:42175|issue:44938", + "issue:42175|issue:44488", + "issue:43526|issue:45479", + "issue:43906|issue:45381", + "issue:45137|issue:45405", + "issue:38175|issue:44898", + "issue:43749|issue:44164", + "issue:44737|issue:45588", + "issue:28282|issue:34689", + "issue:43756|issue:45325", + "issue:36010|issue:42175", + "issue:28282|issue:29127", + "issue:43493|issue:43994", + "issue:43742|issue:44291", + "issue:43643|issue:45375" + ], + "prepared_review_unit_hash": "1b10e3eb6c971bb3ab4ede953ca91ad272f6dd439bd761a9f8e3a72dd197a706", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37116, + "estimated_input_tokens": 9279, + "estimated_eval_tokens": 18814 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; only two soft edges look like true duplicates: the SigLIP2 model discrepancy pair and the Qwen2.5-VL video-position-id regression pair.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 44479 is the best canonical issue because it is the broadest, clearest regression report in the cluster: it names the version, the affected video-input code path, and multiple impacted Qwen VL variants, making it the best umbrella for the related video regression reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the strongest global issue candidate: it is concrete, reproducible, version-scoped, and broad enough to anchor the small video-regression subcluster better than the narrower follow-up report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Both are loading-related, but one is a generic model load failure and the other is a tokenizer max-length bug; different code paths and symptoms." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "These describe the same underlying Qwen2.5-VL video-input regression: 45381 is a narrower statement of the wrong vision_position_ids behavior covered by the broader 44479 report." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different models and failure modes: auto device-map CUDA assert on A800 versus video-input ValueError in Qwen3OmniMoe." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype issues, but they affect different architectures and distinct inference paths; not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "One is a gguf/from_pretrained tokenizer/model loading break, the other is an Apple Silicon allocator warmup TypeError; unrelated." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "Completely different problem areas: MacOS bus error loading CLIP versus a TrainerState counter not updating." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video issues, but they concern different Qwen3 model families and different exceptions." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Different topics: dequantized model device_map/offload failure versus CLIP tokenizer max-length handling." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and MobileLLM key-error loading are unrelated model-loading bugs." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend packaging/install issue versus missing Qwen2.5-VL class import; not the same underlying defect." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights argument handling and PIL image processor torchvision dependency are different code paths." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Config save/load losing token IDs is unrelated to MXFP4 quantization fallback behavior." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Different failures: FP8 config loading versus AutoImageProcessor URL loading." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "No meaningful overlap beyond both being model-related issues." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both involve video inputs, but they target different model families and different regression reports; not clearly the same bug." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer-loading failures are similar in shape, but the titles do not show the same concrete root cause; too speculative to merge." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Package/backend install mismatch versus Python 3.14 load failure; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Install/backend packaging issue versus a model-specific loading failure; different bugs." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Different processor/model semantics: Beit image processor label reduction versus sequence-classification loss degeneracy." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "An isolated reproduction of an older issue and a Qwen2.5-VL video regression are not the same defect." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and a PEFT version bump are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model bugs, but the reported symptoms and model paths are different." + }, + { + "left": "issue:43749", + "right": "issue:44164", + "accept": false, + "reason": "Both touch save/load behavior, but one is FSDP CPU RAM efficient loading and the other is extra_state serialization; not the same bug." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU device placement issue and flash-attention s_aux crash are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Generic AutoModel torch-missing import error versus a specific Llama 3.2 Vision loading regression." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both mention RoPE/position handling, but they are different models and different defects." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "GenerationMixin import error and missing TensorFlow backend are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch dependency and LayoutLMv3 box-content error are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both report the same SigLIP2 model discrepancy: HF outputs are nonsensical versus the original JAX implementation, pointing to the same underlying model bug." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "KeyError on MobileLLM loading and _is_hf_initialized argument handling are distinct loading failures." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Missing fields under trust_remote_code and a missing config field in Qwen3_5MoeVisionConfig are related only at a very high level; not the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The canonical issue choice is reasonable for the video-regression subcluster, and the two accepted soft edges are supported by the titles/body-level evidence without overstating certainty. No mergeability or duplicate claim looks excessive." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 17, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:24643", + "issue:29127", + "issue:34567", + "issue:36331", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:44062", + "issue:44291", + "issue:44484", + "issue:44488", + "issue:44514", + "issue:44561", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44704", + "issue:44792", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45405", + "issue:45440", + "issue:45600" + ], + "soft_pairs": [ + "issue:43582|issue:43782", + "issue:44062|issue:45081", + "issue:34567|issue:36331", + "issue:43452|issue:44488", + "issue:44484|issue:44704", + "issue:44291|issue:44821", + "issue:44792|issue:44964", + "issue:45405|issue:45600", + "issue:45042|issue:45081", + "issue:43697|issue:45216", + "issue:43643|issue:44561", + "issue:43688|issue:43749", + "issue:44514|issue:45381", + "issue:43742|issue:44589", + "issue:43531|issue:44821", + "issue:44514|issue:45290", + "issue:43452|issue:43577", + "issue:44625|issue:44877", + "issue:43452|issue:44843", + "issue:43688|issue:45440", + "issue:41762|issue:44936", + "issue:43720|issue:44898", + "issue:43295|issue:45356", + "issue:43525|issue:43643", + "issue:43819|issue:44811", + "issue:43653|issue:44568", + "issue:24643|issue:29127" + ], + "prepared_review_unit_hash": "fca4608b906edd341c86ac4974048a5821136eeee289323c5ae0aee4d7e01928", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35513, + "estimated_input_tokens": 8879, + "estimated_eval_tokens": 18014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated bug reports across different code paths; none of the soft pairs look like true duplicates, and there are no PRs to consolidate.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43749 is the strongest representative issue artifact here: it has broad loading-path impact, substantial discussion, and inbound references, making it the most actionable central issue in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 has the clearest regression framing and the most supporting activity, so it is the best single issue to keep as the primary reference point.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Different failures: Apple Silicon allocator warmup TypeError versus Qwen3VL weight_only loading error." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizers, but the concrete bugs are different: AddedToken special-arg duplication vs a Mistral regex/backend_tokenizer crash." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting not updating is unrelated to CustomTrainer.compute_loss receiving an unexpected keyword argument." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading regressions, but they affect different models and failure modes; not the same underlying bug." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "max_shard_size behavior in save_pretrained is unrelated to AutoProcessor kwargs not reaching cached_file." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized argument handling is a different code path from loading AutoImageProcessor from a URL." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "A failed Janus test and a Phi-4 multimodal load failure are different model-specific issues." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "A dependency version bump is unrelated to stale auto_mappings references causing CI breakage." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "One is an image-processor torchvision dependency issue; the other is a tokenizer regex/attribute crash." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output divergence and Qwen3.5 save_pretrained corruption are unrelated regressions." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both mention trust_remote_code, but one is missing fields in AutoConfig and the other is a v5 API removal breaking remote models." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization in MoE models is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal/chat-template adjacent, but one crashes on batched padding=False and the other has wrong video vision_position_ids." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM key lookup failure is unrelated to a missing Float8 storage object during loading." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior has nothing to do with loading AutoImageProcessor from a URL." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but the triggers differ: batched padding=False versus assistant tool-call messages with no content." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading breakage and Blip2 dtype propagation are different bugs in different subsystems." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation is unrelated to strict config blocking granite_speech loading." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file loading regressions and offline model_info calls in _patch_mistral_regex are different tokenizer-loading failures." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "MoE auxiliary-loss normalization and DeepSeekV3MoE divergence are different model-implementation issues." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 Gemma3 loading failure is unrelated to trainer.evaluate failing after train." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to Perceiver interpolation behavior." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor.tokenizer regression and Kimi-K2.5 codec/fix_mistral_regex problems are different tokenizer regressions." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is not the same bug as trust_remote_code returning incomplete config fields." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent decoding mismatch is unrelated to Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "BigBird special-token registration and mdeberta BOS/EOS insertion are distinct tokenizer-special-token bugs." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training RuntimeError about 2-D weights is unrelated to LayoutLMv3 box-validation error messaging." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 18, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:28282", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:43122", + "issue:43295", + "issue:43329", + "issue:43334", + "issue:43452", + "issue:43504", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44625", + "issue:44743", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45005", + "issue:45325", + "issue:45356", + "issue:45588", + "issue:45701", + "issue:45704" + ], + "soft_pairs": [ + "issue:44466|issue:45005", + "issue:44464|issue:44743", + "issue:43577|issue:43697", + "issue:41720|issue:43906", + "issue:38175|issue:43295", + "issue:43688|issue:45704", + "issue:43646|issue:43749", + "issue:44361|issue:44442", + "issue:44843|issue:44991", + "issue:43653|issue:44361", + "issue:44479|issue:44936", + "issue:43688|issue:45701", + "issue:28282|issue:32090", + "issue:30064|issue:33666", + "issue:28282|issue:33357", + "issue:28282|issue:35141", + "issue:44977|issue:45356", + "issue:43577|issue:45588", + "issue:43122|issue:43906", + "issue:43577|issue:44554", + "issue:43531|issue:43742", + "issue:43653|issue:43927", + "issue:43329|issue:45325", + "issue:44464|issue:44977", + "issue:44479|issue:44625", + "issue:43550|issue:44361", + "issue:43504|issue:43720", + "issue:32090|issue:34567", + "issue:43504|issue:43550", + "issue:43452|issue:44451", + "issue:43504|issue:44610", + "issue:43334|issue:43572", + "issue:32090|issue:33666", + "issue:41720|issue:44464" + ], + "prepared_review_unit_hash": "b7a8dcf100286d9add3230d35238b3ef6a015d2b22ec274eb8b61ca82a6bcdf8", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38051, + "estimated_input_tokens": 9513, + "estimated_eval_tokens": 19282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Conservative triage: none of the proposed soft edges look strong enough to accept from the packet evidence alone. The tied-weights pair is only title-level similar, so issue:44466 remains the best standalone anchor, not a confirmed duplicate of issue:45005. No PRs are present.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44466 is the most concrete standalone report in the tied-weights area, with a specific v5/main, device-dependent `lm_head.weight` serialization symptom. The packet does not provide enough evidence to merge it with issue:45005.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44466 is the best issue anchor here because it is the clearest and most specific report of the tied-weights regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Title overlap is not enough here; the packet only shows a broad tied-weights similarity and `deterministic_accept` is false." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Different code paths: compiled chunked generation inconsistency vs recurrent-state reset in modular Qwen3.5." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Different bugs: Blip2 dtype propagation vs RTDetrV2 output drift." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "No clear shared underlying defect; these are separate Qwen3-related reports." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 zero-probability behavior is not the same as the processor.tokenizer/images regression." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Unrelated subsystems: MoE aux-loss normalization vs T5/apex RMSNorm memory leak." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage and FSDP CPU RAM-efficient loading are different issues." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer failures with different models and symptoms." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline `model_info()` access in patch logic is not the same bug as tokenizer loading failure." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token decoding bug is unrelated to MLukeTokenizer task-time AttributeError." + }, + { + "left": "issue:44479", + "right": "issue:44936", + "accept": false, + "reason": "Video-input regression and trainer.evaluate() failure are different code paths." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization and tokenization-version changes are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing-PyTorch ImportError and `_gpu_broadcast_one` NoneType TypeError are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Void segmentation map processing and Qwen2-VL multi-GPU training are different issues." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch import failure is unrelated to the MacOS bus error report." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Missing-PyTorch ImportError is unrelated to tied-embedding reinitialization during `post_init`." + }, + { + "left": "issue:44977", + "right": "issue:45356", + "accept": false, + "reason": "Flash-attention generation regression and tokenizer codec/regex regression are different problems." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Blip2 dtype handling is unrelated to the `s_aux=None` crash in flash_attention." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Different issues: tokenization-version differences vs an isolated reproduction of another bug." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype propagation and MPS attention correctness are different code paths." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to loading MobileLLM-125M." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird mask-token registration/decoding bug is unrelated to DiaConfig losing custom token IDs." + }, + { + "left": "issue:43329", + "right": "issue:45325", + "accept": false, + "reason": "Different multimodal/video bugs: undefined helpers in token counting vs rope-index temporal scaling." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as the flash-attention generation regression." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression and Qwen3.5 `num_labels` propagation are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba torch.compile/SDPA bug is unrelated to MLukeTokenizer AttributeError." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field BEiT load failure and BitNet packed-weight unpacking are different bugs." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast TypeError and `num_input_tokens_seen` not updating are different trainer issues." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Different model families and failure modes." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file loading behavior is not the same as failing to load a specific model." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Legacy preset loading bug is unrelated to processor output-size mismatch." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Different config fields (`pad_token_id` vs `pad_token_idx`) and different models." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer NoneType broadcast error is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "CUDA assert in auto device mapping is unrelated to chunked generation inconsistency." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The output is mostly conservative on the false pairs, but it overstates the tied-weights link: the packet only shows title-level similarity for issue:44466 vs issue:45005, and `deterministic_accept` is false. Phrases like \"strong duplicate pair\" and \"likely root code path\" are stronger than the evidence in the packet. No PR pairs are present, so that part is fine." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 19, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:33357", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:43257", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43606", + "issue:43646", + "issue:43688", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44466", + "issue:44488", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44821", + "issue:44843", + "issue:44849", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584" + ], + "soft_pairs": [ + "issue:43525|issue:43572", + "issue:44849|issue:45357", + "issue:43278|issue:43688", + "issue:43756|issue:44913", + "issue:43493|issue:43825", + "issue:43742|issue:44821", + "issue:43262|issue:45084", + "issue:43540|issue:43716", + "issue:33666|issue:36010", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:43257|issue:43299", + "issue:43278|issue:43844", + "issue:43493|issue:43844", + "issue:39692|issue:43493", + "issue:44964|issue:45405", + "issue:43720|issue:44361", + "issue:44488|issue:44843", + "issue:33666|issue:36331", + "issue:43540|issue:44977", + "issue:43756|issue:45083", + "issue:45200|issue:45229", + "issue:44625|issue:45584", + "issue:43824|issue:44589", + "issue:43646|issue:44466", + "issue:44423|issue:44734", + "issue:44589|issue:45520", + "issue:39692|issue:43295", + "issue:33357|issue:33666", + "issue:43572|issue:44291", + "issue:43504|issue:43606" + ], + "prepared_review_unit_hash": "a6feab50eceda342c1281fa904a6372d78a36384ddc63716fde7281b606e283a", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37124, + "estimated_input_tokens": 9281, + "estimated_eval_tokens": 18818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose semantic grouping of many unrelated Transformers issues across different models, configs, and code paths; I do not see a true duplicate set or a single canonical issue/PR to merge onto.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items describe distinct bugs/regressions in unrelated subsystems (model loading, training, multimodal processing, config serialization, offload, etc.), so consolidating them would be incorrect.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global canonical candidate because the cluster is heterogeneous and the problems are not the same underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing-token-id/config regressions, but one is Llama4 pad_token_id and the other is StableLm pad_token_idx; different models and failure modes." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen3.5, but one is output_hidden_states behavior and the other is save_pretrained visual encoder key serialization; different code paths." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Both mention loss-related training behavior, but one is dtype drift during evaluate and the other is auxiliary-loss normalization; unrelated bugs." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "One is about Smollm3 RoPE layer dropping, the other about GPTNeoX rotary_pct reload defaults; both touch rotary settings but are different models and issues." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and a pipeline translation-task error are unrelated; no shared code path." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Both are loading-related, but one is a specific model key error and the other is AutoImageProcessor URL loading; different failures." + }, + { + "left": "issue:43262", + "right": "issue:45084", + "accept": false, + "reason": "Audio processor chat-template sampling-rate bug is unrelated to a template compilation error." + }, + { + "left": "issue:43540", + "right": "issue:43716", + "accept": false, + "reason": "Different multimodal/video vs image-preprocessor dtype issues in different Qwen/Mistral model families; not the same bug." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL is unrelated to a GenerationMixin import error." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Both are initialization/loading regressions, but one is packed-weight unpacking and the other is custom token ID persistence causing generation failure; different root causes." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to DiaConfig token-id loss on save/load." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Qwen3 MOE accelerate/deepspeed loading and Qwen3VL Moe model loading are related by family name only; distinct loading paths and reported symptoms." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Gradient explosion under ZeRO-3 is not the same as embedding dtype changing between train/eval." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch is unrelated to gradient instability in DeepSpeed training." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Documentation/example errors and a core implementation discrepancy are different classes of issues." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model load failure and a bumped minimum PEFT version are unrelated; one is runtime compatibility, the other is dependency metadata." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Both are loading failures, but one concerns packed weights in accelerate and the other a tokenizer AttributeError; not the same bug." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Loading cjvt/sleng-bert and offline-mode Mistral regex patching are unrelated loader problems." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL and a custom trainer loss signature mismatch are separate training issues." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Video input validation in Qwen3OmniMoe and flash-attention generation issues in Qwen3.5 are different runtime paths." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "RoPE layer reduction in Smollm3 and feat-extract length helper behavior in qwen3_omni_moe are unrelated implementation bugs." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "mm_token_type_ids defaulting and Gemma4 multi-GPU CUDA OOM are different problems with different fixes." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation failure are unrelated model-specific bugs." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Missing Qwen2.5-VL export and missing Float8 storage support are distinct import/runtime compatibility issues." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and inconsistent lm_head.weight serialization are different v5 regressions." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both concern serving, but one crashes on multimodal tensors and the other on KV-cache continuation indexing; not the same code-path bug." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage resolution and Python 3.13 flash_attn KeyError are unrelated backend/import issues." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "A SigLIP2 docs/example bug is not the same as a regression in processor.tokenizer access and image-to-tokenizer handling." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error with CLIP model and Qwen2-VL multi-GPU training are unrelated model/runtime problems." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "StableLm missing pad_token_idx after v5 update and init_empty_weights unexpected argument are separate config/init regressions." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "BEiT legacy-field loading failure and bark-small CPU offload device mismatch do not share the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 20, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:15354", + "issue:29942", + "issue:30333", + "issue:37428", + "issue:38175", + "issue:39401", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43504", + "issue:43525", + "issue:43540", + "issue:43575", + "issue:43582", + "issue:43606", + "issue:43653", + "issue:43701", + "issue:43844", + "issue:43927", + "issue:43957", + "issue:43994", + "issue:44112", + "issue:44315", + "issue:44361", + "issue:44464", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44792", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45405", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45701" + ], + "soft_pairs": [ + "issue:43504|issue:43653", + "issue:43575|issue:45405", + "issue:43927|issue:44361", + "issue:44521|issue:45290", + "issue:44792|issue:45405", + "issue:44464|issue:45584", + "issue:43994|issue:44493", + "issue:43278|issue:43701", + "issue:43606|issue:44112", + "issue:29942|issue:30333", + "issue:44554|issue:45446", + "issue:44568|issue:45701", + "issue:43844|issue:44964", + "issue:43540|issue:45200", + "issue:45084|issue:45520", + "issue:43582|issue:44977", + "issue:43232|issue:44849", + "issue:15354|issue:38175", + "issue:37428|issue:43957", + "issue:45072|issue:45198", + "issue:39401|issue:44568", + "issue:44315|issue:44849", + "issue:43334|issue:43525", + "issue:44554|issue:45356", + "issue:45200|issue:45325", + "issue:43295|issue:44610" + ], + "prepared_review_unit_hash": "d380683ccb105932a721cf08d16c16a2bba54cacd3e52b1550efbf83ca7e3941", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34992, + "estimated_input_tokens": 8748, + "estimated_eval_tokens": 17752 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue reports with a few superficial keyword overlaps; only the `pad_token_id` config-attribute failures look like a likely duplicate pair.", + "confidence": 0.93, + "canonical_issue_reason": "No strong canonical issue: the set is too heterogeneous, and only one soft pair appears to be a true duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced, issue:45701 is the broadest umbrella report, but it is still too general to serve as a real canonical for this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Different models and different bugs: legacy field loading vs tokenizer special-token registration." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "OOM during tensor-parallel model load is unrelated to a PEFT version pin." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Both are config/tokenizer-related, but the concrete failures are different and not the same code path." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve `apply_chat_template`, but one is bad assistant masks and the other is a crash on tool-call messages." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to the PEFT version bump." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation and Whisper empty-transcription handling are distinct bugs." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Different symptoms and likely different code paths; one is bad model outputs, the other is a position-id key issue." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Training/eval dtype drift is unrelated to checkpoint resume key mismatch." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both mention device handling, but they affect different models and failure modes." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "FlashAttention test failures and MLflow reporting are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "Different attention-related problems with different triggers and fixes." + }, + { + "left": "issue:44568", + "right": "issue:45701", + "accept": false, + "reason": "`add_special_tokens` BOS/EOS omission is a specific tokenizer bug, while the other is only a broad version-regression report." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Both are multimodal-input issues, but they hit different models and different processing logic." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-compilation failure and Python 3.13 flash-attn import error are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator TypeError is not the same as a Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs sync-gpu handling and hidden-states output behavior are separate issues." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript export failure and zero-probability inference on SigLIP2 are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention import symbol regression is distinct from `torch.device('meta')` model-loading failures." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatches and Wav2Vec2 save/tokenization failures are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer bugs, but offset mapping and BOS/EOS insertion are different concrete failures." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel not applied via `model_init` is unrelated to Qwen3.5 hidden-states generation." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": true, + "reason": "Both report the same missing-`pad_token_id` AttributeError on config objects during model loading; this looks like one shared config-handling bug." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer API regression and input-size mismatch are different problems." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and tokenizer codec/regression issues are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Both touch multimodal internals, but one is `mm_token_type_ids` defaults and the other is RoPE position scaling." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The lone accepted soft pair, issue:43334 and issue:43525, is plausibly the same pad_token_id config bug, and the other rejections are appropriately cautious given the title-level evidence. No overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 21, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:42915", + "issue:43278", + "issue:43295", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43526", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43901", + "issue:43957", + "issue:43975", + "issue:43994", + "issue:44112", + "issue:44206", + "issue:44360", + "issue:44442", + "issue:44462", + "issue:44464", + "issue:44466", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44779", + "issue:44792", + "issue:44898", + "issue:44936", + "issue:44987", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45412", + "issue:45563", + "issue:45584" + ], + "soft_pairs": [ + "issue:44466|issue:45127", + "issue:44898|issue:45412", + "issue:43493|issue:43701", + "issue:44792|issue:45563", + "issue:37428|issue:43824", + "issue:43388|issue:43526", + "issue:43873|issue:44464", + "issue:43572|issue:44987", + "issue:43844|issue:44936", + "issue:43572|issue:43957", + "issue:43824|issue:43975", + "issue:44514|issue:44521", + "issue:43295|issue:43450", + "issue:38175|issue:45412", + "issue:43295|issue:43873", + "issue:42915|issue:43824", + "issue:44360|issue:44561", + "issue:43295|issue:43994", + "issue:44442|issue:45198", + "issue:38175|issue:43493", + "issue:43827|issue:43901", + "issue:43278|issue:43856", + "issue:44206|issue:45584", + "issue:43653|issue:44112", + "issue:43450|issue:43493", + "issue:45127|issue:45245", + "issue:43819|issue:45083", + "issue:44561|issue:44779", + "issue:43450|issue:43575", + "issue:44462|issue:44561", + "issue:45290|issue:45381", + "issue:37428|issue:43425", + "issue:43819|issue:44112" + ], + "prepared_review_unit_hash": "41eaeea378b8ffebb6c0707cfa5c9e57100a0ba6a539f4a114096d69e3956ad3", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37586, + "estimated_input_tokens": 9397, + "estimated_eval_tokens": 19050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the items span unrelated regressions, import errors, tokenizer/model-parity bugs, and training/runtime issues. The soft edges mostly reflect superficial similarity (e.g. v5 regressions, tokenizer/processor bugs, or model-specific failures) rather than the same underlying defect.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43824 has the strongest signal and highest engagement, and it is a concrete, well-scoped regression. If a single issue must anchor the cluster, this is the most defensible representative, though the set is not a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the most actionable standalone issue: clear symptom, broad impact, and the most discussion/inbound references among the candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both involve model output/weight behavior, but one is device-dependent serialization of lm_head.weight and the other is a LoRA-merge collapse with extended vocab. Different failure modes and code paths." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory not being released are unrelated bugs in different subsystems." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy is a model behavior bug; resume_from_checkpoint key mismatch is a training-state loading bug. No same underlying defect." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure and a stale paged-generate warning are different issues; one is a functional regression, the other a warning-message mismatch." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different model families. No evidence of the same broken API surface." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both mention labels, but one is gather_for_metrics dropping tuple elements in the last batch while the other is BeitImageProcessorFast reduce_labels returning only one label. Different components and bugs." + }, + { + "left": "issue:43873", + "right": "issue:44464", + "accept": false, + "reason": "Quantization/offloading behavior and compiled-forward chunked generation inconsistency are distinct code paths with different symptoms." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and loading physical-intelligence/fast failing on newer transformers are not the same defect." + }, + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 gradient growth and trainer.evaluate() failing after trainer.train() are unrelated training/runtime problems." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx is unrelated to meta-device loading breakage." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Qwen2_5_VL import failure and Deepseek incorrect detokenization are different bugs in different model families." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve chat templates, but one is a batched padding=False crash and the other is all-zero assistant masks for multimodal inputs. Not the same concrete bug." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression and batched video shape handling are separate processor issues with different symptoms." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero probabilities and RT-DETR memory leaks are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Custom processor/tokenizer regression and quantization/offloading problems are different code paths and fixes." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2_5_VL import error are unrelated model-specific issues." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A missing ReLU in the DSA indexer and removal of is_torch_fx_available breaking trust_remote_code are clearly unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43994", + "accept": false, + "reason": "Processor/tokenizer regression and SigLIP2 nonsensical outputs are both v5-era issues, but not the same bug or code path." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading and Wav2Vec2 save/tokenization failures affect different tokenizers with different root causes." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both touch SigLIP2, but one is zero probabilities in a specific model and the other is a broader HF-vs-JAX parity discrepancy. Insufficient evidence they are the same bug." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues, but one is about pipeline() references after v5 removals and the other about return_all_scores wording; different documentation problems." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in eval and Qwen3 MoE memory inefficiency are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unsupported center argument in LasrFeatureExtractor and Whisper failing on empty transcription after align_special_tokens are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and a GraniteSpeech CI device-override test failure are different problems." + }, + { + "left": "issue:43450", + "right": "issue:43493", + "accept": false, + "reason": "Batched video processor shape issues and SigLIP2 implementation mismatch are different subsystems." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse with extended vocab and a categories>2^24 runtime error are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC.from_latents mismatch and qwen3_omni_moe feature-extract length helper behavior are different bugs." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking remote-code models and Deepseek tokenizer detokenization are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor batched-shape bug and Qwen2-57B-A14B-Instruct OOM on load are different issues." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and removal of is_torch_fx_available are unrelated APIs and fixes." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and qwen2.5-vl video vision_position_ids mismatch are different multimodal bugs." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "An import error for a missing flash-attention helper and general Torch 2.10 incompatibility are not the same defect." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC forward/latents mismatch and a stale CI device-override test are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 22, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43450", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43723", + "issue:43819", + "issue:43825", + "issue:43931", + "issue:44112", + "issue:44292", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45491", + "issue:45520", + "issue:45588", + "issue:45593", + "issue:45712" + ], + "soft_pairs": [ + "issue:44610|issue:44857", + "issue:44857|issue:45593", + "issue:43278|issue:43825", + "issue:43262|issue:43450", + "issue:43606|issue:45083", + "issue:45200|issue:45588", + "issue:45310|issue:45478", + "issue:44448|issue:44743", + "issue:29942|issue:32090", + "issue:37428|issue:44351", + "issue:43335|issue:43550", + "issue:43611|issue:43931", + "issue:39692|issue:43526", + "issue:43819|issue:44493", + "issue:45200|issue:45381", + "issue:43335|issue:43653", + "issue:29127|issue:32090", + "issue:44292|issue:45520", + "issue:44855|issue:45083", + "issue:43335|issue:45083", + "issue:44448|issue:44779", + "issue:43335|issue:43504", + "issue:39692|issue:44493", + "issue:43550|issue:44112", + "issue:38175|issue:44493", + "issue:44977|issue:45229", + "issue:45459|issue:45712", + "issue:43723|issue:44554", + "issue:43335|issue:45072", + "issue:40444|issue:43526", + "issue:44568|issue:45491", + "issue:43335|issue:45593", + "issue:43720|issue:44112", + "issue:44448|issue:44977" + ], + "prepared_review_unit_hash": "4b89467127ff217bcb6338604d1e22cc3bf26461a7d63bde947b19e96f36e98b", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38141, + "estimated_input_tokens": 9536, + "estimated_eval_tokens": 19328 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues; only one soft edge is a true duplicate pair around the Qwen3.5 MoE `from_pretrained` loading error. All other candidate links look like false positives across different models, symptoms, or code paths.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 45310 is the earlier report of the exact same Qwen3.5 MoE `from_pretrained` failure and is the best canonical anchor for the duplicate pair with 45478.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the clearest representative because it matches 45478 exactly in title and underlying bug, making it the strongest issue to keep as the cluster anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different products and failures: OmDet input-size mismatch vs LwDetrImageLoss AMP/CUDA crash." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Unrelated bugs: AMP/CUDA loss crash vs D-FINE missing auxiliary losses." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype regression and pipeline translation-task messaging are different code paths." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs video batch-shape bug; different modalities." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Bark CPU offload device mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 `mm_token_type_ids` defaulting issue is not the same as the flash-attention `s_aux=None` crash." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact same title and same Qwen3.5 MoE `from_pretrained` error; 45478 is a duplicate of 45310." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus output mismatch and Qwen3.5 recurrent-state reset bug are different model behaviors." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and `_gpu_broadcast_one` NoneType errors are different issues." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different modules/versions." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to Bamba torch.compile SDPA failure." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Base-model-prefix loading regression and Qwen3-VL weight-shape mismatch are distinct loading problems." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs example errors do not match the BeitImageProcessorFast `reduce_labels` bug." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent/forward mismatch and unexpected position-id key are different symptoms in different models." + }, + { + "left": "issue:45200", + "right": "issue:45381", + "accept": false, + "reason": "Gemma4 text-only fine-tuning defaults and Qwen2.5-VL video position IDs are separate bugs." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers config creation and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and trainer broadcast TypeError are not the same bug." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and Python 3.13 flash_attn import KeyError are different failures." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 IndentationError in DebertaV2 import is unrelated to the qwen3_omni_moe helper behavior." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and qwen3_omni_moe feature-length helper issues do not share the same code path." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus v4/v5 output difference and Deepseek tokenizer regression are different model-specific bugs." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers config bug and Beit semantic-segmentation legacy-field load failure are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 documentation/model mismatch does not match the position-id key regression." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba SDPA/torch.compile bug and GraniteSpeech stale CI device override test are different issues." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and unexpected position-id keys are unrelated symptoms." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure and Gemma4 multi-GPU OOM are different problems." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer protobuf error handling and leftover dummy classes are unrelated maintenance issues." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "AutoTokenizer v5 loading regression and MPS attention correctness bug are different code paths." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and bfloat16 dtype mismatch in inference are not the same bug." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable-dataset multi-image finetuning failure is unrelated to BeitImageProcessorFast label reduction." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token regression and Gemma3 NaN embeddings are different failure modes." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading issue and GraniteSpeech CI test failure are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus output drift and Qwen3.5 flash-attention generation bug are different model issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the only clearly supported duplicate is issue:45310 vs issue:45478, which have identical titles. The other pair verdicts are conservative and do not overclaim shared root causes beyond what the titles suggest." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 23, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:25251", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:41720", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:43994", + "issue:44448", + "issue:44451", + "issue:44462", + "issue:44466", + "issue:44493", + "issue:44743", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45698" + ], + "soft_pairs": [ + "issue:34689|issue:35141", + "issue:43066|issue:44462", + "issue:44977|issue:45563", + "issue:43927|issue:45698", + "issue:43606|issue:44857", + "issue:37428|issue:44987", + "issue:45372|issue:45588", + "issue:44857|issue:45072", + "issue:43701|issue:45083", + "issue:43976|issue:45440", + "issue:43550|issue:45083", + "issue:43412|issue:45588", + "issue:45245|issue:45563", + "issue:43873|issue:44493", + "issue:43873|issue:45229", + "issue:29942|issue:35141", + "issue:43278|issue:43329", + "issue:32090|issue:33357", + "issue:45372|issue:45406", + "issue:41720|issue:45229", + "issue:43065|issue:43994", + "issue:45372|issue:45459", + "issue:43065|issue:45412", + "issue:44448|issue:44466", + "issue:44451|issue:45520", + "issue:25251|issue:32090", + "issue:43653|issue:44743", + "issue:44857|issue:45588", + "issue:43994|issue:45412", + "issue:43278|issue:43381", + "issue:42915|issue:42994", + "issue:43421|issue:45491" + ], + "prepared_review_unit_hash": "96a750d3b4514a539658e6e99369c44a2e75fa7426dbe81084a8e97749ee4096", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37256, + "estimated_input_tokens": 9314, + "estimated_eval_tokens": 18884 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of unrelated Transformers issues across loading, quantization, attention, tokenizers, and multimodal models. None of the soft pairs look like the same underlying bug/change.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue stands out: the items in this cluster are not duplicates of one another, but separate bug reports.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative because the cluster spans many unrelated code paths and failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Both concern model loading/post-init behavior, but one is a Llama 3.2 vision load regression and the other is lm_head reinitialization when resizing embeddings." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Different tokenizer bugs: wrong decoder type in v5 versus AutoTokenizer ignoring tokenizer.json from the repo." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "One is a flash-attention generation failure; the other is a stale warning in paged generate(). Different code paths and symptoms." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one loses custom token IDs and the other loads the wrong custom module. Not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Different failures: CPU offload device mismatch versus float16 AMP crash on CUDA." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "ImportError for a missing flash-attention helper is unrelated to failing to load a specific model." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import/loading breakage is unrelated to an AttributeError in flash_attention.py for sink-less models." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but one crashes in LwDetrImageLoss under AMP and the other is a bfloat16 mismatch in different models." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "resume_from_checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version incompatibility is not the same as DeepseekV3MoE diverging from a remote implementation." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile + SDPA on Bamba is a different bug from qwen3_omni_moe output-length computation." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export guards and unsupported ops are unrelated to an s_aux=None flash_attention crash." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count overflow is unrelated to a stale warning in paged generate()." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to unexpected position-id key errors." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Offloading with quantization and Gemma4 multi-GPU OOM are different problems." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to embedding reinitialization after resizing." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift between train/eval is unrelated to the undefined video-branch variables in multimodal token counting." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error and MacOS bus error are distinct failures." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both mention Gemma4, but one is processor loading import failure and the other is transformers serve missing _tokenizer." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert and multi-GPU OOM are different runtime issues." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d is unrelated to SigLIP2 producing nonsensical outputs." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 processor import breakage is unrelated to tokenizer errors being masked when protobuf is absent." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder and RT-DETR memory not being released are unrelated bugs." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Different regressions: changed Pegasus generation output versus inconsistent lm_head.weight serialization." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Cannot load a specific model is unrelated to a Python 3.13 flash_attn KeyError." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting change and Trainer _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer mask-token registration and qwen3_5 recurrent-state reset are different model/subsystem bugs." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP crash in LwDetrImageLoss is unrelated to flash_attention.py assuming s_aux is not None." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 bad outputs and RT-DETR memory leaks are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype mismatch and gradient-checkpointing-in-eval-mode are separate issues." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both involve quantization, but one is FineGrainedFP8 runtime failure and the other is quantized model saving." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime post-processor updates for tokenizer special tokens are unrelated to Gemma3 NaN embeddings." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 24, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:39692", + "issue:42915", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43381", + "issue:43388", + "issue:43526", + "issue:43531", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43931", + "issue:44079", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44279", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44871", + "issue:44977", + "issue:45072", + "issue:45103", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45593" + ], + "soft_pairs": [ + "issue:44186|issue:45198", + "issue:43756|issue:45440", + "issue:44206|issue:44479", + "issue:44361|issue:45198", + "issue:44871|issue:44977", + "issue:44265|issue:45198", + "issue:43257|issue:43278", + "issue:44610|issue:45412", + "issue:29942|issue:30064", + "issue:45440|issue:45593", + "issue:45103|issue:45372", + "issue:29127|issue:34567", + "issue:43824|issue:44279", + "issue:33357|issue:39692", + "issue:32090|issue:33290", + "issue:43334|issue:43531", + "issue:45072|issue:45229", + "issue:43526|issue:44186", + "issue:43653|issue:44442", + "issue:43381|issue:43701", + "issue:44464|issue:45491", + "issue:44977|issue:45245", + "issue:29942|issue:36010", + "issue:29127|issue:33357", + "issue:42915|issue:43931", + "issue:29127|issue:35141", + "issue:43232|issue:43388", + "issue:43761|issue:44079", + "issue:43262|issue:44206" + ], + "prepared_review_unit_hash": "09b4bcdd496f5dc0613c83b014bdd5cdda95a06fe39898804d21e09e6c3eda09", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "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 heterogeneous: the items span unrelated bugs in tokenizers, generation, vision/audio processors, training, and model-loading regressions. None of the soft-edge pairs look like the same underlying bug or change, so all are rejected.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45198 is the most concrete, self-contained bug report in the set (a reproducible tokenizer/save_pretrained failure), so it is the least-bad anchor if one must be chosen; however, the cluster is not a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45198 is the strongest standalone issue to keep as an anchor: it has a clear failure mode and actionable repro, while the rest of the cluster does not cohere around it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Different models and failure paths: LayoutLMv2 tokenizer NER/padding crash vs Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Different model families and bugs: Smollm3 RoPE-layer selection vs DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Different components and symptoms: feature extractor center-arg crash vs Qwen VL video regression." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Both involve tokenizers, but the affected models and root failures differ; not the same bug." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Unrelated model/config mismatch vs flash-attention generation regression." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "Different subsystems: torch.export/torch_compilable_check vs tokenizer save/tokenization failure." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "Both mention model loading/training behavior, but one is Qwen3 MoE weight conversion and the other is evaluation dtype drift." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor input-size mismatch vs RT-DETR memory release/GC bug; not the same underlying issue." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Failing Flash Attention 2 tests and void segmentation-map processing are unrelated." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3 implementation divergence and D-FINE auxiliary-loss handling are different model-specific bugs." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation handling and mistral_common ReasoningEffort import failure are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are different code paths." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific Qwen2.5-VL import error vs generic dependency issue; too broad and not the same bug." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error for CLIP model vs SigLIP2 documentation/example errors are different problems." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType error and Deepspeed Adafactor OOM are unrelated training failures." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id loading bug and Qwen3-MoE sliding_window bug are different model issues." + }, + { + "left": "issue:45072", + "right": "issue:45229", + "accept": false, + "reason": "bfloat16 dtype mismatch in inference is unrelated to Gemma4 multi-GPU OOM." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to LayoutLMv2 tokenizer crashes." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are different tokenizer bugs." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume-from-checkpoint key mismatch are not the same issue." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency vs Gemma3 NaN embeddings from sliding-window padding are distinct failures." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and category-count limit error are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures and GenerationMixin import error do not share a concrete bug." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error messaging and CLIP MacOS bus error are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen3-VL shape-mismatch loading error are different bugs." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Different behavior and modules: layoutlmv3 error handling vs embedding reinit in post_init." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs sync issue and gather_for_metrics tuple-label truncation are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and ModelOutput key assignment bug are not the same concrete failure." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate default and LasrFeatureExtractor center-arg crash are different processor bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 25, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:33290", + "issue:34567", + "issue:34689", + "issue:39692", + "issue:41628", + "issue:42907", + "issue:43316", + "issue:43381", + "issue:43441", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44188", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44610", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45216", + "issue:45290", + "issue:45372", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45698" + ], + "soft_pairs": [ + "issue:43526|issue:44857", + "issue:43441|issue:45588", + "issue:45003|issue:45440", + "issue:44442|issue:45072", + "issue:43723|issue:45479", + "issue:43526|issue:44610", + "issue:44743|issue:44811", + "issue:43452|issue:45588", + "issue:43316|issue:43525", + "issue:43646|issue:44077", + "issue:45588|issue:45600", + "issue:43761|issue:44188", + "issue:44479|issue:45290", + "issue:43575|issue:43701", + "issue:44977|issue:45584", + "issue:43931|issue:45216", + "issue:42907|issue:45698", + "issue:43575|issue:44387", + "issue:39692|issue:45491", + "issue:43994|issue:44206", + "issue:43873|issue:45588", + "issue:34689|issue:43611", + "issue:33290|issue:34567", + "issue:43673|issue:44743", + "issue:44442|issue:44898", + "issue:43493|issue:43827", + "issue:43381|issue:43873", + "issue:41628|issue:45372", + "issue:44077|issue:44479", + "issue:33290|issue:34689" + ], + "prepared_review_unit_hash": "e4ac15b8b090e3bf71cbf61324c2dddc3f07d69a4aa4362cc441f7582c855015", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36704, + "estimated_input_tokens": 9176, + "estimated_eval_tokens": 18608 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous cluster of mostly unrelated Transformers bug/regression reports. None of the soft edges are strong enough to treat as duplicates; the best representative issue is the broad, active quantization/offloading report.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43873 is the broadest and most active open bug in the set, with multiple inbound references and discussion, so it best serves as the umbrella issue for this mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most representative issue overall: it is open, well-discussed, and spans a core runtime area that can absorb related quantization/offloading follow-ups.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Different failures in different subsystems: BEiT fast image label reduction vs LwDetr AMP/CUDA crash." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Ministral FlashAttention regression and sink-less flash_attention.py AttributeError are unrelated code paths and symptoms." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Generic modeling_utils sys.modules safety bug is not the same as DeepseekV3MoE behavioral divergence." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and dtype mismatch in bfloat16 inference are different bugs." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "AutoTokenizer v5 loading issue and zero-loss sequence-classification bug are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44610", + "accept": false, + "reason": "BEiT label reduction bug and OmDet image-size mismatch affect different models and code paths." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen recurrent-state reset and Whisper batch_decode token skipping are separate generation/processor bugs." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "GGUF tokenizer/model loading issue is not the same as the flash_attention.py s_aux=None crash." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API issues, but one is Gemma3TextConfig inconsistency and the other is a missing Llama4Config attribute." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model initialization regression and patchtsmixer post_init policy change are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "flash_attention.py null-aux crash and auto_mappings stale config references are different failures." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVision hidden_states regression and attention-kernel divergence under torch.compile do not share the same bug." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Qwen video-input regression and chat-template tool-call crash are different parts of the stack." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and Whisper empty-transcription bug are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3-VL shape-mismatch load failure and Qwen3.5 save_pretrained regression are different lifecycle bugs." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but dequantized save failure and wrong custom module loading are not the same issue." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory/quantization, but tensor-parallel load OOM and increased reserved memory under int4 quantization are distinct." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "SigLIP2 docs/example errors and Gemma3 mixed-length NaN embeddings are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44206", + "accept": false, + "reason": "SigLIP2 wrong outputs and LasrFeatureExtractor unsupported-arg crash are different models and failure modes." + }, + { + "left": "issue:43873", + "right": "issue:45588", + "accept": false, + "reason": "Quantization/offloading behavior and flash_attention.py s_aux=None crash are not the same underlying bug." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Llama 3.2 Vision load breakage from v4.46.2 and base_model_prefix loading regression in v5.0.0 are separate loading issues." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Deepspeed Adafactor OOM and TrainerState token counter not updating are unrelated trainer bugs." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Missing GenerationMixin cache in v5.0.0 and Qwen recurrent-state reset are both cache-adjacent but not the same concrete bug." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading failure and Perceiver non-default resolution failure are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation divergence and docs still referencing pipeline() are different scope entirely." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization/offloading behavior are separate runtime bugs." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "AutoImageProcessor import failure and Gemma 4 processor loading import error involve imports, but not the same missing symbol or path." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen video-input regression are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Adafactor/deepspeed OOM and Llama 3.2 Vision model-loading regression are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 26, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:28282", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43540", + "issue:43643", + "issue:43688", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43825", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:44162", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44617", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45127", + "issue:45137", + "issue:45200", + "issue:45584", + "issue:45656" + ], + "soft_pairs": [ + "issue:33290|issue:35141", + "issue:43643|issue:44913", + "issue:44190|issue:44496", + "issue:43749|issue:43931", + "issue:43720|issue:44442", + "issue:43873|issue:44871", + "issue:33290|issue:45656", + "issue:44855|issue:45137", + "issue:34689|issue:36010", + "issue:44162|issue:44792", + "issue:43316|issue:44877", + "issue:43381|issue:43856", + "issue:43540|issue:44514", + "issue:42175|issue:43316", + "issue:43404|issue:43441", + "issue:41950|issue:43475", + "issue:43316|issue:43716", + "issue:43388|issue:43688", + "issue:43381|issue:43742", + "issue:16998|issue:22355", + "issue:25251|issue:28282", + "issue:43295|issue:43825", + "issue:43065|issue:44617", + "issue:43761|issue:44479", + "issue:44871|issue:45584", + "issue:45127|issue:45200" + ], + "prepared_review_unit_hash": "040d87c8261b79411a46f99eafe83135a022385929f07e0b7ec3031651cccaee", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34847, + "estimated_input_tokens": 8712, + "estimated_eval_tokens": 17680 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set does not form a single duplicate cluster; the soft pairs are mostly broad-subsystem lookalikes rather than the same underlying bug. I found no PRs. If one issue must be kept as the representative item, issue:43749 is the strongest candidate because it is a concrete, high-impact regression with the most discussion/references.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43749 is the best single representative: it describes a concrete broken feature flag/regression, has the highest discussion/inbound signal among the set, and is more actionable than the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the most suitable standalone issue to anchor triage because it is specific, clearly reproducible, and has the strongest evidence of impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Different bugs: one is DeepSpeed/Adafactor OOM, the other is embedding reinitialization after resize." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config reload, but one is missing fields with trust_remote_code and the other is GPTNeoX rotary_pct not persisting." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a training script vs unrecognized model/config.json loading error are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading failure is not the same as Qwen3-VL shape-mismatch loading." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Packed-weight accelerate loading bug and AutoTokenizer failing for a specific tokenizer are different code paths." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma eos_token_id inconsistency are separate problems." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed/optimizer, but one is OOM with Adafactor while the other is double step invocation." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 TorchScript parsing error and DeepSpeed ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Model loading regression for a specific model family is not the same as a GenerationMixin import error." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a janus image-generation test failure are unrelated failures." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "API discrepancy in Gemma3TextConfig differs from strict config loading for granite_speech." + }, + { + "left": "issue:43381", + "right": "issue:43856", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to Qwen3 MoE memory usage." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are multimodal/video-related, but one is Qwen3OmniMoe video processing and the other is batched chat template padding behavior." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Backend dependency packaging and config API mismatch are different issues." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "lm_head tying bug and FlashAttention failure in Ministral-3 are distinct model issues." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor selection and Sam3VisionEncoderOutput missing attribute are not the same bug." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and Mistral-3 dtype mismatch are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric-gather label truncation and MoE auxiliary-loss normalization are different training bugs." + }, + { + "left": "issue:43381", + "right": "issue:43742", + "accept": false, + "reason": "Eval-mode gradient checkpointing and MobileLLM key error are unrelated." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Model_max_length question for DeBERTa-V3 is unrelated to a missing transformers.onnx module." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output shape change is unrelated to missing PyTorch import." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor.tokenizer regression and translation-task error messaging are different pipeline regressions." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video OOM are not the same underlying problem." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression are separate issues." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id mismatch and Whisper empty-transcription generation failure do not share the same code path." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with extended vocab is unrelated to Gemma 4 mm_token_type_ids defaults." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 27, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:41720", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43742", + "issue:43761", + "issue:43827", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44933", + "issue:44936", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45698" + ], + "soft_pairs": [ + "issue:44077|issue:44534", + "issue:43295|issue:44871", + "issue:43550|issue:43701", + "issue:44734|issue:45406", + "issue:43606|issue:43701", + "issue:44936|issue:45698", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:43931|issue:44060", + "issue:43761|issue:44242", + "issue:43575|issue:43742", + "issue:42617|issue:43575", + "issue:44617|issue:45584", + "issue:45563|issue:45584", + "issue:44521|issue:45381", + "issue:44479|issue:44734", + "issue:43906|issue:45290", + "issue:32090|issue:35141", + "issue:41720|issue:43575", + "issue:44933|issue:45362", + "issue:43065|issue:44610", + "issue:44464|issue:44871", + "issue:44464|issue:45563", + "issue:43827|issue:43994", + "issue:44792|issue:44977", + "issue:44534|issue:44913", + "issue:41720|issue:45245", + "issue:44190|issue:44964", + "issue:44792|issue:45600", + "issue:45127|issue:45357" + ], + "prepared_review_unit_hash": "4146e420e269dd8577aa6b69dd5cc721c93b21471d8932362a9d7b398118dec3", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36571, + "estimated_input_tokens": 9143, + "estimated_eval_tokens": 18542 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions and model-specific bugs; none of the soft pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.38, + "canonical_issue_reason": "Issue 43646 is the broadest and most representative bug report in the set: a generic Transformers 5.0.0 custom-model initialization breakage that could plausibly encompass nearby init/load regressions better than the narrower model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best cluster anchor because it is phrased as a general framework regression rather than a single-model symptom, making it the most reusable representative issue in an otherwise heterogeneous cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Both mention initialization behavior, but one is a model-specific post_init policy change and the other is a broad non-persistent buffer regression; different bugs and code paths." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "One is a processor/tokenizer compatibility regression in v4.57.5, the other is an eos_token_id config mismatch for Gemma-3; no shared underlying defect." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile + SDPA failure for Bamba is unrelated to a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation indexing crash and missing _tokenizer in serve are separate server bugs." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch in Bark is unrelated to checkpoint resume key handling." + }, + { + "left": "issue:44936", + "right": "issue:45698", + "accept": false, + "reason": "trainer.evaluate() after train() and wrong custom module loaded after save/load are different lifecycle bugs." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "A broad custom model initialization regression is not the same as GPTNeoXConfig rotary_pct not persisting on reload." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "GGUF loading breakage for AutoTokenizer/AutoModel is unrelated to missing model_type in config.json." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Weight-shape mismatch for Qwen3-VL and a tied-weights warning bug in Qwen3-Next are distinct model-family issues." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVision hidden_states regression and MoE load-balancing loss omission affect different components and behaviors." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Tensor-parallel OOM on Qwen2-57B is not the same as a key error loading MobileLLM-125M." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "A 3d_parallel.py execution failure is not the same concrete issue as tp-induced OOM while loading Qwen2-57B." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video CUDA OOM and Whisper empty-transcription failure are unrelated model/runtime bugs." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning in paged generate() is unrelated to Whisper failing after align_special_tokens." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks and wrong vision_position_ids are both multimodal, but they are different code paths and symptoms." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "A Qwen2.5/Qwen3 video-input regression is unrelated to serve KV-cache continuation tensor indexing." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "The isolated reproduction of another issue does not match the specific apply_chat_template tool-call crash described here." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and token-embedding resize reinit are unrelated training/model-init bugs." + }, + { + "left": "issue:41720", + "right": "issue:43575", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert on A800 is not the same as OOM during tensor-parallel model load." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing image_utils import and Qwen3.5 chat crash are unrelated issues." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo\u2019s processor size mismatch are separate vision-model problems." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward and Gemma eos_token_id mismatch do not share the same bug." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward generation inconsistency is unrelated to a stale num_return_sequences warning." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() and SigLIP2 producing nonsense are different issues; one is documentation, the other model behavior." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "A janus image-generation test failure is not the same as Qwen3.5 flash-attention generation misbehavior." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk in v5 is a framework-wide bug, not the specific config reload issue in GPTNeoXConfig." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "cudaErrorAssert on A800 and a category-count limit runtime error are unrelated failures." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training script is not the same as failing to load a specific multimodal model." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus generation test failure and stale auto_mappings references to removed Sam3LiteText configs are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse with extended vocab and incorrect visual encoder keys on save are different save/load behaviors." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 28, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:39692", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43388", + "issue:43404", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43582", + "issue:43644", + "issue:43650", + "issue:43761", + "issue:43976", + "issue:44016", + "issue:44077", + "issue:44079", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44279", + "issue:44466", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44743", + "issue:44855", + "issue:44913", + "issue:44938", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45375", + "issue:45406", + "issue:45446", + "issue:45542", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45632" + ], + "soft_pairs": [ + "issue:43388|issue:43582", + "issue:44938|issue:45542", + "issue:44855|issue:45588", + "issue:43761|issue:44743", + "issue:43976|issue:44855", + "issue:43335|issue:44855", + "issue:44077|issue:44079", + "issue:43540|issue:44734", + "issue:43644|issue:44913", + "issue:43550|issue:44190", + "issue:43650|issue:44220", + "issue:44112|issue:45600", + "issue:43116|issue:44190", + "issue:41950|issue:44016", + "issue:45276|issue:45584", + "issue:39692|issue:44190", + "issue:43479|issue:45375", + "issue:36246|issue:41628", + "issue:43404|issue:45216", + "issue:45245|issue:45584", + "issue:43295|issue:45276", + "issue:44734|issue:45632", + "issue:36246|issue:38617", + "issue:44016|issue:44220", + "issue:38175|issue:43065", + "issue:44186|issue:44734", + "issue:44683|issue:45446", + "issue:44561|issue:45632", + "issue:42175|issue:44279", + "issue:44466|issue:44913", + "issue:45406|issue:45632" + ], + "prepared_review_unit_hash": "84e26be2c15b66f20daf2ddd567e1c3bb3185c07703114865a9b6cdf963a76cc", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37213, + "estimated_input_tokens": 9304, + "estimated_eval_tokens": 18864 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most pairs are only superficially similar by broad terms like imports, configs, or model regressions, but they describe different subsystems and concrete failures. I found no soft edge that should be merged.", + "confidence": 0.31, + "canonical_issue_reason": "issue:41628 is the broadest public-facing import regression in the set and the best single representative of the API-breakage theme, though the overall cluster is quite mixed.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41628 is the most representative and centrally scoped issue among these, because it concerns a top-level `transformers` import surface rather than a narrow model-specific failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43388", + "right": "issue:43582", + "accept": false, + "reason": "Tuple-label metric bug vs Apple Silicon allocator warmup TypeError; unrelated code paths." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure vs missing TensorFlow backend when only tensorboard is installed; different failures." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 Deberta import indentation error vs flex_attention auxiliary-arg crash; unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44743", + "accept": false, + "reason": "CLIP hidden_states regression vs Qwen recurrent-state reset; different models and bugs." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "General Python version compatibility complaint vs specific JIT parsing indentation error; not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers config layer-count bug vs Python 3.13 import syntax error; unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44079", + "accept": false, + "reason": "Model class optional post_init policy vs ModelOutput key assignment behavior; different subsystems." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video input validation vs serve KV-cache indexing crash; unrelated paths." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer serialization vs GPTNeoX config reload loss; different bugs." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba vs local dataset loading in image-classification script; unrelated." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Generic data request vs fbank feature extraction issue; no shared code path." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "GraniteSpeech CI test flake vs stale auto_mappings reference to removed configs; different failures." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Multi-label classification output bug vs local dataset loading issue; unrelated examples." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video pipeline processor selection bug vs notebook syntax error; not the same underlying issue." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation bug vs Whisper empty-transcription generation bug; different model code." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 doc example errors vs local dataset loading in a different script; not a duplicate." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Default config initialization vs missing config field dropped by strict serialization; similar area but different concrete bug." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Specific missing Qwen2.5 VL class export vs missing top-level AutoImageProcessor export; different symbols and fixes." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "lm_head weight tying/serialization bug vs Qwen3.5 checkpoint save_pretrained regression; different model behaviors." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-cardinality runtime limit vs Whisper empty output generation; unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer API regression vs token embedding resize propagation; different surfaces." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Serve KV-cache tensor indexing crash vs trust_remote_code cache-path collision; unrelated." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Missing Qwen image processor export vs missing layer_type_validation import; both import errors but different removed symbols." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error vs audio fbank feature issue; no common bug." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "SigLIP2 zero-probabilities behavior vs Sam3PixelDecoder dummy Conv2d; unrelated models." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crash vs serve KV-cache indexing crash; different components." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "flex_attention compile failure on torch >=2.9 vs incorrect version check for AuxRequest import; same area, different bug." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code vs cache-path collision for local models; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Install-extra backend omission vs generic dependency issue; too vague to be duplicates." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Device-dependent lm_head serialization vs rotary_pct reload defaulting; different configuration/state bugs." + }, + { + "left": "issue:45406", + "right": "issue:45632", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve vs trust_remote_code cache collision; unrelated failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 29, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:41950", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44242", + "issue:44246", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44877", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45325", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45584", + "issue:45593", + "issue:45600" + ], + "soft_pairs": [ + "issue:44246|issue:45003", + "issue:43643|issue:44496", + "issue:42907|issue:43441", + "issue:44016|issue:44062", + "issue:44964|issue:45600", + "issue:43299|issue:45216", + "issue:43976|issue:44987", + "issue:43295|issue:45335", + "issue:43673|issue:44336", + "issue:44112|issue:44964", + "issue:43824|issue:44933", + "issue:43531|issue:45600", + "issue:44496|issue:45042", + "issue:43854|issue:44964", + "issue:43976|issue:44279", + "issue:43526|issue:43901", + "issue:43299|issue:45357", + "issue:45335|issue:45584", + "issue:44075|issue:44368", + "issue:44521|issue:45325", + "issue:43381|issue:45593", + "issue:43577|issue:45216", + "issue:44351|issue:45278", + "issue:43976|issue:45405", + "issue:41950|issue:45020", + "issue:43901|issue:44496", + "issue:44242|issue:45200", + "issue:43479|issue:43525", + "issue:44496|issue:44877", + "issue:44462|issue:45081" + ], + "prepared_review_unit_hash": "5e7cbe907f70754c74f799ff828ed4b5bc68d63f27db8eeff33b092d19a19cc2", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36634, + "estimated_input_tokens": 9159, + "estimated_eval_tokens": 18574 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions, import failures, config issues, and model-specific bugs. None of the soft-edge pairs look like true duplicates on the evidence given. The broadest representative issue is the remote-code regression report.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45020 is the broadest and most central report: it describes recent Transformers versions breaking remote_code-based models, which is the closest umbrella for several of the nearby loading/import/config regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 best fits as the cluster anchor because it is the most general user-facing failure mode and the least model-specific of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "One is about slow import time; the other is about unsafe sys.modules access. Related area, but not the same bug or code path." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both involve config/loading, but one is missing fields with trust_remote_code and the other is an unrecognized model due to missing model_type. Different failures." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but one is save_pretrained/dequantized export and the other is FlashAttention loading. Not the same concrete issue." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "A notebook syntax error is unrelated to the AddedToken TypeError; no shared underlying bug." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Different models and different failure modes: Phi-4 multimodal loading versus stale auto_mappings references in CI." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both touch Qwen3.5, but one is a model-loading regression and the other is a save_pretrained checkpoint serialization bug." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility and a specific model-loading failure are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Custom processor/tokenizer access regression is unrelated to resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache behavior and ANSI output formatting are completely different subsystems." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI device-override test flakiness is not the same as a Phi-4 model-loading bug." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and different root causes." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to removed config references in auto_mappings." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Model config resolution failure and PIL processor torchvision dependency enforcement are different bugs." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading failures, but for different models and likely different code paths." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "A Python support regression is unrelated to an unspecified dependency issue." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction is unrelated to outdated docs about return_all_scores." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen3.5, but one is loading and the other is save_pretrained visual-key serialization; not the same bug." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Token embedding resizing and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer arguments being ignored has nothing to do with a tie_word_embeddings warning." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal, but assistant_masks computation and RoPE position scaling are different code paths." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and missing auxiliary losses in D-FINE are unrelated training behaviors." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation and Qwen3.5 checkpoint saving are unrelated." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing HybridCache import is not the same underlying bug as a broad report of many import errors." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python compatibility issues and an unreleased PEFT minimum-version bump are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load-balancing loss gating and mm_token_type_ids defaults are different model-training bugs." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4MultimodalConfig default initialization and Llama4Config missing pad_token_id are distinct config problems." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and a Mistral regex patch crash 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": 14, + "review_unit_index": 30, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42175", + "issue:42994", + "issue:43065", + "issue:43122", + "issue:43262", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:44987", + "issue:45276", + "issue:45290", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45712" + ], + "soft_pairs": [ + "issue:44683|issue:45542", + "issue:44297|issue:44462", + "issue:44279|issue:45405", + "issue:43299|issue:43854", + "issue:41950|issue:43650", + "issue:39692|issue:43901", + "issue:43295|issue:44779", + "issue:44462|issue:44779", + "issue:45600|issue:45712", + "issue:38175|issue:44617", + "issue:44016|issue:44291", + "issue:44261|issue:44263", + "issue:43723|issue:44162", + "issue:43450|issue:44279", + "issue:42994|issue:43317", + "issue:43065|issue:44898", + "issue:43441|issue:44683", + "issue:43650|issue:45290", + "issue:44466|issue:45276", + "issue:44623|issue:45397", + "issue:43262|issue:44521", + "issue:44623|issue:44749", + "issue:43784|issue:45542", + "issue:43673|issue:43761", + "issue:44671|issue:44779", + "issue:43122|issue:43650", + "issue:43653|issue:45593", + "issue:44987|issue:45542", + "issue:42175|issue:43976" + ], + "prepared_review_unit_hash": "c4b8e8cf9bd3981d20440fe773cbfa7ed861be2e3ffbf38f6a20e8ed3a57cdda", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36283, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose cluster of Transformer v5 regression reports plus a few docs, backend, and model-specific bugs. The soft pairs are mostly surface-similar but do not describe the same underlying defect, so none should be merged.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43295 is the best representative because it is an explicit regression tied to the v4.57.5/v5 transition and touches the processor/tokenizer boundary, which is the broadest common theme across the cluster. It is still only a weak umbrella since the cluster is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43295 is the most central, actionable, and regression-framed issue in the set, making it the least-bad canonical anchor for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Different problems: flex_attention compilation on torch>=2.9 vs missing TensorFlow backend when only tensorboard is installed." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Both involve tokenizer persistence/loading, but one is about tokenizer_class metadata on save and the other about AutoTokenizer ignoring repo tokenizer.json; different code paths." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Both mention dependencies, but one is a generic transformers dependency issue and the other is a specific unreleased MIN_PEFT_VERSION bump." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both are model-loading regressions, but they affect different models and likely different loaders; not the same concrete bug." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "Unrelated: video-classification processor bug vs a standalone request with no shared defect." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they refer to different examples and different mistakes; not the same issue." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Different regressions: processor.tokenizer/image handling vs DeepSeek tokenization output mismatch." + }, + { + "left": "issue:44462", + "right": "issue:44779", + "accept": false, + "reason": "Repo tokenizer.json handling vs DeepSeek tokenization correctness; related area, but distinct bugs." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are CI/repo hygiene problems, but one is stale auto_mappings references and the other is leftover dummy classes leaking into the package." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Different model failures: unexpected zero probabilities in SigLIP2 vs CUDA OOM in Sam3Video." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error vs init_empty_weights/_is_hf_initialized TypeError; unrelated failures." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Both are GLM-family issues, but one is an rms_norm_eps precision/config bug and the other is a torch.split return-value issue in a different component." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Different failure modes and targets: AutoTokenizer loading in v5 vs ESM2 model breakage." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video batch shape bug vs generic dependency issue; no shared underlying defect." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both touch quantization/offload, but one is saving a quantized model and the other is loading a dequantized model with device_map=auto; different stages and failure mechanisms." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model bugs on different architectures; one is a dummy Conv2d in Sam3PixelDecoder, the other is Perceiver resolution handling." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Different attention-stack problems: Ministral-3 FlashAttention failure vs compiled flex_attention failure on newer torch." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Unrelated: a nonspecific request vs a crash in apply_chat_template with tool-call assistant messages." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both concern weight/serialization behavior, but one is device-dependent lm_head serialization and the other is resize_token_embeddings not updating Gemma4 embedding/output structures." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor.save_pretrained missing files vs Gemma-4 Zero3 from_pretrained; distinct bugs." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both are chat_template/multimodal-adjacent, but one is default audio sampling rate and the other is assistant_masks being all zero for multimodal inputs." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "File-saving bug vs performance slowdown after upgrading; no shared underlying defect." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Both are import/dependency-related, but the missing name is nn in sentence-transformers integration, not TensorFlow backend installation." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Different model/runtime regressions: GenerationMixin cache in chunked_prefill vs CLIPVisionModel hidden_states behavior." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are output-correctness regressions, but one is CamemBERT masked LM predictions and the other is tokenizer behavior for DeepSeek." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer behavior regression vs unrelated placeholder request." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration bug vs D-FINE auxiliary-loss behavior; unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model-loading failure for a specific repo vs TensorFlow backend dependency issue; different causes." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Different environment/dependency issues: missing TensorFlow backend in torch extra vs Python version incompatibility in 5.1.0." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 31, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:43295", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43673", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44361", + "issue:44373", + "issue:44462", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44589", + "issue:44617", + "issue:44661", + "issue:44857", + "issue:45003", + "issue:45200", + "issue:45250", + "issue:45356", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593" + ], + "soft_pairs": [ + "issue:43901|issue:43994", + "issue:44361|issue:45593", + "issue:44297|issue:45397", + "issue:43475|issue:44016", + "issue:43824|issue:43976", + "issue:43525|issue:43881", + "issue:43352|issue:45250", + "issue:45561|issue:45563", + "issue:44589|issue:45362", + "issue:44188|issue:44336", + "issue:41628|issue:43976", + "issue:43295|issue:44617", + "issue:42491|issue:43299", + "issue:44336|issue:44373", + "issue:43901|issue:44246", + "issue:41950|issue:44220", + "issue:44242|issue:45593", + "issue:44295|issue:45397", + "issue:44661|issue:45542", + "issue:44462|issue:45356", + "issue:43531|issue:45362", + "issue:44246|issue:44496", + "issue:45003|issue:45561", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:44336|issue:44485", + "issue:43673|issue:44561", + "issue:43526|issue:45003", + "issue:44162|issue:45200", + "issue:44242|issue:44857" + ], + "prepared_review_unit_hash": "3fbd9fb275bd9eeba3eb8b6186623372774f93b6f7f0765a3359214abe25f765", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36319, + "estimated_input_tokens": 9080, + "estimated_eval_tokens": 18416 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of unrelated Transformers bug reports, mostly import/regression/model-specific issues. None of the soft pairs look like true duplicates or the same underlying fix.", + "confidence": 0.91, + "canonical_issue_reason": "If an anchor is needed, issue 43824 is the best representative: it is a concrete, reproducible ImportError with a specific missing symbol and substantial discussion/inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43824 is the strongest standalone issue in the set because it is specific, actionable, and well-discussed; many others are either broader, more speculative, or clearly about different subsystems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs/behavior mismatch in text classification is unrelated to a SigLIP2 bad-results bug." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Different models and failures: MLuke tokenizer task AttributeError vs D-FINE auxiliary-loss handling." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer config name mismatch is a different path from Gemma-4 zero3 loading." + }, + { + "left": "issue:43475", + "right": "issue:44016", + "accept": false, + "reason": "SAM3 video encoder attribute bug and a notebook syntax error are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2_5_VL export is not the same as a Python-version compatibility regression." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4 pad_token_id access and GLM-4V loading failure involve different model/config bugs." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A specific Nemotron flash-attn support error is not the same as the generic Flash Attention issue." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Testing xdist file races and a stale generation warning are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure is a different runtime problem than Qwen3.5 chat crashes." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Torch.compile attention-kernel divergence and ANSI-code output cleanup are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Missing AutoImageProcessor export is not the same as the Python 3.9/3.10 packaging issue." + }, + { + "left": "issue:43295", + "right": "issue:44617", + "accept": false, + "reason": "Processor/tokenizer regression and SAM3Video OOM are different failures." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 variants, but they describe different models and different loading problems." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI-code logging output and a docstring error are clearly different issues." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "A pipeline documentation mismatch is unrelated to intermittent slow imports." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification image-processor lookup and fbank feature extraction are different code paths." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Load-balancing loss gating and D-FINE auxiliary-loss behavior are not the same bug." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position_ids buffer access and Gemma-4 zero3 loading are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45542", + "accept": false, + "reason": "Tokenizer mapping generation failure and undefined TensorFlow backend are different subsystems." + }, + { + "left": "issue:44462", + "right": "issue:45356", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is not the same as the Kimi-K2.5 codec regression." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and Qwen3.5 chat crashes are different issues." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import latency is unrelated to unrecognized model/config loading." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and xdist captured_info.txt races are different bugs." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Two different import errors from different packages and symbols." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor and missing HybridCache are distinct export issues." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI logging noise is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked-prefill cache regression and removal of is_torch_fx_available are different v5 breakages." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and sys.modules access are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma-4 token-type defaults concern different models and fixes." + }, + { + "left": "issue:44246", + "right": "issue:44857", + "accept": false, + "reason": "Import slowness is unrelated to the LwDetrImageLoss AMP CUDA crash." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Testing infrastructure race and a stale generation warning do not describe the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 32, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42886", + "issue:43065", + "issue:43066", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43408", + "issue:43441", + "issue:43475", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43673", + "issue:43901", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44368", + "issue:44466", + "issue:44496", + "issue:44734", + "issue:44749", + "issue:44779", + "issue:44871", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45656", + "issue:45701" + ], + "soft_pairs": [ + "issue:44246|issue:44871", + "issue:36246|issue:43596", + "issue:44295|issue:44749", + "issue:43441|issue:43540", + "issue:44877|issue:45375", + "issue:43066|issue:44779", + "issue:42886|issue:45229", + "issue:44779|issue:45292", + "issue:44987|issue:45459", + "issue:41628|issue:41950", + "issue:45292|issue:45584", + "issue:43065|issue:43408", + "issue:43901|issue:45003", + "issue:43232|issue:44336", + "issue:44995|issue:45200", + "issue:45292|issue:45701", + "issue:43257|issue:45137", + "issue:44496|issue:45003", + "issue:44060|issue:44077", + "issue:43475|issue:43540", + "issue:43653|issue:44162", + "issue:43262|issue:44246", + "issue:44995|issue:45588", + "issue:44368|issue:45563", + "issue:44466|issue:45335", + "issue:44368|issue:44977", + "issue:45397|issue:45656", + "issue:43673|issue:44734" + ], + "prepared_review_unit_hash": "92ba2f7a0b1dc4dc3c0aee213fb01b8b26b0485d93fd453eb71a5bfb2c856844", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36194, + "estimated_input_tokens": 9049, + "estimated_eval_tokens": 18354 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab-bag of unrelated Transformers regressions and docs/config issues; I don\u2019t see any soft pair that is clearly the same underlying bug/change. The broadest issue is 44246, but it is only a weak anchor for this cluster.", + "confidence": 0.72, + "canonical_issue_reason": "issue:44246 is the broadest and most discussed item here, so it is the best available anchor, though the cluster is too heterogeneous for a strong canonical match.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44246 is the most generic/high-activity issue in the set, making it the least-bad global representative even though it does not truly unify the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowdown vs eos_token_id config mismatch; different bugs and code paths." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2.5-VL import error vs DeepSpeed ZeRO3 BertModel crash; unrelated failures." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer access error vs broad tokenizer slowdown after upgrade." + }, + { + "left": "issue:43441", + "right": "issue:43540", + "accept": false, + "reason": "FlashAttention bug in Ministral-3 vs Qwen3OmniMoe video input ValueError; not the same issue." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve strict config handling, but they target different model configs and missing fields." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer decoder-type warning vs DeepSeek tokenizer regression; related theme but not the same concrete bug." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline cache loading failure vs multi-GPU OOM; clearly distinct." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer output regression vs resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure in v5.1.0 vs protobuf exception masking tokenizer errors; different root causes." + }, + { + "left": "issue:41628", + "right": "issue:41950", + "accept": false, + "reason": "Top-level AutoImageProcessor import error vs video pipeline choosing image processors; same ecosystem area, different bug." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation bug vs Whisper empty-transcription failure after align_special_tokens." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "SAM3 pixel decoder implementation detail vs sam3_video/sam3_tracker config mismatch warning." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for return_all_scores vs unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwarg handling after sync_gpus vs ANSI code emission in loading_report." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale cache crash vs mm_token_type_ids defaulting issue." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "resize_token_embeddings propagation bug vs general tokenization change across versions." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE conversion under accelerate+deepspeed vs ZeRO3 deque pop crash; both deepspeed-related but different bugs." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading vs sys.modules access bug." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning vs patchtsmixer post_init policy; unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Missing fpn_position_embeddings in SAM 3 Video vs Qwen3OmniMoe video processing ValueError." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug vs broad ESM2 breakage." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sample-rate default vs import slowness; unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "GlmMoeDsa cache bug vs flash_attention s_aux=None crash." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Tied-embeddings warning vs stale num_return_sequences warning; both warnings, different code paths." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Serialization/device-dependent lm_head.weight issue vs resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Tied-embeddings warning during fine-tuning vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "ZeRO3 from_pretrained failure vs optimizer.step being called twice under deepspeed." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Chunked-prefill cache missing vs serve KV-cache continuation indexing crash; both cache-related but not the same defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 33, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43704", + "issue:43873", + "issue:43931", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44222", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44623", + "issue:44661", + "issue:44749", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45356", + "issue:45362", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45459", + "issue:45478", + "issue:45600", + "issue:45656" + ], + "soft_pairs": [ + "issue:45137|issue:45600", + "issue:44933|issue:45459", + "issue:43931|issue:44368", + "issue:44869|issue:45356", + "issue:43232|issue:43673", + "issue:43673|issue:45278", + "issue:44297|issue:44623", + "issue:43646|issue:44162", + "issue:44361|issue:44749", + "issue:44623|issue:45656", + "issue:28282|issue:30990", + "issue:44749|issue:45310", + "issue:42994|issue:43482", + "issue:42371|issue:45092", + "issue:44038|issue:44623", + "issue:44749|issue:45656", + "issue:45230|issue:45397", + "issue:43475|issue:43643", + "issue:45375|issue:45478", + "issue:42673|issue:43704", + "issue:43475|issue:45381", + "issue:41628|issue:44933", + "issue:45310|issue:45375", + "issue:45081|issue:45103", + "issue:42994|issue:43525", + "issue:43475|issue:44661", + "issue:45362|issue:45375", + "issue:42831|issue:44222", + "issue:43232|issue:44188", + "issue:43873|issue:44945", + "issue:42222|issue:45200" + ], + "prepared_review_unit_hash": "e69c041c37ed9d921a3ff0f79f4d5e47a92d8aa49ad81ce89b87b505a596acd0", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36719, + "estimated_input_tokens": 9180, + "estimated_eval_tokens": 18616 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformers issue cluster with a few clear duplicate pockets. Two exact-title duplicate pairs stand out: issue:42673 / issue:43704 (Qwen3ForCausalLM VRAM leak) and issue:45310 / issue:45478 ([BUG] transformers>=5.4.0, Qwen3.5 Moe from_pretrained error). The remaining pairs generally share a model family or subsystem but describe different failures and should stay separate.", + "confidence": 0.64, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it is a concrete, reproducible bug report and has an exact-title duplicate in issue:43704. The packet also contains another exact-title duplicate pair, issue:45310 and issue:45478, but that is a separate duplicate bug rather than evidence that the whole cluster is one issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest representative issue in this cluster: specific, actionable, and clearly duplicated by issue:43704. It is a better anchor than the broader upgrade/regression reports elsewhere in the packet, including the separate exact-title duplicate pair issue:45310 / issue:45478.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "Different bugs: ZeRO3 deque popping vs a removed auto-mapping config reference." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Both involve imports, but one is a nonexistent image_utils import and the other is tokenizer error masking when protobuf is absent." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Different failure modes: Qwen3-VL weight-shape mismatch vs a tie_word_embeddings warning." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer-related, but one is a Whisper timestamp decode crash and the other is a Kimi-K2.5 tokenizer codec regression." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation regressions, but the concrete failures differ: sync_gpus kwargs handling vs missing GenerationMixin cache in chunked prefill." + }, + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "One is a chunked_prefill cache bug; the other is a broad import-error regression after upgrade." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Different save_pretrained failures: tokenizer_class mismatch vs missing processor files." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Both are model breakages, but the specific failure modes and affected models differ." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer task AttributeError is unrelated to the Chinese performance slowdown regression." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to deepspeed optimizer stepping twice." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-missing ImportError and Sentence Transformers hanging on load are different issues." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Performance slowdown after upgrade is not the same as a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized save failure and GGUF loading failure are different code paths and different bugs." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance is unrelated to remote-code meta-initialization incompatibility." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug and processor save_pretrained missing files are different problems." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance slowdown and deepspeed double-step are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report vs a specific Gemma-4 Zero3 from_pretrained issue; no clear duplicate relation." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM3 video output attribute missing and AutoConfig missing fields are different bugs." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a missing config field and the other is a broader from_pretrained error; not enough to merge." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same-title Qwen3ForCausalLM VRAM leak report; clearly the same underlying bug." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different vision/video model regressions with different symptoms and code paths." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they concern different missing symbols and different subsystems." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "These are related to Qwen3.5 MoE, but one is a general from_pretrained error and the other is a specific missing vision config field; not enough to merge." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer backend crash and auto-docstring annotation handling are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized save failure is unrelated to Llama4Config missing pad_token_id." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM3 output attribute bug is unrelated to add-new-model-like failing in tokenizer mapping logic." + }, + { + "left": "issue:45362", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen3.5 issues: chat crash vs missing deepstack_visual_indexes config field." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy degradation and FP8 save_pretrained are different bugs." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs update bug and diverging attention kernels under torch.compile are different failure modes." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior and pipeline-parallel wrong output are different issues." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage and Gemma 4 token-type defaults are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary overstates the evidence and misses another clear duplicate pair in the packet: issue:45310 and issue:45478 have the exact same title (`[BUG] transformers>=5.4.0, Qwen3.5 Moe from_pretrained error`), so the claim that only one clear duplicate pair appears is not grounded. The canonical rationale should also acknowledge this second exact-title duplicate before concluding the cluster is mostly unrelated." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 34, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43526", + "issue:43673", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44079", + "issue:44164", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44373", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44964", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45561", + "issue:45712" + ], + "soft_pairs": [ + "issue:41628|issue:44351", + "issue:44222|issue:45310", + "issue:42994|issue:44164", + "issue:44038|issue:45310", + "issue:42175|issue:45712", + "issue:43526|issue:45561", + "issue:43673|issue:44188", + "issue:44496|issue:45561", + "issue:43377|issue:44242", + "issue:36010|issue:41628", + "issue:43504|issue:45561", + "issue:43232|issue:44792", + "issue:42898|issue:44568", + "issue:30990|issue:35141", + "issue:43479|issue:44869", + "issue:43479|issue:44079", + "issue:43976|issue:44933", + "issue:42175|issue:44933", + "issue:44964|issue:45137", + "issue:44188|issue:44373", + "issue:44623|issue:45310", + "issue:43784|issue:43824", + "issue:43278|issue:45137", + "issue:43723|issue:44568", + "issue:44734|issue:45103", + "issue:44060|issue:45125", + "issue:42898|issue:45356", + "issue:43874|issue:45092", + "issue:45405|issue:45712", + "issue:42898|issue:44779", + "issue:30333|issue:33290" + ], + "prepared_review_unit_hash": "72f70f489886538b380418ef508ddbf7dbc255a0881a787a40aa15c261e20836", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36979, + "estimated_input_tokens": 9245, + "estimated_eval_tokens": 18746 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a heterogeneous set of unrelated Transformers bugs and regressions. The soft pairs mostly share broad themes (imports, saving/loading, generation, multimodal, tokenization), but not the same concrete defect or fix path, so they should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single canonical issue fits this cluster: the reports span distinct subsystems and failure modes (model loading, tokenizer behavior, generation, multimodal processors, training/runtime, and packaging/import errors).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols (`AutoImageProcessor` vs `HybridCache`) and likely different code paths." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both mention MoE/FP8/PyTorch saving/loading, but one is FP8 `save_pretrained` and the other is a `from_pretrained` failure on a different model family/version." + }, + { + "left": "issue:42994", + "right": "issue:44164", + "accept": false, + "reason": "Both involve serialization, but one is about quantized model saving and the other about handling `extra_state` in save/from_pretrained; not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Different model families and symptoms: Qwen3-VL-Moe compatibility vs Qwen3.5 MoE `from_pretrained` error." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Package/backend install behavior vs leftover dummy classes leaking into `dir(transformers)`/repo checks; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "Different components and failures: `reduce_labels` in `BeitImageProcessorFast` vs a pytest-xdist race on a captured-info file." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Both touch generation internals, but one is missing `GenerationMixin` cache in v5/chunked prefill and the other is divergent attention kernels under `torch.compile`; not the same defect." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrelated: model loading/config recognition error vs test harness file-race issue." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Different bugs: MIMI encoder batching/padding-mask mismatch vs MoE load-balancing loss not being added." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import failures, but for different APIs (`GenerationMixin` vs `AutoImageProcessor`) and different packaging causes." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Model preset loading with a legacy field vs pytest-xdist file contention; no shared code-path bug." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation cache/update issue vs a failed janus image-generation test; the latter is a test symptom, not the same underlying bug." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer-related regressions, but one is `clean_up_tokenization_spaces` behavior and the other is BOS/EOS insertion for a specific tokenizer." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "SentenceTransformer loading hang vs token embedding resizing reinitialization; unrelated subsystems." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Different multimodal/config bug vs Whisper timestamp decode crash; no shared fix path." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config default initialization bug vs `ModelOutput` key assignment bug; different objects and code paths." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility/package issue vs a missing/nonexistent image_utils import; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Packaging/backend install issue vs a bad import path in image_utils; different problems." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Model loading failure for Phi-4 multimodal vs DeepSpeed ZeRO3 deque pop error; unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Different areas: attention kernel divergence under compile vs a wrong docstring for `position_ids`." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor `save_pretrained` missing files vs Qwen3.5 MoE `from_pretrained` error; save/load are different code paths and not the same bug." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing names (`nn` during import vs `Qwen2_5_VLForConditionalGeneration`)." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift during evaluation vs DeepSpeed ZeRO3 deque error; completely different failures." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading issue in v5 vs a tokenizer not adding BOS/EOS for a specific model; related area but not the same bug." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV cache continuation crash in serving vs auto-docstring crash with future annotations; different subsystems." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both concern Qwen3.x MoE internals, but one is a tied-weights warning and the other is missing `_tp_plan` for tensor parallelism." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions: cleanup space behavior vs Kimi-K2.5 codec handling/regression warning." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch count method on a processor vs old InternVL2 remote-code checkpoints failing meta init; not the same defect." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Dependency version pinning problem vs leftover dummy classes leaking into the namespace; unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but for different models and failure modes (`clean_up_tokenization_spaces` vs DeepSeek codec behavior)." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "Training-job/MLflow reporting vs OOM with Adafactor in DeepSpeed; unrelated runtime issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 35, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:30990", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42898", + "issue:42994", + "issue:43097", + "issue:43295", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43824", + "issue:44038", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44448", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44623", + "issue:44871", + "issue:44913", + "issue:44977", + "issue:44991", + "issue:45092", + "issue:45103", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45459", + "issue:45656", + "issue:45712" + ], + "soft_pairs": [ + "issue:42898|issue:44448", + "issue:44295|issue:45656", + "issue:43097|issue:45712", + "issue:41628|issue:45459", + "issue:44222|issue:44297", + "issue:42898|issue:43295", + "issue:44297|issue:45656", + "issue:43479|issue:43644", + "issue:42831|issue:44623", + "issue:44222|issue:44623", + "issue:44206|issue:45103", + "issue:41628|issue:42757", + "issue:22355|issue:28282", + "issue:44297|issue:45310", + "issue:30333|issue:36331", + "issue:44222|issue:44484", + "issue:44263|issue:45092", + "issue:44263|issue:44360", + "issue:43723|issue:44977", + "issue:44483|issue:45406", + "issue:30333|issue:34689", + "issue:28282|issue:30333", + "issue:30333|issue:35141", + "issue:44295|issue:44623", + "issue:44373|issue:44485", + "issue:44261|issue:45092", + "issue:44514|issue:45103", + "issue:43723|issue:44871", + "issue:43723|issue:44991", + "issue:45092|issue:45357", + "issue:43723|issue:44442", + "issue:43479|issue:44913", + "issue:30990|issue:38175", + "issue:42886|issue:42994", + "issue:42831|issue:45310", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:44263|issue:44373" + ], + "prepared_review_unit_hash": "54653d9cf9ee56925925083c11e408bee15c44d5dec2ca01cdd518f546ce32c3", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38892, + "estimated_input_tokens": 9723, + "estimated_eval_tokens": 19702 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue cluster, with one clear tokenizer-loading subgroup centered on v5 regressions. I keep issue 43723 as the canonical umbrella because it most directly matches the repeated AutoTokenizer/tokenizer-loading failures across different models; the rest are mostly separate bugs in different code paths.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 43723 is the broadest and most central report of the v5 tokenizer-loading regression, and it best covers the related model-specific loading failures in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43723 is the best global representative because it cleanly captures the shared v5 tokenizer-loading failure pattern without overreaching into unrelated regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "They may belong to the same v5 tokenizer/output regression family, but the evidence here is too thin to treat them as the same concrete bug; one is about `clean_up_tokenization_spaces`, the other about Pegasus output differences." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Different code paths: position_ids buffer handling versus deepspeed optimizer-step behavior." + }, + { + "left": "issue:43097", + "right": "issue:45712", + "accept": false, + "reason": "Different issues: removed config field versus leftover dummy classes and repo-check failures." + }, + { + "left": "issue:41628", + "right": "issue:45459", + "accept": false, + "reason": "Both involve import/tokenizer-related behavior, but they point to different missing symbols and different failure mechanisms." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Different save_pretrained problems: FP8/MoE saving versus tokenizer_class metadata mismatch." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Related to v5 behavior changes, but the concrete failures are different APIs and different regressions." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer metadata saving and deepspeed optimizer double-stepping are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Both touch model internals, but one is default multimodal config initialization and the other is junk non-persistent buffer filling." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy issues and processor.save_pretrained missing files are distinct bugs." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention saving, but they affect different objects and failure modes." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor center-arg crash and auto_docstring annotation crash are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different dependencies and code paths." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but they concern different optional dependencies and modules." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer_class metadata mismatch is unrelated to the Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting versus Trainer compute_loss signature are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "Both involve saving/sharding, but they are different save_pretrained concerns." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "GlmMoeDsaIndexer split handling and InternVL2 meta-init incompatibility are different issues." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same component area, but one is split return handling and the other is a missing ReLU; not the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer-loading regression versus flash-attention generation failure; different symptoms and code paths." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat completions request handling is unrelated to Gemma4Processor `_tokenizer` attribute errors." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow failure reporting and Llama model loading regression are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "AutoModel torch import error and MLflow reporting bug are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Trainer reporting and embedding reinitialization are different bugs." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer read issue is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A wrong docstring and a RoPE implementation discussion are not the same underlying change." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "RMS norm epsilon precision bug is unrelated to remote-code checkpoint meta-init incompatibility." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Qwen2_5_VL batched chat-template crash and auto_docstring annotation crash are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer-loading regression and eos_token_id config inconsistency are different issues." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": true, + "reason": "Both report the same v5 AutoTokenizer loading regression, just for different tokenizers/models." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both involve multimodal models, but one is meta-init incompatibility and the other is incorrect save_pretrained visual keys." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": true, + "reason": "Same underlying v5 tokenizer-loading failure surfaced through AutoTokenizer on a different tokenizer class." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Default multimodal config initialization and rotary_pct reload behavior are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang and SigLIP2 zero probabilities are different bugs." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving failure are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FP8 accuracy issue and Qwen3.5 MoE from_pretrained regression are different failures." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and model families." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FP8 accuracy issue is unrelated to the Qwen3.5-VL-Moe bug report." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "DSA indexer runtime bugs and a position_ids docstring error are not the same change." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall summary is mostly grounded, but at least one soft-edge verdict is too strong for the evidence in the packet. In particular, `issue:42898` (`clean_up_tokenization_spaces` behavior changes in v5) and `issue:44448` (different output for Pegasus between v4 and v5) look plausibly like the same regression family from the titles alone, so rejecting them as clearly different bugs is not conservative enough. Because the evaluator should only accept when all soft-edge calls stay conservative, I have to reject." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 36, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:29127", + "issue:30990", + "issue:33357", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43576", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45245", + "issue:45278", + "issue:45290", + "issue:45593", + "issue:45600" + ], + "soft_pairs": [ + "issue:42757|issue:45278", + "issue:43232|issue:45593", + "issue:43756|issue:44060", + "issue:43576|issue:43784", + "issue:43122|issue:44521", + "issue:42886|issue:43066", + "issue:42371|issue:44263", + "issue:44117|issue:44704", + "issue:30990|issue:33357", + "issue:44704|issue:45290", + "issue:42907|issue:44945", + "issue:43976|issue:44945", + "issue:44295|issue:44297", + "issue:43232|issue:44743", + "issue:43122|issue:44514", + "issue:39401|issue:44488", + "issue:43408|issue:43475", + "issue:43232|issue:45245", + "issue:42907|issue:43937", + "issue:43784|issue:45600", + "issue:44360|issue:44485", + "issue:41628|issue:45278", + "issue:44261|issue:44373", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:43116|issue:45200", + "issue:29127|issue:30990", + "issue:43122|issue:44779", + "issue:44038|issue:44297", + "issue:42371|issue:42831", + "issue:42907|issue:44964", + "issue:44038|issue:44295", + "issue:36296|issue:43116" + ], + "prepared_review_unit_hash": "2a7c1c9f98c93521a483fc2638997dc3acd8101200b807562ba029b1be17d6b7", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37177, + "estimated_input_tokens": 9295, + "estimated_eval_tokens": 18846 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of unrelated Transformers bugs, mostly model-specific regressions and a few generic import/tokenizer issues. None of the soft-edge pairs look like the same underlying bug/change with enough confidence to deduplicate, though a small subset share broad v5 import-regression language.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set (many import errors after upgrading to 5.5.0) and is the best single issue to represent the generic import-regression theme, even though the cluster is not truly one duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most suitable global anchor because it is broad, version-centric, and can plausibly collect related import breakage reports; it is still only a loose thematic hub, not a true duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a specific huggingface_hub symbol failure while the other is a broad v5 upgrade report; not the same underlying bug." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation sync/update-state bug vs. D-FINE auxiliary-loss behavior; unrelated code paths and symptoms." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Both involve model internals, but one is a RoPE-layer drop issue and the other is a tied-weights warning; different defects." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "CLI/env command breakage vs. import-time NameError in sentence-transformers integration; not the same bug." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer behavior regression vs. multimodal chat-template assistant-mask bug; different API surfaces and failure modes." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure vs. tokenizer decoder-type mismatch in v5; both tokenizer-related but distinct issues." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings guidance vs. a GlmMoeDsaIndexer torch.split issue; no shared code-path problem." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Both touch loading helpers, but one is a tokenizer mapping None bug and the other is AutoProcessor kwarg forwarding; different defects." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Sentence Transformers loading hang vs. MacOS bus error on a CLIP model; different symptoms and likely causes." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor cached-file kwarg handling vs. apply_chat_template crash on tool-call assistant messages; unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized model failure vs. incorrect output under pipeline parallelism; different subsystems." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility issue vs. pipeline-parallel output corruption; unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "position_ids buffer-read problem vs. tokenizer_config save mismatch; both persistence-related but not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Generation kwargs update timing bug vs. recurrent-state reset in modular_qwen3_5; different generation failures." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenizer output changes across versions vs. batched apply_chat_template padding=False crash; distinct behaviors." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 tokenizer offset mapping bug vs. model loading failure for a specific sentence-transformer; unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Auto-model class warning vs. missing attribute on Sam3VisionEncoderOutput; both SAM3-related but not the same issue." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation sync bug vs. categories limit runtime error; no shared underlying defect." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized save failure vs. invalid GenerationConfig for GLM-5; unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError in sentence-transformers vs. auto_mappings referencing removed Sam3LiteText configs; different packages and failures." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA ReLU concern vs. GLM-5 RoPE implementation; unrelated model math issues." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing AutoImageProcessor import vs. broad import-error report; too generic to be the same underlying bug." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "LayerNorm epsilon precision bug vs. a docstring issue for position_ids; not a duplicate." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset mapping bug vs. multimodal assistant_masks bug; different tokenizer behaviors." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 vs. flash_attention_3 degenerate training; separate model/training issues." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script multi-label classification bug vs. Gemma 4 mm_token_type_ids defaulting; unrelated." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "LayoutLMv3 box-validation error message vs. Sentence Transformers loading hang; unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions across versions, but they concern different models and symptoms; not clearly the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe load bug vs. tokenizer_class mismatch on save; unrelated." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 control settings vs. FineGrainedFP8 accuracy issue; both precision-related but not the same code-path problem." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized models vs. loading Phi-4 multimodal instruct; distinct failures." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug vs. example-script classification output bug; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 37, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42907", + "issue:43064", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43441", + "issue:43452", + "issue:43493", + "issue:43673", + "issue:43784", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44222", + "issue:44351", + "issue:44485", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44945", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45341", + "issue:45446", + "issue:45478", + "issue:45561", + "issue:45563", + "issue:45588" + ], + "soft_pairs": [ + "issue:42907|issue:43452", + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:45216|issue:45478", + "issue:42757|issue:44351", + "issue:43992|issue:44704", + "issue:42907|issue:44222", + "issue:43278|issue:44945", + "issue:43122|issue:44977", + "issue:43784|issue:45446", + "issue:42222|issue:43441", + "issue:43937|issue:44485", + "issue:38617|issue:45278", + "issue:42673|issue:45072", + "issue:43064|issue:43673", + "issue:22355|issue:29127", + "issue:42371|issue:43874", + "issue:43116|issue:43493", + "issue:44075|issue:44936", + "issue:43976|issue:45446", + "issue:44038|issue:45478", + "issue:44222|issue:45478", + "issue:43116|issue:43825", + "issue:43937|issue:45563", + "issue:45083|issue:45446", + "issue:33453|issue:39401", + "issue:39401|issue:44779", + "issue:43931|issue:44945", + "issue:44117|issue:45588", + "issue:43827|issue:45446", + "issue:43937|issue:44977", + "issue:45341|issue:45561" + ], + "prepared_review_unit_hash": "66590a882974b2adcd7acb7f6ea7eab2a835e09c82ddfadc8f74a4019b70aa27", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36858, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly distinct issue reports. The proposed soft links are broad thematic similarities (imports, tokenization, training, MoE, testing), but they do not look like the same concrete bug or change, so none should be merged as duplicates.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set, covering multiple import failures after an upgrade, so it is the closest thing to a cluster representative.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most generic and reusable issue here; it can plausibly anchor related import-regression reports, even though the rest of the set is not actually duplicate-heavy.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Different bugs: dequantized-save failure vs gguf loading/tokenizer/model-from-pretrained failure." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both involve MoE models, but one is a Qwen3-VL-Moe bug and the other is an FP8 save_pretrained issue; not the same code path." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Different missing symbols and different import failures; same broad category, not the same bug." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "One is a save_pretrained checkpoint regression, the other a from_pretrained loading error for a different Qwen3.5-Moe path." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different names (`is_offline_mode` vs `HybridCache`) and unrelated breakages." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "UMT5 weight loading and AutoProcessor cached_file kwargs are unrelated API bugs." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Both touch saving, but they concern different models and different save-time failures." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "A dtype change between train/eval is not the same bug as incorrect output under pipeline parallelism." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer behavior regression vs flash-attention generation failure; different subsystems and symptoms." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Unrelated import-time failures in different modules; one is sentence-transformers, the other flex_attention version gating." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Different model families and failures: vitpose breakage vs Ministral flash-attention regression." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "One is a GenerationConfig validation error; the other is a discussion about GLM-5 RoPE implementation." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import is not the same as a broad report of many import errors after upgrade." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in threaded Qwen3ForCausalLM usage vs CI dtype mismatch in inference; unrelated bugs." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Wrong optimizer state on FSDP2/PEFT vs missing GenerationMixin cache; different training/generation paths." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Completely different issues: missing `transformers.onnx` module vs LayoutLMv3 error-message clarity." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 settings guidance and a missing image-processor method are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label output bug vs SigLIP2 HF/JAX discrepancy; not the same failure." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer SGD args not used is unrelated to trainer.evaluate failing after trainer.train()." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version compatibility regression is unrelated to a PyTorch version check for flex_attention import." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen model variants and different failure modes; not one shared underlying bug." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Save_pretrained FP8 issue vs from_pretrained error; same family, but not the same concrete bug." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script empty results and a pipeline() error message issue are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig invalid vs stale warning in paged generate are different generation bugs." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A helper-function behavior issue in qwen3_omni_moe is unrelated to a flex_attention import/version check." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer regressions, but one is loading regression and the other is incorrect offset_mapping." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer bugs in different models; similarity is only at the subsystem level." + }, + { + "left": "issue:43931", + "right": "issue:44945", + "accept": false, + "reason": "Model weight-shape loading mismatch is unrelated to incorrect outputs from pipeline parallelism." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping fallback bug and flash_attention crash on `s_aux=None` are different code paths." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() and a flex_attention import check are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation error vs flash-attention generation failure for Qwen3.5 are different bugs." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A generic testing_utils bug and a pytest-xdist race in captured_info.txt are not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 38, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:42673", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43408", + "issue:43421", + "issue:43450", + "issue:43577", + "issue:43582", + "issue:43673", + "issue:43742", + "issue:43874", + "issue:43906", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44291", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44933", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45459", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656" + ], + "soft_pairs": [ + "issue:44291|issue:45071", + "issue:45405|issue:45446", + "issue:43450|issue:43986", + "issue:42673|issue:43906", + "issue:44829|issue:45216", + "issue:39401|issue:43421", + "issue:44410|issue:45310", + "issue:38617|issue:41628", + "issue:44117|issue:45081", + "issue:44484|issue:45310", + "issue:42371|issue:44261", + "issue:42222|issue:45542", + "issue:43408|issue:43742", + "issue:42673|issue:43582", + "issue:43937|issue:44496", + "issue:42673|issue:43577", + "issue:42175|issue:42222", + "issue:38617|issue:44220", + "issue:44933|issue:45278", + "issue:42617|issue:45341", + "issue:44075|issue:45656", + "issue:44483|issue:45464", + "issue:43012|issue:43577", + "issue:43673|issue:45341", + "issue:43066|issue:43122", + "issue:44410|issue:45478", + "issue:44484|issue:45478", + "issue:43874|issue:44261", + "issue:42222|issue:45459", + "issue:43097|issue:44493" + ], + "prepared_review_unit_hash": "563912df192ae53e12293361fa08c2986d8dd763b014c7e320569d8350193688", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36526, + "estimated_input_tokens": 9132, + "estimated_eval_tokens": 18520 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated regressions, import errors, tokenizer/model bugs, or API-specific failures. I did not find any soft pair that is convincingly the same concrete bug, so no duplicates should be merged here.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 45278 is the closest thing to an umbrella tracker because it is the broadest open report in the set and explicitly covers multiple import errors after an upgrade.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the best issue to keep as the cluster\u2019s representative because it is broad, open, and version-regression oriented, but it is still only a weak fit since the rest of the cluster is mostly unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Different failure modes: `init_empty_weights` gets an unexpected internal arg, while the other is a `PretrainedConfig` type-checking regression." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "One is a dependency version bump problem; the other is a PyTorch version gate for `flex_attention`. Not the same bug." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape bug vs. AutoProcessor crash without torchvision. Different code paths." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "VRAM leak in multithreaded dataloaders is not the same concrete issue as an isolated reproduction of another bug." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degeneration and Qwen3.5 save_pretrained checkpoint corruption are different problems." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Wrong tokenizer offset mapping is unrelated to runtime special-token/post-processor update behavior." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing qwen3next projections vs. Qwen3.5 MoE from_pretrained failure; different model and failure point." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols from different modules." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping `None` handling and Mistral regex patch crash are separate tokenizer subsystems and bugs." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Chat/completions request handling and Qwen3.5 MoE `from_pretrained` loading are not the same concrete bug." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 settings warning is unrelated to the MLA `rms_norm_eps` precision issue." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage and missing TensorFlow backend from tensorboard-only install are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "SAM3 model-type warning vs. MobileLLM key error; different model-loading issues." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for a missing symbol is unrelated to `_torch_extract_fbank_features()` behavior." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad import-error umbrella, but 44933 is a specific missing `image_utils` import; not the same concrete bug." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Failure to run `3d_parallel.py` is unrelated to a bug in `testing_utils.py`." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args being ignored and optimizer step being called twice under deepspeed are different optimizer bugs." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions on Qwen3.5, but one is a general request-acceptance failure and the other is streaming inference; not enough to treat as the same bug." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "PyTorch warning during bfloat16 compile and BLIP2 dtype propagation remaining float32 are distinct dtype issues." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Missing GenerationMixin cache in v5.0.0 and a `testing_utils.py` bug are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Wrong tokenizer decoder type and changed tokenization across versions are related at a high level, but not clearly the same underlying bug." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "qwen3next missing projections vs. Qwen3.5 MoE `from_pretrained` error are different model-loading problems." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Chat/completions API failure and Qwen3.5 MoE loading error are separate concrete code paths." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch helper and MLA RMS norm epsilon issue are unrelated multimodal/model bugs." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "VitPose breakage is unrelated to protobuf error handling that masks tokenizer exceptions." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed `tie_embeddings_and_encoder_decoder` and unexpected position-id keys are distinct 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": 14, + "review_unit_index": 39, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42757", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43335", + "issue:43352", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43502", + "issue:43531", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45103", + "issue:45245", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45542", + "issue:45588" + ], + "soft_pairs": [ + "issue:43441|issue:44829", + "issue:44263|issue:44485", + "issue:43012|issue:43408", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:43931|issue:44410", + "issue:43986|issue:44484", + "issue:45003|issue:45341", + "issue:43931|issue:44038", + "issue:43986|issue:45341", + "issue:43097|issue:43452", + "issue:43335|issue:45071", + "issue:44117|issue:44987", + "issue:43874|issue:44263", + "issue:43408|issue:44368", + "issue:43976|issue:45071", + "issue:43531|issue:45341", + "issue:44829|issue:45245", + "issue:43986|issue:45372", + "issue:43064|issue:44315", + "issue:38617|issue:42757", + "issue:44261|issue:44485", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:38617|issue:44351", + "issue:44062|issue:44117", + "issue:44704|issue:45103", + "issue:43097|issue:45588", + "issue:43986|issue:44117", + "issue:43502|issue:43992", + "issue:43824|issue:43986", + "issue:43097|issue:43873", + "issue:43352|issue:44380", + "issue:43066|issue:43906", + "issue:43825|issue:44655", + "issue:43992|issue:44484", + "issue:38617|issue:43097", + "issue:43012|issue:44368" + ], + "prepared_review_unit_hash": "33384891a8bd5b3839455d199d713674e7dd3d924419e688ef423399c25e1ce3", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 39093, + "estimated_input_tokens": 9774, + "estimated_eval_tokens": 19804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions: import errors, model-specific loading failures, backend warnings, tokenizer/config quirks, and a few training/runtime issues. No soft pair looks like the same concrete bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.57, + "canonical_issue_reason": "No single true duplicate emerges; if forced to pick an anchor, issue 45071 is the broadest core-library regression and the most representative release-level bug in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45071 is the best general triage anchor because it describes a core API regression with broad impact, but it is still not a duplicate target for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both involve FlashAttention, but one is a Ministral-3 support error and the other is a sequence-classification training degeneration; different bugs and code paths." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "GlmMoeDsaIndexer torch.split handling and GLM-5 RoPE implementation are unrelated subsystems." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "A PyTorch bfloat16 warning during compile is unrelated to the sam3_video/sam3_tracker model-type mismatch warning." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Missing AutoImageProcessor import and PretrainedConfig type-checking breakage are different API surfaces." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Config type checking in Transformers v5 is unrelated to the undefined tf backend error from tensorboard-only installs." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL-30B weight-shape mismatch and qwen3next missing projections are different model-loading failures." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor crashing without torchvision is unrelated to the max_shard_size default in save_pretrained()." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access and a testing_utils bug are different code paths with no shared underlying defect." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen-related, but one is a VL-30B shape mismatch and the other is a Qwen3-VL-Moe issue; not the same bug." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "A video-model AutoProcessor dependency crash and a testing_utils issue do not share the same failure." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removal of tie_embeddings_and_encoder_decoder is unrelated to gguf_file breaking AutoTokenizer/AutoModelForCausalLM loading." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and PretrainedConfig type checking are distinct regressions." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and loading physical-intelligence/fast are different tokenizer/loading problems." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing image-processor method in GLM46V and a torch.split return-value issue in GlmMoeDsaIndexer are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "A sam3 model-type warning and a tie_word_embeddings warning in Qwen3.5 are different warnings from different models." + }, + { + "left": "issue:43976", + "right": "issue:45071", + "accept": false, + "reason": "Python version compatibility for Transformers 5.1.0 is not the same as the PretrainedConfig type-check regression." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "A Qwen3-MoE sliding_window bug and a testing_utils bug are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45245", + "accept": false, + "reason": "FlashAttention-3 degenerate training and a category-count RuntimeError are entirely different failures." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Missing torchvision for AutoProcessor loading and missing ReasoningEffort from mistral_common are different import/dependency issues." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Wrong optimizer state placement under FSDP2/PEFT is unrelated to Liger Kernel not being applied with model_init." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "These are both import errors, but they miss different symbols from different packages." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "MLA RMS-norm epsilon precision discussion and GLM-5 RoPE implementation are different model-design issues." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing qkv/gate projections in qwen3next and a missing config field in Qwen3_5MoeVisionConfig are different bugs." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL-Moe and qwen3next layer-projection issues are different model families and failure modes." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "layer_type_validation and HybridCache are different missing imports, so these are not duplicates." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken special-argument duplication and TOKENIZER_MAPPING_NAMES returning None are unrelated tokenizer bugs." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs propagation and auto_docstring future-annotations crashes are different subsystems." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "A removed tie_embeddings API and quantization/offloading behavior are not the same underlying issue." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Video-model loading without torchvision and tokenizer mapping returning None are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only still making API requests is unrelated to UMT5Encoder missing embed_tokens.weight." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "A missing Qwen2_5_VL import and a video-model torchvision crash are different loading failures." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Removal of tie_embeddings_and_encoder_decoder is unrelated to the flash_attention.py s_aux=None crash." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "NemotronHForCausalLM not supporting FlashAttention 2 and GPT2 attention-scaling being ignored are different attention-backend problems." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not the same concrete bug." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "A misleading pipeline error message and inability to save Pipeline objects are different pipeline features." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens weights and save_pretrained shard-size defaults are unrelated issues." + }, + { + "left": "issue:38617", + "right": "issue:43097", + "accept": false, + "reason": "Missing an import from configuration_utils and removal of tie_embeddings are different regressions." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "A bfloat16 precision warning and a tie_word_embeddings warning are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 40, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43381", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44188", + "issue:44220", + "issue:44230", + "issue:44263", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45290", + "issue:45381", + "issue:45440", + "issue:45479", + "issue:45593" + ], + "soft_pairs": [ + "issue:43012|issue:43550", + "issue:42886|issue:43381", + "issue:42907|issue:44655", + "issue:44380|issue:45479", + "issue:43208|issue:43550", + "issue:43352|issue:43976", + "issue:43064|issue:44380", + "issue:43618|issue:44380", + "issue:44483|issue:44514", + "issue:36683|issue:43582", + "issue:43208|issue:43526", + "issue:43618|issue:43761", + "issue:43012|issue:44683", + "issue:42757|issue:43824", + "issue:44038|issue:44230", + "issue:44483|issue:45290", + "issue:43299|issue:43867", + "issue:44483|issue:45381", + "issue:38617|issue:43502", + "issue:43756|issue:44485", + "issue:43901|issue:44655", + "issue:36683|issue:43475", + "issue:42994|issue:44655", + "issue:43867|issue:45216", + "issue:44220|issue:44655", + "issue:43352|issue:43937", + "issue:44077|issue:44380", + "issue:36683|issue:44077", + "issue:44263|issue:45440", + "issue:43066|issue:45381", + "issue:43976|issue:44938", + "issue:36683|issue:43525", + "issue:36010|issue:42757", + "issue:43064|issue:44492", + "issue:44188|issue:44380", + "issue:43352|issue:45593", + "issue:43618|issue:45216" + ], + "prepared_review_unit_hash": "efd4b65bd8c9cfd55a1862466cf7082bfd37f415370901298cf9a022139a20d4", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38396, + "estimated_input_tokens": 9599, + "estimated_eval_tokens": 19454 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the items span unrelated import errors, model/config regressions, serialization bugs, and attention/backends issues. None of the soft-edge pairs look like the same underlying bug or change.", + "confidence": 0.9, + "canonical_issue_reason": "If a single issue must anchor the cluster, issue 36683 has the strongest signal (highest discussion activity and a concrete, reproducible failure), but it still does not subsume the rest of the items.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 36683 is the best representative by engagement and bug clarity, though the cluster is too mixed for it to be a true duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Different failures: a PyTorch precision warning versus a torch.compile+SDPA model crash." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline cache loading and gradient checkpointing in eval mode are unrelated code paths." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized quantized models is different from saving Pipeline objects." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention backend scaling bug is unrelated to single-label classification zero-loss behavior." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs and Bamba SDPA/compile failure are different issues." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention support for a model is unrelated to Python version compatibility." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Optimizer-state sharding under FSDP2/PEFT is not the same as GPT-2 attention scaling." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIPOutput attentions regression is a different bug than GPT-2 backend scaling." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat-completions request rejection and chat-template batching crash are different layers and symptoms." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Missing Gemma3Config vocab_size is unrelated to Apple Silicon allocator TypeError." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training failures and BEiT image-processor label reduction are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both involve CLIP, but one is attentions assignment and the other is hidden_states regression; not the same bug." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Precision warning during compile is different from a compiled flex_attention failure." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Different import errors from different modules and symbols." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-Moe loading breakage and fp8 inference support are not the same concrete issue." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "A chat endpoint acceptance problem is distinct from template crashes on assistant tool-call messages." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL-Moe loading breakage is not the same as a state_dict sorting load error." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "Chat-completions request handling and Qwen2.5-VL video position IDs are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "ImportError for layer_type_validation is unrelated to local_files_only still triggering network calls." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE layer omission and GLM-5 RoPE discussion are different bugs/models." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mentioning return_all_scores is unrelated to Pipeline save_pretrained failures." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config missing vocab_size and SAM3 video encoder missing fpn_position_embeddings are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure is not the same as pipeline serialization failure." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Load failure on sorted state_dict and incorrect saved checkpoint are related broadly, but not the same concrete bug." + }, + { + "left": "issue:44220", + "right": "issue:44655", + "accept": false, + "reason": "Audio feature extraction bug is unrelated to pipeline save_pretrained." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Unsupported Flash Attention and invalid GenerationConfig are different failures." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "post_init validation for patchtsmixer is unrelated to GPT-2 attention scaling." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Missing vocab_size and optional post_init validation are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "torch.split return semantics and DeepSeekV3 implementation divergence are different bugs." + }, + { + "left": "issue:43066", + "right": "issue:45381", + "accept": false, + "reason": "Wrong tokenizer decoder type is unrelated to Qwen2.5-VL vision_position_ids." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python compatibility reports, but they target different versions and failure modes." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Llama4Config missing pad_token_id are different config attributes." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Importing GenerationMixin and importing is_offline_mode are unrelated symbol removals." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Optimizer-state corruption and a cache-strategy typo are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44380", + "accept": false, + "reason": "Diverging attention kernels under torch.compile is not the same as GPT-2 attention scaling being ignored." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Flash Attention support for Nemotron is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions regression and Qwen3.5 checkpoint save regression are different code paths and bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 41, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43065", + "issue:43352", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43931", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44242", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44484", + "issue:44556", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45588", + "issue:45600" + ], + "soft_pairs": [ + "issue:36683|issue:44242", + "issue:43010|issue:45278", + "issue:43352|issue:43931", + "issue:43992|issue:45310", + "issue:41669|issue:44246", + "issue:43867|issue:45375", + "issue:36683|issue:43064", + "issue:44355|issue:44855", + "issue:42890|issue:45561", + "issue:44938|issue:45071", + "issue:43867|issue:45357", + "issue:43992|issue:45478", + "issue:43010|issue:43976", + "issue:44938|issue:45381", + "issue:44360|issue:45440", + "issue:43618|issue:44077", + "issue:43867|issue:44484", + "issue:36296|issue:43575", + "issue:43618|issue:44857", + "issue:43618|issue:45588", + "issue:28282|issue:33453", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:43723|issue:44556", + "issue:43010|issue:44075", + "issue:42890|issue:45341", + "issue:44222|issue:45125", + "issue:43010|issue:43065", + "issue:44387|issue:44556" + ], + "prepared_review_unit_hash": "1cc65b342d64e087b6ab7198276ab56f83f9720b30096ab789b2313708954a2f", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 35954, + "estimated_input_tokens": 8989, + "estimated_eval_tokens": 18234 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated regressions centered loosely on transformers loading/import behavior, testing flakiness, and model-specific bugs. None of the soft pairs look like the same underlying issue closely enough to merge, so I rejected them all. The broadest representative issue is the upgrade/import-regression report.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45278 is the broadest umbrella in the set, explicitly describing multiple import errors after upgrading to 5.5.0; it best represents the cluster\u2019s dominant loading/import-regression theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best global issue because it is the most general and recent report about the shared upgrade/import failure pattern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Gemma3Config missing vocab_size is a model config bug; load-balancing loss omission is an MoE loss computation bug." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "`update(...)=@torch.no_grad` is a cache/runtime fix; 45278 is a broad import regression after upgrade." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "Flash Attention 2 unsupported for NemotronH is unrelated to Qwen3-VL weight-shape mismatch on load." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5Encoder missing `embed_tokens.weight` and Qwen3.5-Moe from_pretrained errors are different model-specific load failures." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import-star performance cleanup is not the same bug as intermittent slow `import transformers`." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State-dict sorting/load error and missing Qwen3.5 Vision config field are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3 config attribute missing is unrelated to FSDP2+PEFT optimizer-state corruption." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled Python file errors are not the same as the DebertaV2Model Python 3.13 `torch.jit.script` parsing issue." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Missing `set_seed()` flakiness is different from a pytest-xdist race on `captured_info.txt`." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import failure and `PretrainedConfig` type-checking breakage are different regression classes." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "A generic load error from sorted state_dict is not the same as incorrect Qwen3.5 visual encoder keys on save." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different models and different failure modes: UMT5Encoder missing weights vs Qwen3.5-Moe from_pretrained error." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update decoration and Python 3.9/3.10 compatibility are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45381", + "accept": false, + "reason": "Generic Python 3.14 load failure is not the same as Qwen2.5-VL video `vision_position_ids` being wrong." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to DeepseekV3MoE divergence from remote implementation." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions assignment and patchtsmixer post_init allowlist are separate model API issues." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "Sorted state_dict load failure is not the same as the 50GB shard-size default question." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and tensor-parallel load OOM are different code paths and likely different root causes." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to float16 AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:43618", + "right": "issue:45588", + "accept": false, + "reason": "Attention output assignment bug is unrelated to flash_attention.py crashing on `s_aux=None`." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "AutoModel missing PyTorch dependency and tokenizer-loading regression are different import/load problems." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test seed flakiness is not the same as failing to load Phi-4 multimodal with latest transformers." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "A stale device-override CI test and missing `set_seed()` failures are different test bugs." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Testing_utils flakiness is unrelated to stale auto_mappings references for removed Sam3LiteText configs." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Offline API-request leakage and `AddedToken(..., special=...)` argument duplication are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading regression in v5 and checkpoint reload failure after upgrade are related in theme but not the same concrete bug." + }, + { + "left": "issue:43010", + "right": "issue:44075", + "accept": false, + "reason": "`torch.no_grad` decoration for cache updates is unrelated to SGD argument handling." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "Missing set_seed flakiness is not the same as the separate `testing_utils.py` bug." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained MoE and missing `_tp_plan` for Qwen3_5Moe are different tensor-parallel/save issues." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache update decoration bug is unrelated to the dummy `nn.Conv2d` in Sam3PixelDecoder." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization memory growth and v4.57->v5.x checkpoint reload failure are different regression reports." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 42, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "issue:43012", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45542" + ], + "soft_pairs": [ + "issue:42548|issue:44351", + "issue:43010|issue:43232", + "issue:45125|issue:45478", + "issue:45125|issue:45375", + "issue:43502|issue:44485", + "issue:30990|issue:31795", + "issue:44355|issue:44749", + "issue:30333|issue:33453", + "issue:44315|issue:44360", + "issue:43010|issue:44368", + "issue:43502|issue:44222", + "issue:43502|issue:44961", + "issue:43299|issue:44556", + "issue:44355|issue:44655", + "issue:42831|issue:43874", + "issue:30333|issue:36296", + "issue:44222|issue:44230", + "issue:44355|issue:45071", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:43827|issue:44961", + "issue:33453|issue:36296", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:43673|issue:44492", + "issue:44961|issue:45468", + "issue:38617|issue:43576", + "issue:31795|issue:38617", + "issue:43576|issue:44351", + "issue:44908|issue:44961", + "issue:41628|issue:42548", + "issue:44485|issue:44961", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43012", + "issue:44261|issue:44360", + "issue:44273|issue:45003", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:43576|issue:44556", + "issue:44038|issue:45125" + ], + "prepared_review_unit_hash": "e096a11c7f330a4553894fef8730563ff1504caced18b9b1e2b44b01152636cf", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39276, + "estimated_input_tokens": 9819, + "estimated_eval_tokens": 19894 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a grab-bag of distinct v5 regressions, import/load failures, and model-specific bugs. I only see one soft edge that plausibly reflects the same underlying issue; no PRs are present.", + "confidence": 0.66, + "canonical_issue_reason": "issue:44273 is the broad symptom report for the lazy-loading failure, while issue:45003 looks like a more specific root-cause description of the same code path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44273 is the most general, triage-useful statement of the accepted lazy-loading bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and likely different export paths." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Different generation/caching bugs; the fix paths would not plausibly collapse into one PR." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is missing tensor-parallel metadata and the other is a from_pretrained load failure." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Different configuration issues: tensor-parallel plan vs a missing vision config field." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated problems: local_files_only network leakage versus a RoPE implementation bug." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "A runtime loading hang and a documentation issue are not the same bug." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-file errors and a performance regression are distinct symptoms and fixes." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed training and tokenizer loading regression are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Different subsystems and failure modes; no shared concrete code-path bug is evident." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "Both mention warnings, but they concern different behaviors and different model/config paths." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Network access despite local_files_only and FP8 save_pretrained are unrelated bugs." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "No meaningful overlap beyond being issues in the same repo." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions, but for different versions and different reported failure modes." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python execution errors and pipeline save_pretrained problems are different code paths." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "Accuracy loss in FP8 versus a missing image-patch accessor are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "Training-job MLflow reporting and tensor-parallel training are different bugs." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained and FP8 inference support are related theme-wise but not the same concrete bug." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file errors and PretrainedConfig type-checking breakage are separate regressions." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Different model-loading regressions with different affected models and symptoms." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "The env command issue may involve imports, but this is too indirect to treat as the same bug." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Documentation references to pipeline() and an unrelated issue titled racoon are clearly different." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "A broken env command and a type-checking regression are different failures." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Both are import-related, but they concern different symbols and different failure contexts." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "A generation cache regression and a cache-strategy typo are not the same underlying bug." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No substantive overlap beyond generic issue wording." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Different import failures in different commands/code paths." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion and an ImportError are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-related, but they point to different missing exports and different call sites." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling and an unrelated issue are not duplicates." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different missing imports from transformers, with different symbols and likely different fixes." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "RoPE implementation bug and unrelated issue title do not match." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training and docs about return_all_scores are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "ImportError for AutoImageProcessor and compiled Python file errors are separate problems." + }, + { + "left": "issue:36296", + "right": "issue:43012", + "accept": false, + "reason": "Tensor-parallel training bug and bfloat16 compile warning are different issues." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "Missing rms_norm_eps precision issue and a DSA ReLU complaint are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": true, + "reason": "Both describe the lazy-loading failure: one as the user-visible symptom, the other as a likely root cause in modeling_utils/sys.modules access." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing processor.save_pretrained files and a generic bug report are not the same concrete bug." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading and a TensorFlow backend error are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken env command and checkpoint reload regression are different issues." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL-Moe load bug and missing tensor-parallel plan are different concrete failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is conservative and grounded in the packet. The one accepted soft edge, issue:44273 vs issue:45003, is plausibly the same lazy-loading/sys.modules problem based on the titles alone, and the rest are reasonably rejected as distinct bugs. No PRs are present, so the final note is also accurate." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 43, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:34689", + "issue:37428", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:42913", + "issue:43066", + "issue:43352", + "issue:43408", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43673", + "issue:43704", + "issue:43723", + "issue:43827", + "issue:43976", + "issue:44077", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44945", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478" + ], + "soft_pairs": [ + "issue:41669|issue:43673", + "issue:44393|issue:45071", + "issue:44556|issue:45092", + "issue:42371|issue:44492", + "issue:42890|issue:44908", + "issue:44704|issue:44908", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:43976|issue:44393", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:44297|issue:45230", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:44492|issue:44945", + "issue:41669|issue:44492", + "issue:44393|issue:45478", + "issue:44315|issue:44829", + "issue:31795|issue:33453", + "issue:43827|issue:44908", + "issue:44077|issue:44861", + "issue:41669|issue:44908", + "issue:43723|issue:44393", + "issue:44655|issue:44861", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43519|issue:44485", + "issue:41669|issue:43704", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue: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:44261|issue:45468", + "issue:43606|issue:45468", + "issue:43704|issue:45341", + "issue:42913|issue:43066" + ], + "prepared_review_unit_hash": "5b8ab1d9e4046823481b3f3d52a58f322c245da84dfd3959ba2185e4d9904fd6", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 47, + "serialized_chars": 41174, + "estimated_input_tokens": 10294, + "estimated_eval_tokens": 20844 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly false-positive similarity pairs across unrelated Transformers issues; the only obvious true duplicate in the item set is the identical Qwen3.5 Moe from_pretrained report (issue:45310 / issue:45478).", + "confidence": 0.93, + "canonical_issue_reason": "issue:45310 is the earliest and more canonical report for the exact same Qwen3.5 Moe from_pretrained error, with issue:45478 duplicating it later.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest representative issue in this cluster because it is a concrete, specific bug report and appears to subsume the later identical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star import-time/perf problem vs a cache-missing generation bug; different code paths." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Vision 2D bounding-box output issue vs PretrainedConfig type-checking regression; unrelated symptoms." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both involve loading old checkpoints under v5, but one is a general reload incompatibility and the other is a specific InternVL2 remote-code/meta-init failure." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 behavior settings vs a typo in cache strategies; unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Flaky integration test due to missing seed vs inverse_sqrt scheduler kwargs not forwarded; different bugs." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding to cached_file vs scheduler kwargs handling; different components." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import sometimes being slow vs lazy loading not working properly; related theme but not the same concrete bug." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Wrong model-type warning vs Liger Kernel not applied with model_init; no shared bug." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility issue vs Qwen3-VL bbox output problem; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support gating vs Qwen3-VL hallucination/error output; different issues." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken `transformers env` CLI vs scheduler kwargs ignored; unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "tokenizer.save_pretrained metadata mismatch vs an unspecific bug report with no evidence of the same root cause." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs bug vs PretrainedConfig type-checking regression; different subsystems." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error vs generic bug report; not enough to match." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star performance regression vs HybridCache import failure; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-star slowdown vs a testing_utils bug; different problems." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "Cache-strategy typo vs incorrect LLM output under pipeline parallelism; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Model import-star slowdown vs cache-strategy typo; not the same bug." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL 2D bbox hallucination vs Qwen3.5 Moe from_pretrained error; different models and failures." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application issue vs flash_attention_3 training degeneration; different code paths." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Forward-docs confusion vs tokenizer loading regression; unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing removed pipeline() vs scheduler kwargs bug; not the same change." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "patchtsmixer post_init policy vs tied-weight-key AttributeError; different areas." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import-star performance regression vs scheduler kwargs handling; unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44393", + "accept": false, + "reason": "AutoTokenizer loading issue vs Qwen3-VL bbox output problem; unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained support vs tied-weight-key crash; different bugs." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command vs lazy loading malfunction; only broad v5 theme shared." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer missing ReLU vs Gemma4AudioRelPositionalEncoding issue; different code paths." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs a specific Qwen3.5 Moe from_pretrained error; no evidence they are the same issue." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading failure vs scheduler kwargs ignored; unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Incorrect timestamp calculation in Qwen3VL vs GLM-5 RoPE implementation; different models and bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation bug vs scheduler kwargs issue; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star slowdown vs VRAM leak in dataloader threads; different symptoms and code paths." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only still causing API requests vs timestamp calculation in a processor; unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion vs model loading breakage for Llama 3.2 Vision; unrelated." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Documentation confusion vs missing flash attention import error; unrelated." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Liger Kernel/model_init behavior vs old InternVL2 checkpoint/meta-init incompatibility; only broad model-loading context overlaps." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak across dataloader threads vs RoPE implementation discussion; different bugs." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE implementation issue vs Gemma4AudioRelPositionalEncoding; different models and code paths." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 control settings vs VRAM leak in dataloader threads; unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation bug vs processor.save_pretrained missing files; different functionality." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp calculation bug vs VRAM leak in dataloader threads; unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return-value issue vs Gemma4AudioRelPositionalEncoding; unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm epsilon precision issue vs Gemma4AudioRelPositionalEncoding; different problems." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device-mismatch bug vs Gemma4AudioRelPositionalEncoding; unrelated." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "VRAM leak in dataloader threads vs testing_utils bug; different issues." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Tokenizer behavior difference across v4/v5 vs wrong tokenizer decoder type in v5; related area but not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 14, + "review_unit_index": 44, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-382", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:43298", + "issue:43525", + "issue:43572", + "issue:43618", + "issue:44230", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45341" + ], + "soft_pairs": [ + "issue:44908|issue:44998", + "issue:44998|issue:45341", + "issue:44861|issue:45290", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44556|issue:44998", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:31515|issue:36296", + "issue:30333|issue:31515", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "19564b33abc3d26f63cb89ddc08cdb160c7b35551c3c0139dc32dde8f70c4ee6", + "component_budget": { + "node_count": 382, + "item_count": 382, + "soft_pair_count": 1431, + "serialized_chars": 737863, + "estimated_input_tokens": 184466, + "estimated_eval_tokens": 369188 + }, + "budget": { + "node_count": 20, + "item_count": 20, + "soft_pair_count": 16, + "serialized_chars": 15992, + "estimated_input_tokens": 3998, + "estimated_eval_tokens": 8252 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft edge looks like a true duplicate: the items span unrelated bugs, docs, typos, import errors, and model-specific regressions. The cluster appears heterogeneous rather than one underlying issue.", + "confidence": 0.79, + "canonical_issue_reason": "No single canonical issue stands out because the set is not a duplicate cluster; similarities are mostly superficial (e.g. loading-related wording) across different code paths and subsystems.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "Issue 45310 is the strongest standalone bug report here: it describes a concrete, reproducible from_pretrained failure in a specific model/version combination, making it the most actionable representative issue among these unrelated reports.", + "best_pr_reason": "No pull requests are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug vs an unrelated placeholder/title issue; no shared code path or underlying defect." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "Completely unrelated: one is nonspecific/'Unemployment', the other is a bug in testing_utils.py." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Different failures in different areas: tied-weight key handling vs chat template crashes on tool-call messages." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A typo in cache strategy docs is unrelated to the other issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the other issue." + }, + { + "left": "issue:44556", + "right": "issue:44998", + "accept": false, + "reason": "Checkpoint reload regression after version upgrade is unrelated to the other issue." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Both mention missing attributes, but they affect different configs and different failure modes; not the same bug." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx missing and tied-weight-key crash are different code paths and symptoms." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "from_pretrained loading slowness is unrelated to an ImportError for layer_type_validation." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support for Qwen models is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading performance and tensor-parallel training behavior are different problems." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting on failed training jobs is unrelated to slow checkpoint loading." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "A documentation confusion issue is not the same as a checkpoint loading performance bug." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen3.x/MoE wording, but one is FP8 inference support while the other is a specific from_pretrained error; not the same underlying fix." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Tokenizer loading regression and checkpoint loading slowness are distinct bugs." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio-model support and Qwen FP8 inference support are different feature gaps/issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 14, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "e07539fb78260ca37d25f11817fb66f7b34bc63333eafef7c7e452c090b255fe", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1587, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1587, + "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 two distinct community contribution requests for different capabilities: Flash Attention 2 support vs GGUF support. They should not be deduplicated or merged.", + "confidence": 0.96, + "canonical_issue_reason": "If a single representative issue is needed, #26350 is the better anchor because it is the more active and older thread, but it covers a different feature request than #33260.", + "canonical_pr_reason": null, + "best_issue_reason": "#26350 has higher discussion activity and is the more established issue, so it is the better canonical representative for this cluster, though not a duplicate of #33260.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different requested features and code paths: Flash Attention 2 support is unrelated to GGUF support. They are not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 14, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-4", + "nodes": [ + "issue:27088", + "issue:43834", + "issue:44365", + "issue:44370" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:44365|issue:44370" + ], + "prepared_review_unit_hash": "974c89f09ffe2fd9eae05daeaba518983802956c2ffae6badec7401e3b9399a5", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4452, + "estimated_input_tokens": 1113, + "estimated_eval_tokens": 2482 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4452, + "estimated_input_tokens": 1113, + "estimated_eval_tokens": 2482 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues all follow the same i18n translation template, but they appear to represent different language-specific translation tasks rather than duplicates. The Turkish issue is the only concrete one; the others look like generic placeholder/template instances.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 27088 is the only concrete, language-specific report ([i18n-TR] Turkish) rather than a placeholder template, so it is the clearest real issue in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "27088 is the best representative because it names an actual target language and appears to be a specific actionable translation request, while the others are generic placeholders with no concrete language identity in the title.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Same translation template, but no evidence they are the same language or same underlying task; likely separate language-specific docs translation requests." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "This is another generic i18n translation issue, not shown to be the Turkish request or the same concrete translation work." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Titles indicate different language placeholders / language-specific translation tasks, so they should not be merged as duplicates." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both are generic translation-template issues, but there is no evidence they refer to the same language or same work item." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Highly similar template text is not enough; these could be different language translation requests and are not the same bug/change." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "No concrete overlap beyond the shared template; the underlying translation targets are not shown to be identical." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 14, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-14", + "nodes": [ + "issue:36817", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:37015|issue:42503", + "issue:37015|issue:45027", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:43837|issue:45177" + ], + "prepared_review_unit_hash": "6e02068c22fb9ee187c34528184deb12ec083c1ffa49ab4de71b97d5fbc68afb", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 28, + "serialized_chars": 17647, + "estimated_input_tokens": 4412, + "estimated_eval_tokens": 9080 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 28, + "serialized_chars": 17647, + "estimated_input_tokens": 4412, + "estimated_eval_tokens": 9080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a loose set of model-request issues across different model families and modalities (BERT variants, audio/TTS/ASR, OCR, sparse transformers, vision). They share only a generic 'add support' theme, so none are true duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:37015 is the most representative generic model-add request and has the strongest discussion activity, but it still describes a different model family from the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config addition vs DEIMv2 are unrelated model families." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert vs Qwen3-TTS is a different architecture and modality." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT request and Qwen3-ASR support are separate speech/model additions." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and the weight-sparse transformer are different concrete models." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT is unrelated to LFM2.5 Audio." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different BERT variants, not the same request." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT vs Voxtral TTS is a different model and task." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture request and Qwen3-ASR are distinct model integrations." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the sparse transformer request target different code paths/models." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are unrelated model families." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 vision/LLM support and Voxtral TTS are different additions." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR are different architectures/tasks." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT is not the same underlying change as Qwen3-TTS support." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models vs a general BERT-like RoPE proposal are not the same concrete request." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "A BERT-like RoPE discussion is unrelated to Voxtral TTS support." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are different capabilities and code paths." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS support vs Voxtral TTS support are different model integrations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 target different modalities." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support is unrelated to the sparse transformer request." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are separate audio model requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are distinct speech-model additions." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR is unrelated to EUPE (a perception encoder) addition." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support and weight-sparse transformer support are different concrete changes." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different model families and tasks." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE are not the same model change." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different speech models." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities 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": 6, + "component_count": 14, + "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": "98166addb8cb62f96eb40c4d108e0420e8de09056ab6ca8ab88516a3549f4ece", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6291, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6291, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is not a duplicate set: the issues cover unrelated areas (normalization semantics, Mask2Former loss kwargs, ModernBERT config typing, a typo in a quantization attribute, and a tokenizer regex warning). The shared similarity is mostly superficial/model-library phrasing, not the same underlying bug.", + "confidence": 0.93, + "canonical_issue_reason": "If one issue must serve as the anchor, issue 43668 is the clearest single-bug report: a concrete ModernBERTConfig type-hint defect with a narrow, actionable fix. The rest of the items are unrelated enough that there is no natural canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43668 is the best representative issue because it is precise, self-contained, and clearly describes one code-path problem. It is also less ambiguous than the broader or more speculative reports in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different models and different defect types: one asks whether Llama4TextL2Norm should be RMSNorm, the other reports an incorrect ModernBERTConfig type hint." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value usage is a model-specific loss-parameter issue, while 43240 is a broader kwargs-not-forwarded bug; not the same underlying code path." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former loss handling and tokenizer regex warnings are unrelated subsystems and symptoms." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A missing ignore_value use in Mask2Former is unrelated to a typo in a quantization-operation attribute." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "These concern different models and different bug classes: unused loss parameter versus config type annotation." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "kwargs not reaching a loss function is not the same problem as an incorrect ModernBERTConfig type hint." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A config type-hint mistake and tokenizer regex warning behavior do not share a concrete code-path or fix." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "These are distinct issues: one is a ModernBERT config typing problem, the other a literal typo in a different quantization attribute." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 14, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "48c3c14d20d2970e6656506d03e9dbb40c57c43de89e9d838d8746aaa8e06bbf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one is a decoding/runtime behavior request, the other is a model support request for DeepSeek v3.2. They share only weak topical similarity.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43037 is the more concrete and actionable request (specific model support) and is the better representative of the cluster if one must be chosen, though it is not a duplicate of #41084.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying problems: 'Set Block Decoding' concerns decoding behavior, while 'DeepSeek v3.2 support' is a model compatibility/support request. No evidence they describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 14, + "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": "a8d1844885ea6751f9eb77c9d77737177ff561c42062f8495a36f2fc46bd9bf0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related Trainer-customization issues, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. They should not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #43598 is a clearer concrete product bug/behavior question centered on a specific Trainer setting (`remove_unused_column`) and customization impact.", + "canonical_pr_reason": null, + "best_issue_reason": "#43598 is the better representative because it is narrower and more actionable; #43600 is adjacent but addresses a different Trainer metric path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They share the broad theme of custom trainers, but the underlying issues differ: column pruning/customizability versus FLOPS estimation. No evidence they would be fixed by the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 14, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "30fdcb8b399d5b838e8c66c24c6f5657a65aaae4bf4b9a01e65e13971d54706c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a broad Qwen/AutoModel level, but they describe different feature requests for different model/config paths, so they are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No strong canonical issue here; if forced to pick a representative, #43684 is the broader AutoModel registration request, while #44405 is a narrower task-specific support request for a different config.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Reject: #43684 requests registering Qwen3-Omni with AutoModel/AutoModelForConditionalGeneration, while #44405 requests AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). Different model families and different heads/code paths, so they are not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 14, + "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": "766204b068f433a5383d9a9c73edd38a11261436dc67196c9b84c88261b7847b", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "One issue ('Fett') is unrelated; the other three are bare 'huggingface ' issues with almost no detail. They look duplicate-like, but there is not enough concrete information to safely merge any pair.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43845 is the earliest of the near-identical 'huggingface ' issues, so it is the best placeholder canonical issue among the duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43845 is the best overall issue candidate because it is the earliest and has the same sparse 'huggingface ' title as the other likely-duplicate issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles ('Fett' vs 'huggingface '); no body or metadata shows the same underlying bug." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no substantive details; cannot infer the same issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no concrete description to connect them." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Titles match, but both issues are too empty to confirm the same underlying bug." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same broad title, but no concrete problem statement or evidence to safely merge." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same broad title, but the issues lack enough detail to establish they are duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 14, + "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": "0fc50ec049d7ab61d4bc110913ef2421c36d9ecd7c4aac97953090990e870718", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are low-content, mostly spam-like closed issues with generic or unrelated titles. There is no evidence that any pair describes the same underlying bug or change, so none of the soft edges should be merged.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No issue has enough substantive detail to serve as a reliable canonical duplicate target; the cluster appears unrelated/spammy.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are just '' with no body or target; identical spam text is not enough to establish the same underlying bug/change." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same as above: identical spam titles, but no substantive evidence of a shared issue." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is '' and the other is a generic documentation suggestion; titles/body do not indicate the same problem." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "'' and 'Check out \"Google LLC\"' are unrelated and lack any shared bug/change context." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A documentation enhancement suggestion is not the same underlying issue as a spam placeholder." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "No shared concrete problem: generic documentation suggestion versus spam placeholder." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are titled '', but there is no substantive description to confirm they are the same underlying issue." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and unrelated named title; no evidence of a shared bug or change." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and unrelated named title; not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 14, + "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": "9d6af88b5d36fb18d0e0fa36a489105390d020310d5255cae224e6c6c451bfe6", + "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": "These two closed issues are likely near-duplicates based on their identical titles and similar metadata, but the packet does not include body text or any stronger linkage, so exact duplication cannot be confirmed from the available evidence alone.", + "confidence": 0.85, + "canonical_issue_reason": "Issue #45145 is the better canonical issue because it was opened first and has an inbound reference, so it is the more established thread.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45145 is also the best overall issue candidate for the same reasons: earliest timestamp and slightly stronger reference history.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "The titles are identical and the text similarity is strong, but the packet does not show the issue bodies or any explicit linkage, so this is better treated as a likely near-duplicate rather than a confirmed duplicate." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pair looks plausibly related, but the writeup overstates the evidence. The packet only shows identical titles and soft similarity; it does not establish that the bodies have the same wording or that the issues are exact duplicates. The soft-edge accept is therefore too strong, and the summary should be toned down to a cautious near-duplicate/likely duplicate judgment grounded only in the available metadata." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 14, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 14, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "ff702842e9a59eb4704f5816e91300fe7aeae97ef96beb6f0d42857353d0252c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are both in the 4-bit/quantization area, but they describe different failures and likely different code paths: one is a Gemma4 audio-module uint8/torch.finfo TypeError, the other is a BitsAndBytesConfig regression where llm_int8_skip_modules drops the default lm_head exclusion and triggers an AssertionError.", + "confidence": 0.95, + "canonical_issue_reason": "issue #45674 is the better representative because it describes a broader, core BitsAndBytesConfig regression with a clearer configuration-triggered repro path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45674 is the most generally useful issue to keep as the cluster representative; it is more central to the shared 4-bit inference stack than the Gemma4-specific audio-module crash.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Do not merge: the bugs are different. #45672 is a Gemma4/audio-module uint8 dtype error during NF4 inference, while #45674 is a BitsAndBytesConfig lm_head exclusion regression causing an AssertionError. Same broad area, but 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": "pull_request", + "component_index": 1, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-12", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:45655", + "pull_request:43823|pull_request:44827", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "732503934ff0f9b9287be40d7a05351e3ecf6d58c228794510837d307c9d4fbb", + "component_budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 18, + "serialized_chars": 32872, + "estimated_input_tokens": 8218, + "estimated_eval_tokens": 16692 + }, + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 18, + "serialized_chars": 32872, + "estimated_input_tokens": 8218, + "estimated_eval_tokens": 16692 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is mostly a loose similarity bucket of unrelated PRs; the only true duplicate pair is the two `fixed_cross_entropy` changes (43251 and 43254).", + "confidence": 0.79, + "canonical_issue_reason": null, + "canonical_pr_reason": "If a PR must represent the cluster, 43251 is the best canonical representative of the only real duplicate pair because it is the cleaner, more complete fix for issue 43240; 43254 is an alternate minimal patch for the same code path.", + "best_issue_reason": null, + "best_pr_reason": "43251 is the strongest representative because it directly addresses the tracked bug, adds the supported kwargs to `cross_entropy`, and most clearly subsumes 43254.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Different features in different areas: adding VideoPrism model support vs adding an ExecuTorch dynamic-shape test." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Unrelated model areas: Mistral tokenizer methods vs adding MobileLLM model code." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer utility fix vs export-test addition; not the same underlying bug or change." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Both are processor/model plumbing, but they target different models and different behaviors, so not duplicates." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy loss kwargs fix is unrelated to adding a new MobileLLM model." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss helper change vs Mistral4 test cleanup/fixes; different code paths and purposes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch dynamic-shape test and Mistral4 test fixes are not the same change." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Export testing for decoder-only LM vs new model implementation; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model addition vs core class-attribute resolution fix; completely different underlying changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition is unrelated to Falcon output-interface refactoring." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor and model-creation skill are not the same bug or mergeable code change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon refactoring and Mistral4 test fixes affect different models and code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes vs a CLIP-like `layrnorm` renaming change; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Model-specific test fixes do not match the global config-resolution fix." + }, + { + "left": "pull_request:43823", + "right": "pull_request:44827", + "accept": false, + "reason": "New MobileLLM model code and Mistral4 test fixes are different artifacts with no shared bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 test fixes and the model-creation skill are unrelated; not a duplicate pair." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Adding MobileLLM and adding an AI skill for model creation are separate changes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same underlying bug in `fixed_cross_entropy`, same file, same tracked issue 43240, and both patches implement the same kwargs pass-through to `nn.functional.cross_entropy`." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet, and the soft-edge verdicts are conservative. The only clearly supported duplicate pair is 43251/43254: same file, same issue target (43240), and both patch `fixed_cross_entropy` with the same kwargs-forwarding intent. The rest are reasonably described as unrelated or only loosely similar." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 24, + "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": "14e1014f41ab9eb6f72c646db91ed65b03c2760e8171872932721daadd258e7d", + "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": "Both pull requests are about VibeVoice, but they are not the same change: PR 40546 is the initial VibeVoice implementation, while PR 42781 adds a separate VibeVoice Realtime/acoustic-tokenizer stack and touches some shared integration files as part of that extension.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42781 is the broader, newer VibeVoice-related change and appears to subsume the base model docs/integration while adding realtime-specific components, so it is the better representative PR for the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 42781 is the most complete artifact in this cluster and reflects the later, more expansive VibeVoice work; PR 40546 is an earlier foundational implementation rather than the same concrete change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Reject: these look like related but distinct PRs. 40546 implements VibeVoice itself, whereas 42781 adds VibeVoice Realtime plus an acoustic tokenizer and related generation/processing updates. Shared filenames alone are not enough to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 24, + "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": "460a1864c2ffa2a4b74279a87fe8442e98559a726e9a6343be11827c5a47e4c1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "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 PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image-classification support.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: they target different codepaths and different models, so they are not duplicates.", + "best_issue_reason": null, + "best_pr_reason": "If a single representative PR is needed, 41224 is the more self-contained feature addition with an explicit model-support path and tests; 40755 is a separate, unrelated feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different model families and different changesets; they do not fix the same bug or implement the same feature, 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": 4, + "component_count": 24, + "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": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-2", + "nodes": [ + "pull_request:41797", + "pull_request:45186" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186" + ], + "prepared_review_unit_hash": "7c5868338bc92203958bdf57e7276f96fc5d51ef6aaaebd352052b120c6c9661", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6723, + "estimated_input_tokens": 1681, + "estimated_eval_tokens": 3618 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6723, + "estimated_input_tokens": 1681, + "estimated_eval_tokens": 3618 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are new-model onboarding changes, but they add different models and different code paths: DeepSeekOCR vs Isaac. The overlap is mostly repository scaffolding and shared auto-registration files, not the same underlying feature or bug fix.", + "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:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model additions with distinct configs, processors, and model code. Shared framework files are expected for any new model; this is not the same concrete change and would 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": 24, + "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": "98239013c9cb2bed2a1fa08096b03e7d40dc8ede89b7ef83d0e0da3b9b0a67f1", + "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 open PRs both update GitHub Actions workflow dependencies, but they target different action families and different upgrade goals. They overlap in workflow files, yet they are not the same concrete change and should not be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #42975 is the broader, more specific workflow-maintenance change: it upgrades core GitHub Actions used across many workflows for Node 24 compatibility, which makes it the better representative of this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #42975 is the best representative because its scope is clearer and broader, while #42976 is a narrower docker/build-push-action version bump with a different purpose.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are workflow dependency updates, but #42975 upgrades actions/* for Node 24 compatibility while #42976 upgrades docker/build-push-action and related release workflows. They touch overlapping files without fixing the same underlying problem." + } + ] + }, + "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": 24, + "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:44601", + "pull_request:45490", + "pull_request:45626", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490", + "pull_request:44601|pull_request:45626", + "pull_request:45490|pull_request:45626", + "pull_request:45490|pull_request:45630", + "pull_request:45626|pull_request:45630" + ], + "prepared_review_unit_hash": "35bff1064e07742cdc192f3ac01a0c9f4c14506ced14c8b1c9d8b8a6a968dd7c", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 10, + "serialized_chars": 23982, + "estimated_input_tokens": 5996, + "estimated_eval_tokens": 12248 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 10, + "serialized_chars": 23982, + "estimated_input_tokens": 5996, + "estimated_eval_tokens": 12248 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: most are separate model-addition PRs for different models, and one PR is a distributed pipeline-parallel feature. They share some auto/doc filenames, but the underlying changes are distinct.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the cluster mixes unrelated model integrations and an infrastructure feature, so no single PR subsumes the rest.", + "best_issue_reason": null, + "best_pr_reason": "No strong global best PR exists; if forced, 45626 is the broadest model-support PR, but it still does not represent the other model families or the PP infrastructure change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo. Shared docs/auto wiring is generic, not the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo2. No shared code-path or bugfix." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model families: ViT NEPA vs CTSM. Similar repo plumbing only." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are distinct model releases; not the same concrete implementation change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are unrelated model additions." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 vs CTSM are unrelated model additions." + }, + { + "left": "pull_request:44601", + "right": "pull_request:45626", + "accept": false, + "reason": "PP support infrastructure vs PP-FormulaNet model support are different code paths and changes." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45626", + "accept": false, + "reason": "CTSM and PP-FormulaNet are different model integrations; shared auto/docs edits are not enough." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45630", + "accept": false, + "reason": "CTSM vs Kimi2-6 are separate model additions." + }, + { + "left": "pull_request:45626", + "right": "pull_request:45630", + "accept": false, + "reason": "PP-FormulaNet and Kimi2-6 are different model integrations, not one mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 24, + "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": "41e5395d41b3a49f378b19fe4921ac86983a40eedca17aec64c9d01154d205b9", + "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": "These are three unrelated pull requests: one Whisper test fix, one apparent test-only/prank edit in CLIP/ViT, and one substantive FP8 dequantization fix. The only plausible canonical PR is the FP8 dequant fix because it contains the real code-path change; the others are not duplicates of it or each other.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44815 is the only substantive implementation fix, centered on FP8 dequant/padding and model loading behavior across core code paths. The other PRs are test-only or test-focused and do not appear to address the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "PR 44815 is the strongest standalone candidate because it fixes a concrete runtime/quantization path and has the broadest real impact. PR 43291 is narrow to Whisper tests, and PR 43665 is not a credible code fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both touch tests, but they target different models and different problems. Whisper tokenizer/model test fixes are not the same underlying bug as CLIP/ViT test edits." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper test changes are unrelated to FP8 dequantization/core model loading behavior. No shared code path or fix target." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Despite superficial similarity, these are not the same change: one is test-only edits in CLIP/ViT, the other fixes FP8 dequant/padding and loading logic in production code." + } + ] + }, + "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": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:45476" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532", + "pull_request:43488|pull_request:45476", + "pull_request:43532|pull_request:45476" + ], + "prepared_review_unit_hash": "3b902df82d97b280d7a5fe6b88ef2c6484cb25e3d812a03a8aaaba1fc1332302", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7467, + "estimated_input_tokens": 1867, + "estimated_eval_tokens": 3990 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7467, + "estimated_input_tokens": 1867, + "estimated_eval_tokens": 3990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three pull requests are unrelated test/bot-infra changes and should not be clustered as duplicates. Shared filenames (notably a vit test) appear incidental and do not indicate the same underlying fix.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the three PRs target different areas and purposes (setup/dependency check, workflow/comment CI changes, and a CI-caller/tokenizer edit), so there is no common underlying change to represent.", + "best_issue_reason": null, + "best_pr_reason": "None is a strong representative duplicate candidate. If forced, the most substantive is 43532 because it changes CI/workflow logic, but it is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Different purposes and code paths: one is a setup/dependency/repo-bot check, the other rewires self-comment CI/workflows. Shared vit test filename looks incidental." + }, + { + "left": "pull_request:43488", + "right": "pull_request:45476", + "accept": false, + "reason": "Unrelated changes: setup/dependency versioning versus adding a PR CI caller plus CLIP/tokenizer edits. No same underlying bug or mergeable fix." + }, + { + "left": "pull_request:43532", + "right": "pull_request:45476", + "accept": false, + "reason": "Both touch CI-related files, but they address different workflows and unrelated dummy edits; not the same concrete problem and not something to 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": 10, + "component_count": 24, + "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": "82421673d006c06fd573c9be9173cb64a83211e85e987f97614b050bd94abaae", + "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 related new-feature PRs for pipeline additions, but they target different tasks and different model stacks: promptable concept segmentation vs promptable visual segmentation. The overlap is mostly shared docs/registry plumbing, not the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43613 is the broader cluster representative: it adds the promptable visual segmentation pipeline with wider model/test integration, while 43612 is a separate concept-segmentation feature.", + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the strongest representative of the cluster because it has the larger surface area and more complete integration, but it should not be treated as a duplicate of 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different feature requests and code paths: concept segmentation vs visual segmentation. Shared docs, __init__ exports, and auto-mapping changes are expected for parallel pipeline additions, but they do not indicate the same underlying bug/change or a single mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 24, + "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": "dcac9d568842f999e84830b91153bcdade4a2fe1f5545263f1ce765d56cd3ba9", + "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": "These are two separate Trainer refactors in the same file, but they address different code paths: gradient-accumulation loss scaling vs. signature-column filtering for model inputs. 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": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different functionality and different failure modes: 43651 changes loss scaling during training_step, while 43663 adds an overridable helper for input signature column filtering. They share a file but not the same underlying bug or mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 24, + "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": "a146a4b714e9e3aa09c479d4fdc23daab7efd3a04617b45738b4b57e2e465f9e", + "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": "Two PRs are near-duplicates around the same `TypeAdapter` annotation/runtime-import problem in `src/transformers/cli/serve.py`; the third is a broader TYPE_CHECKING/future-annotations fix that looks related but not the same concrete bug. The cleanest representative is the smallest, most targeted PR.", + "confidence": 0.69, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the most focused fix for the concrete runtime `TypeAdapter` NameError: it imports `TypeAdapter` only under `TYPE_CHECKING` and string-literalizes the annotation, directly matching the stated bug and avoiding broader unrelated annotation churn.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best representative because it is the most surgical change for the reported failure mode, has an explicit matching issue target, and directly addresses the `TypeAdapter` NameError path without extra refactoring.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Same file and same general theme, but 43656 is a broader postponed-annotations cleanup tied to a different issue target. It does not look like the same concrete bug fix as 43842's specific `TypeAdapter`/pydantic import workaround." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": true, + "reason": "Both target the same underlying `TypeAdapter` NameError in `serve.py` and use the same core remedy of deferring annotation evaluation / string-literalizing the type. They are plausibly mergeable into one PR for the same code-path problem." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is mostly grounded in the packet. The distinction between 43842 as the smallest, most targeted fix and 43836 as the broader annotations cleanup is conservative enough, and the accept/deny pairings are supported by the shared-file/shared-target evidence. I don\u2019t see an overstatement that would require rejection." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 24, + "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": 24, + "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", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44086", + "pull_request:44018|pull_request:44085", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44059|pull_request:44068", + "pull_request:44056|pull_request:44101", + "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:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "5d52e5d46919ac290eb4495faa9e05e58a8050fd052750de61be38eb1ad68b3b", + "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": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75096, + "estimated_input_tokens": 18774, + "estimated_eval_tokens": 37804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a broad theme of model-by-model output-tracing refactors, not one duplicate set. The only clear duplicate-style overlaps are within the GPT-J/CodeGen and GPT-Neo branches; most other pairs are different models and should stay separate.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "Best representative of the strongest duplicate subcluster is PR 44722: it is a later, more complete GPT-J/CodeGen standardized-output-tracing refactor, shares the same concrete code paths as the earlier GPT-J variants, and has the clearest overlap with the accepted duplicate candidates.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the best single PR to anchor triage for the true duplicates in this cluster because it covers the shared GPT-J/CodeGen refactor most completely and appears to supersede the earlier GPT-J-only iterations.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths (CVT/FNet vs GPT-J); shared tracking issue alone is not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different models and implementation paths; both are output-tracing refactors but not the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors in the same file/code path; they look like overlapping iterations of the same change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet/ResNet-family refactor versus EfficientNet; same initiative, different concrete code changes." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet output tracing and GPT-J/CodeGen output tracing are unrelated model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen refactor versus EfficientNet refactor; different code paths." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are unrelated model changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen versus MGP-STR; same theme but different model-specific refactors." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are different concrete implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors in the same file/tests and appear to be the same underlying change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet refactor versus GPT-J/CodeGen refactor; no shared code path." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are unrelated models." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet refactor versus GPT-J refactor; different subsystems." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are different model code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT output tracing are unrelated concrete changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo versus Flaubert/XLM; different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are unrelated code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT refactor versus GPT-J/CodeGen refactor; same architectural pattern, different change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different code paths, even if both touch output tracing." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo versus MGP-STR; different model-specific refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated model changes." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J versus MGP-STR; not the same underlying bug/change." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are unrelated implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 refactor and GPT-J/CodeGen refactor are different concrete code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different model-specific changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPT-J/CodeGen are unrelated models." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are different concrete refactors." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBert are separate model code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are unrelated changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different model implementations." + }, + { + "left": "pull_request:44074", + "right": "44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different model-specific refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated concrete changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different models; same issue theme is not enough." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet versus LongT5; different code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44071", + "accept": false, + "reason": "TextNet and MPT are unrelated implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are different models." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are not the same underlying change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are different concrete code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are unrelated model refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa are separate model implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are unrelated concrete changes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The summary stays conservative about the broad model-family theme and only elevates the GPT-J/CodeGen and GPT-Neo overlaps as duplicate-like subclusters. The rejected pairs are well-justified by clearly different model/code paths, and the chosen representative PR is a reasonable anchor for the GPT-J/CodeGen branch." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 24, + "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": "d672bba9d2ca13e147d7d8f3ad87c9b284693e19bad802b74d281616d603c376", + "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": 17125, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all model-specific migrations to standardized output tracing/capture, but they target different architectures and code paths. They look thematically similar rather than true duplicates, so none of the soft edges should be merged.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the clearest representative: it has an explicit issue target, a concrete SpeechT5-specific refactor, and a more complete change set than the smaller model migrations.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the best single representative for the cluster because it is the most explicit and self-contained standardized-output refactor among the set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are output-capture refactors, but they affect different models (FocalNet vs ImageGPT) and different layer classes; they are not the same underlying change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are unrelated code paths; the similarity is only the shared output-tracing refactor pattern, not a duplicate fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert are separate model implementations with distinct tracing hooks, so these are parallel refactors rather than one mergeable PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These touch different models and different output-capture wiring; they do not appear to fix the same concrete bug or change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated architectures; both PRs migrate output handling, but they are not the same underlying code-path problem." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 have different model-specific output plumbing, and 44129 is tied to an explicit SpeechT5 issue target, so this is not a duplicate merge candidate." + } + ] + }, + "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": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44025", + "pull_request:44000|pull_request:44026", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44025", + "pull_request:44001|pull_request:44026", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44025", + "pull_request:44001|pull_request:44003", + "pull_request:44002|pull_request:44003", + "pull_request:44000|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "7a0958c1a74035d0ee051ed4123f34208b5739d93cbd1581ac83c149e2e6b62e", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 43, + "serialized_chars": 41319, + "estimated_input_tokens": 10330, + "estimated_eval_tokens": 20916 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 43, + "serialized_chars": 41319, + "estimated_input_tokens": 10330, + "estimated_eval_tokens": 20916 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs share a broad 'output tracing/refactor' theme, but they are separate model-specific changes in different code paths. They are not true duplicates, so no soft edge should be merged. 44025 is the best representative PR because it is a concrete, multi-file Depth Anything refactor and sits near the center of the similarity cluster.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue exists in this cluster; as a PR representative, 44025 is the most central and concrete example of the shared refactor pattern, touching two related Depth Anything files.", + "best_issue_reason": null, + "best_pr_reason": "44025 is the best single anchor for the cluster because it is substantial, spans two closely related files, and exemplifies the common output-tracing refactor without conflating unrelated model implementations.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same refactor theme, but different model families and code paths (timm_backbone vs upernet)." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Both are output-tracing refactors, but they target unrelated architectures and implementations." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model code paths; shared wording is only a generic refactor pattern." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "timm_backbone and mamba/falcon_mamba are unrelated fixes; not the same underlying change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Unrelated architectures; similarity is only at the high-level output-tracing refactor theme." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are different model paths; not a duplicate change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different subsystems and code paths; only the refactor theme matches." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "MobileNetV1 refactor is unrelated to Depth Anything; not mergeable as one PR." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Separate model implementations with no shared bug or patch target." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "MobileNetV1 vs speech_encoder_decoder are distinct refactors, not duplicates." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Different models (vision-text dual encoder vs UnivNet); same generic pattern only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different concrete code paths and model families; not the same fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "CLIP-style dual encoder refactor is unrelated to Depth Anything refactor." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44026", + "accept": false, + "reason": "Separate model implementations; no shared underlying bug/change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are different models; the overlap is only topical." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different architectures and code paths; not the same change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44026", + "accept": false, + "reason": "UnivNet vs vision_encoder_decoder are unrelated refactors." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are distinct code paths; only the refactor framing matches." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families; no evidence of one shared bug or patch." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "UnivNet and mamba/falcon_mamba are unrelated model-specific refactors." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "UperNet and mamba/falcon_mamba do not fix the same underlying issue." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Vision-text dual encoder and mamba/falcon_mamba are different implementations and changes." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Mamba/FalconMamba vs SuperPoint are unrelated code paths; same theme only." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families and distinct forward paths; not a single PR-worthy duplicate." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "timm_backbone and codegen are separate model implementations; only loosely similar." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen are unrelated fixes despite similar refactor wording." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen do not share the same concrete bug or code change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Depth Anything and VisionEncoderDecoder are different model paths; not one duplicate change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Depth Anything refactor vs speech_encoder_decoder refactor are unrelated." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Separate model implementations; shared output-tracing theme is too broad." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Depth Anything and RWKV are unrelated code paths and cannot be merged as one fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models (Depth Anything vs DPR); no shared underlying bug/change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "VisionEncoderDecoder and RWKV are distinct implementations; not duplicates." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "VisionEncoderDecoder vs speech_encoder_decoder are separate refactors." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families and code paths; same broad pattern only." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "VisionEncoderDecoder and DPR do not fix the same concrete issue." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Speech encoder-decoder and SuperPoint are unrelated model-specific changes." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures and code paths; not mergeable as one PR." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "speech_encoder_decoder and DPR are unrelated refactors." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are different model implementations; no duplicate fix." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint and DPR are unrelated code paths and changes." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are separate model refactors; shared theme is too generic." + } + ] + }, + "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": 24, + "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": "d48b271e59261ec5d11c571c8e2c15e060eee0476ae14c9f7c507d7573fea544", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three separate model-addition pull requests for unrelated models (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS) with only superficial overlap in framework registration/docs.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45075 is the most mature and self-contained representative in this cluster: non-draft, substantial implementation/test coverage, and the highest review activity among the three.", + "best_issue_reason": null, + "best_pr_reason": "PR #45075 is the strongest overall PR candidate in the cluster because it appears complete, non-draft, and actively reviewed; the others are either a different model addition (#44662) or a draft (#45401).", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model additions for different products; shared auto-registration/docs are expected boilerplate, not the same underlying change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Separate model implementations for different architectures and code paths; similarity is limited to common Transformers scaffolding." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "Both add distinct new models, not the same bug or fix; overlapping filenames are generic integration files only." + } + ] + }, + "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": 24, + "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": "6b863d41bda90243224521c80f7042969cbb13d6a9756c84fcf51fdd79689ce5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs share a broad \u201cfusion\u201d theme, but they target different layers: one introduces a general Module Fusion API, while the other wires in n-to-1 kernel fusion via KernelConfig and integrations. They are related conceptually, but not the same underlying change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45363 is the more concrete, implementation-driven change: it adds KernelConfig plumbing, integration hooks, and a runnable example for a specific fusion workflow.", + "best_issue_reason": null, + "best_pr_reason": "PR #45363 is the best representative of the cluster because it centers on a specific code-path feature with clear integration and modeling changes, rather than a more generic API scaffold.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Both involve fusion, but #44979 is a general module-fusion API and #45363 is a KernelConfig-based n-to-1 kernel fusion feature. Different mechanisms, different affected files, and not plausibly one merged PR without conflating separate designs." + } + ] + }, + "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": 24, + "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": "0e3ba9e2de7708ded75705a0466845fe444217fbdde11f94e6625ebd1800f3be", + "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 fix the same AttributeError in `_patch_mistral_regex` for `fix_mistral_regex=True` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer` in the same file. PR 45317 is the more complete duplicate because it includes the code fix plus a test update.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same core fix as 45086 plus test coverage, making it the more complete representative of this duplicate change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best overall representative: same underlying bug, same code path, and it adds validation via tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same concrete bug fix in the same function and same file; the later PR is the same change with added tests, so they could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 24, + "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": "dd7efacf3a056a4c317643391fc3bb52f472d2f12dcc6ff5776e4f779f51cb2f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6065, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6065, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch NemotronH, but they address different changes: one is a conversion/refactor toward GraniteMoeHybrid-compatible naming, the other is a broader split into NemotronH Dense/Sparse models with docs and auto-mapping updates. They overlap on shared model files, but are not duplicates.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the better representative because it is the more complete user-facing model change: it introduces the Dense/Sparse model variants, updates docs and auto-mapping, and keeps NemotronH as a compatibility dispatcher.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the best single PR to stand in for this cluster since it covers the larger architectural outcome and most of the visible API/documentation surface.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Not the same underlying change. #45115 is a targeted refactor/conversion-mapping update for NemotronH-to-GraniteMoeHybrid naming, while #45569 is a broader model split adding NemotronHDense/NemotronHSparse plus docs and auto/model wiring. Shared files alone are not enough to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 24, + "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": "07c064175a776eb59571abb65ae299dc0b092be98802beb1cb5f10212a912460", + "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 related but distinct PRs: one adds heterogeneous per-layer config plumbing, the other adds broader heterogeneous model/runtime support on top of it. They share files and theme, but they are not the same concrete change.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue in the cluster; among the PRs, #45332 is the better canonical representative because it is the broader end-to-end heterogeneous model support change and subsumes the config groundwork.", + "best_issue_reason": null, + "best_pr_reason": "#45332 is the best cluster representative since it covers the main feature area and includes the downstream modeling/cache changes, whereas #45333 is a narrower config-only prerequisite.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related feature work, but not the same underlying change. #45333 adds per-layer heterogeneous config support; #45332 adds heterogeneous model/runtime support that uses that config. They could be adjacent PRs, not one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 24, + "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": "fd3295105cfcdcb6d21429a84e8077ed678ff2ce0e5480e71c271b64bc488c44", + "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 items are typing-related pull requests, but they are not the same change: one is a broad repo-wide type-checking sweep, the other is a focused typing-compatibility update around modeling_utils/PEFT. They overlap in a few files, but not in the same concrete fix.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more self-contained change: it introduces typing aliases/protocols and targeted fixes for specific typing gaps. PR 45415 is a much broader type-checking pass across many files and config, so it is less suitable as the canonical representative of this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the best single PR for the cluster because it is narrowly scoped and concrete, whereas PR 45415 is a sweeping typing cleanup rather than one specific change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Reject: 45415 is a broad type-checking enablement/sweep (pyproject plus many files), while 45425 adds specific typing aliases/protocols and targeted fixes for modeling_utils/PEFT. Shared files do not mean the same underlying bug or mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45487-2", + "nodes": [ + "pull_request:45487", + "pull_request:45615" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:45615" + ], + "prepared_review_unit_hash": "b6a8f3528cacf24a90d0ef36311cdcb3ada051fec0a8269f1f71e0607061f4ff", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5159, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5159, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated: one fixes a device placement/model-parallel bug in AltCLIP/ChineseCLIP, while the other only updates Qianfan OCR XPU test expectations.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45487 is the substantive code fix: it changes model code to move buffered token type IDs onto the correct device, addressing the actual parallelism bug. PR 45615 only adjusts tests and has no comparable code-path fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45487 is the best representative because it targets the underlying runtime bug in model code, whereas PR 45615 is just platform-specific expected-output maintenance.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:45615", + "accept": false, + "reason": "Different models and different concerns: 45487 fixes AltCLIP/ChineseCLIP device placement in forward passes; 45615 only adds XPU golden values for Qianfan OCR tests. They do not appear to be the same underlying change or bug." + } + ] + }, + "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": 24, + "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": "c2a79796764afcca5ea92160eefa6918654edf3b441e2f01c8141708a5df18e4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related EP-loading fixes, but they target different failure modes: one fixes DeepSpeed ZeRO-3/accelerate launch loading and config serialization, while the other fixes FSDP2 rank-0 broadcast overwriting experts. I would not treat them as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the better representative because it targets a specific, concrete EP corruption bug during distributed loading and the diff is centered on that failure path.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the strongest standalone PR in this cluster: it describes a precise user-visible bug and has a focused fix in the loading path, whereas 45548 is a different EP-related loading issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both involve expert parallelism and loading, but 45548 fixes EP + DeepSpeed ZeRO-3/accelerate launch config handling, while 45662 fixes EP + FSDP2 expert tensors being overwritten by rank-0 broadcast. Different root causes and different code paths." + } + ] + }, + "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": 24, + "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": "670d56d4d5b66a04c33c66949919b0a723cff2ea04fb544f0398a5bc26554037", + "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 target the same underlying xdist collision problem around captured_info output in testing_utils; 45645 is the broader follow-up that also updates CI handling, while 45639 is the narrower core fix.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:45645 is the better canonical PR because it contains the core xdist-safe logging fix plus the workflow change needed to read multiple captured_info artifacts, making it the more complete representative of the change set.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45645 is the strongest representative for the cluster: it addresses the same captured_info xdist collision and adds the downstream CI log preservation behavior, whereas 45639 only covers the file-writing side.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying bug: both fix xdist collisions for captured_info generated by patched testing methods. The second PR extends the same fix with CI artifact aggregation, so they could plausibly be merged into one change set." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260430T120024Z/analysis-runs/hybrid-model-20260430t120024z/manifest.json b/snapshots/20260430T120024Z/analysis-runs/hybrid-model-20260430t120024z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..efeb987de45521449d1bd886c458b833a2a40321 --- /dev/null +++ b/snapshots/20260430T120024Z/analysis-runs/hybrid-model-20260430t120024z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260430t120024z", + "artifacts": { + "hybrid": "snapshots/20260430T120024Z/analysis-runs/hybrid-model-20260430t120024z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260430T120024Z/analysis-runs/hybrid-model-20260430t120024z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-04-30T12:09:48Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260430T120024Z", + "variant": "hybrid" +} diff --git a/snapshots/20260430T120024Z/manifest.json b/snapshots/20260430T120024Z/manifest.json index abbbac8cab80d951bbdb882425f13634f6e3c2b4..5a1c21473e8c82e09aee8f2051f75be2f0067ff1 100644 --- a/snapshots/20260430T120024Z/manifest.json +++ b/snapshots/20260430T120024Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 835 }, "extracted_at": "2026-04-30T12:00:24Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260430t120024z", + "runs": { + "hybrid-model-20260430t120024z": { + "analysis_id": "hybrid-model-20260430t120024z", + "artifacts": { + "hybrid": "snapshots/20260430T120024Z/analysis-runs/hybrid-model-20260430t120024z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260430T120024Z/analysis-runs/hybrid-model-20260430t120024z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260430T120024Z/analysis-runs/hybrid-model-20260430t120024z/manifest.json", + "model": null, + "published_at": "2026-04-30T12:09:48Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260430T120024Z", "watermark": {